1 00:00:00,000 --> 00:00:02,520 The following content is provided under a Creative 2 00:00:02,520 --> 00:00:03,970 Commons license. 3 00:00:03,970 --> 00:00:06,360 Your support will help MIT OpenCourseWare 4 00:00:06,360 --> 00:00:10,660 continue to offer high quality educational resources for free. 5 00:00:10,660 --> 00:00:13,320 To make a donation or view additional materials 6 00:00:13,320 --> 00:00:17,170 from hundreds of MIT courses, visit MIT OpenCourseWare 7 00:00:17,170 --> 00:00:18,370 at ocw.mit.edu. 8 00:00:25,307 --> 00:00:27,140 RICHARD SCHMALENSEE: What I want to do today 9 00:00:27,140 --> 00:00:31,280 is look ahead and talk a little bit 10 00:00:31,280 --> 00:00:33,390 about where the grid's going. 11 00:00:33,390 --> 00:00:34,940 This is going to be based largely 12 00:00:34,940 --> 00:00:39,770 on that future of the electric grid study that a bunch of us 13 00:00:39,770 --> 00:00:40,760 did. 14 00:00:40,760 --> 00:00:45,680 You'll see in the Joskow paper a fair amount of overlap 15 00:00:45,680 --> 00:00:48,830 and an awful lot of agreement, although his emphasis is 16 00:00:48,830 --> 00:00:50,250 a bit different. 17 00:00:50,250 --> 00:00:55,370 So let me start with what the system looks like now. 18 00:00:55,370 --> 00:01:00,380 That's a picture of line losses in transmission 19 00:01:00,380 --> 00:01:01,580 and distribution. 20 00:01:01,580 --> 00:01:04,160 That's heat, basically waste heat. 21 00:01:04,160 --> 00:01:08,450 And that's gone down sharply over time. 22 00:01:08,450 --> 00:01:11,400 It floats around 6-7%. 23 00:01:11,400 --> 00:01:13,940 These appear to be in line with line 24 00:01:13,940 --> 00:01:17,180 losses in other developed countries, 25 00:01:17,180 --> 00:01:20,570 if you make allowance for density. 26 00:01:20,570 --> 00:01:22,310 They're higher in Canada and Australia. 27 00:01:22,310 --> 00:01:24,440 They're lower in Germany and France 28 00:01:24,440 --> 00:01:26,570 because it's more compact countries. 29 00:01:26,570 --> 00:01:30,440 But you can put us all more or less on a line. 30 00:01:30,440 --> 00:01:32,090 Reliability is a little tougher. 31 00:01:32,090 --> 00:01:34,070 You might ask the question, is the US system 32 00:01:34,070 --> 00:01:36,050 more or less reliable than systems elsewhere? 33 00:01:36,050 --> 00:01:40,070 And the answer is we don't know because data 34 00:01:40,070 --> 00:01:43,100 on reliability and other aspects of performance 35 00:01:43,100 --> 00:01:47,440 are terrible in the US. 36 00:01:47,440 --> 00:01:51,070 You might ask why that is? 37 00:01:51,070 --> 00:01:54,130 I'll suggest an answer. 38 00:01:54,130 --> 00:01:56,710 And it has to do with the structure of regulation. 39 00:01:56,710 --> 00:02:03,580 If I measure-- if I use a standard definition 40 00:02:03,580 --> 00:02:08,590 of an outage, and I measure how often my customers don't have 41 00:02:08,590 --> 00:02:10,270 power, how many outages, how long 42 00:02:10,270 --> 00:02:16,570 they last, and you do the same, and I'm above you in outages, 43 00:02:16,570 --> 00:02:18,760 people yell at me. 44 00:02:18,760 --> 00:02:22,960 If nobody knows, nobody yells at me. 45 00:02:22,960 --> 00:02:24,880 These things are just not measured in the US. 46 00:02:24,880 --> 00:02:27,220 I mean, they're measured in some states. 47 00:02:27,220 --> 00:02:30,160 They're not reported in some states where they're measured. 48 00:02:30,160 --> 00:02:33,310 And different definitions are used all over the country. 49 00:02:33,310 --> 00:02:36,940 There is now a standard IEEE definition for outages. 50 00:02:36,940 --> 00:02:38,980 And it's spreading slowly. 51 00:02:38,980 --> 00:02:42,470 But even then, it's not reported in lots of places. 52 00:02:42,470 --> 00:02:45,460 So we cannot tell if the system is more or less reliable than 53 00:02:45,460 --> 00:02:48,460 it was in 1930, which is bizarre. 54 00:02:48,460 --> 00:02:51,290 But there's more. 55 00:02:51,290 --> 00:02:55,600 So I'm going to talk about most of the terrain we covered 56 00:02:55,600 --> 00:02:57,380 in the future of the grid. 57 00:02:57,380 --> 00:03:01,150 We focused on 2030 because of the speed at which things 58 00:03:01,150 --> 00:03:05,080 change, the grid in 2030 will be dominated 59 00:03:05,080 --> 00:03:07,810 by technologies we know today. 60 00:03:07,810 --> 00:03:09,850 Not necessarily technologies in widespread 61 00:03:09,850 --> 00:03:12,610 use, but stuff we know. 62 00:03:12,610 --> 00:03:15,220 Stuff we don't know, that's invented tomorrow, 63 00:03:15,220 --> 00:03:17,920 is unlikely to penetrate by then. 64 00:03:17,920 --> 00:03:21,430 So we said, what are the big challenges and opportunities? 65 00:03:21,430 --> 00:03:25,810 And these are the ones we focused on. 66 00:03:25,810 --> 00:03:28,120 There are a bunch of new technologies. 67 00:03:28,120 --> 00:03:31,160 Will they get developed and used properly? 68 00:03:31,160 --> 00:03:35,380 There will be more large-scale wind and solar. 69 00:03:35,380 --> 00:03:38,530 We'll talk about the issues that raises. 70 00:03:38,530 --> 00:03:41,080 There'll be more electric vehicles. 71 00:03:41,080 --> 00:03:43,330 How many more, nobody knows. 72 00:03:43,330 --> 00:03:47,860 But more, and in some places a fair amount. 73 00:03:47,860 --> 00:03:50,860 There'll be more distributed generation, rooftop solar, 74 00:03:50,860 --> 00:03:57,250 on various kinds of roofs, and some distributed wind. 75 00:03:57,250 --> 00:04:01,600 And the system will be more reliant on communications 76 00:04:01,600 --> 00:04:03,730 and computation, which means there'll 77 00:04:03,730 --> 00:04:07,000 be more of an issue of cybersecurity 78 00:04:07,000 --> 00:04:09,850 and an issue of information privacy. 79 00:04:09,850 --> 00:04:13,418 People will know every 15 minutes how much electricity 80 00:04:13,418 --> 00:04:13,960 you're using. 81 00:04:13,960 --> 00:04:17,230 And you might not want everybody to know that. 82 00:04:17,230 --> 00:04:20,950 So to remind you of some of the constraints, 83 00:04:20,950 --> 00:04:23,590 I talked last time-- 84 00:04:23,590 --> 00:04:27,250 last Wednesday-- about the state/federal divide. 85 00:04:27,250 --> 00:04:31,490 States are important. 86 00:04:31,490 --> 00:04:36,110 There's not much evidence-- not much appetite after 87 00:04:36,110 --> 00:04:41,945 the California debacle and after the Lehman crisis-- 88 00:04:41,945 --> 00:04:46,880 the whole crisis-- not much appetite for reform. 89 00:04:46,880 --> 00:04:51,290 Very diverse system-- municipal utilities, co-ops, 90 00:04:51,290 --> 00:04:54,380 big utilities, little utilities; vertically 91 00:04:54,380 --> 00:04:56,810 integrated in some places, federally owned 92 00:04:56,810 --> 00:04:58,970 in other places. 93 00:04:58,970 --> 00:05:02,320 There's not much growth expected. 94 00:05:02,320 --> 00:05:04,990 7/10 of a percentage point a year 95 00:05:04,990 --> 00:05:10,630 is the standard case forecast out to 2035. 96 00:05:10,630 --> 00:05:12,430 And very durable assets. 97 00:05:12,430 --> 00:05:14,200 This is actually a number. 98 00:05:14,200 --> 00:05:15,160 I had it last year. 99 00:05:15,160 --> 00:05:17,770 The forecast number has doubled since last year, 100 00:05:17,770 --> 00:05:19,090 but it's still low. 101 00:05:22,900 --> 00:05:27,250 Anybody care to guess what fraction of 2000-- 102 00:05:27,250 --> 00:05:28,480 what fraction of-- 103 00:05:28,480 --> 00:05:34,360 let's say 2010 capacity will be retired by 2035? 104 00:05:34,360 --> 00:05:35,860 AUDIENCE: 1%. 105 00:05:35,860 --> 00:05:37,970 RICHARD SCHMALENSEE: Well, now you're reaching. 106 00:05:37,970 --> 00:05:38,470 No. 107 00:05:38,470 --> 00:05:39,880 It's higher than that. 108 00:05:39,880 --> 00:05:40,660 It's higher. 109 00:05:40,660 --> 00:05:42,580 It's almost 7%. 110 00:05:42,580 --> 00:05:43,810 Last year, it was 3.5%. 111 00:05:43,810 --> 00:05:45,625 Last year, the estimate was 3.5%. 112 00:05:45,625 --> 00:05:48,310 The difference is mainly environmental retirements 113 00:05:48,310 --> 00:05:50,710 and really cheap gas. 114 00:05:50,710 --> 00:05:53,560 So the notion is, because of really cheap gas and tighter 115 00:05:53,560 --> 00:05:57,700 environmental policy, 7% of capacity will be retired. 116 00:05:57,700 --> 00:06:01,830 That's not a lot of turnover in 25 years. 117 00:06:01,830 --> 00:06:03,670 That's not a lot of turnover. 118 00:06:03,670 --> 00:06:07,570 So the generating fleet is going to look a lot like it does now, 119 00:06:07,570 --> 00:06:08,800 a lot like it does now. 120 00:06:08,800 --> 00:06:09,700 Andrew? 121 00:06:09,700 --> 00:06:12,640 AUDIENCE: This is for a base case assumption, like the-- 122 00:06:12,640 --> 00:06:13,723 RICHARD SCHMALENSEE: Yeah. 123 00:06:13,723 --> 00:06:15,098 AUDIENCE: So it has no assumption 124 00:06:15,098 --> 00:06:17,650 about environmental regulations or something like that? 125 00:06:17,650 --> 00:06:18,650 RICHARD SCHMALENSEE: No. 126 00:06:18,650 --> 00:06:20,950 This is EIA, the Energy Information Administration. 127 00:06:20,950 --> 00:06:26,060 And their base case assumes no change in current policy. 128 00:06:26,060 --> 00:06:29,380 So one of the things that it used to assume-- 129 00:06:29,380 --> 00:06:30,940 in fact, it does assume-- 130 00:06:30,940 --> 00:06:34,540 it assumes that current renewable subsidies, 131 00:06:34,540 --> 00:06:35,670 which have-- 132 00:06:35,670 --> 00:06:38,540 you don't-- laws don't have infinite lifetimes. 133 00:06:38,540 --> 00:06:40,640 The law expires at some point. 134 00:06:40,640 --> 00:06:42,740 It assumes that expires. 135 00:06:42,740 --> 00:06:45,100 So it'll be a little light on renewables. 136 00:06:45,100 --> 00:06:48,880 They'll run some other cases-- they're not out yet-- 137 00:06:48,880 --> 00:06:50,710 assuming more renewables, assuming 138 00:06:50,710 --> 00:06:52,240 higher prices and lower prices. 139 00:06:52,240 --> 00:06:54,910 But that's the base case. 140 00:06:54,910 --> 00:06:56,950 OK, so not much turnover. 141 00:06:56,950 --> 00:07:00,040 the argument is-- that we have made-- 142 00:07:00,040 --> 00:07:04,120 is that the grid does have these challenges and opportunities, 143 00:07:04,120 --> 00:07:06,440 the turnover is slow. 144 00:07:06,440 --> 00:07:08,530 If you want to get anything done in 2035, 145 00:07:08,530 --> 00:07:11,140 you've got to start now. 146 00:07:11,140 --> 00:07:14,050 A little bit about the smart grid. 147 00:07:14,050 --> 00:07:16,360 And it's not a term I like because it 148 00:07:16,360 --> 00:07:19,480 means different things to different people. 149 00:07:19,480 --> 00:07:22,270 And here are four examples. 150 00:07:22,270 --> 00:07:25,240 This is the National Institute of Standards and Technologies' 151 00:07:25,240 --> 00:07:27,580 favorite diagram because-- 152 00:07:27,580 --> 00:07:30,430 and it stresses that the grid in the future 153 00:07:30,430 --> 00:07:33,250 will have this flow of power, of course-- 154 00:07:33,250 --> 00:07:36,160 but lots of flows of data. 155 00:07:36,160 --> 00:07:38,200 And why do they stress that view? 156 00:07:38,200 --> 00:07:41,170 Because they're doing this interface standards. 157 00:07:41,170 --> 00:07:44,480 They're doing standard setting for all of those flows. 158 00:07:44,480 --> 00:07:46,780 That's a big deal. 159 00:07:46,780 --> 00:07:49,720 This is EPRI over here, the Electric Power Research 160 00:07:49,720 --> 00:07:51,100 Institute. 161 00:07:51,100 --> 00:07:54,580 EPRI's view of the smart grid has to do with things that go-- 162 00:07:54,580 --> 00:07:56,800 that happen around the user. 163 00:07:56,800 --> 00:07:59,320 So there's some focus-- 164 00:07:59,320 --> 00:08:02,170 some automation of the distribution system, 165 00:08:02,170 --> 00:08:07,330 and plug-in hybrids, and smart refrigerators, and rooftop 166 00:08:07,330 --> 00:08:07,900 solar. 167 00:08:07,900 --> 00:08:12,070 They focus on your house. 168 00:08:12,070 --> 00:08:14,890 This is somebody in nature. 169 00:08:14,890 --> 00:08:18,340 And in nature, they focus on microgrids. 170 00:08:18,340 --> 00:08:22,010 Or in this picture, they focus on microgrids, which we 171 00:08:22,010 --> 00:08:23,260 can talk about if you want to. 172 00:08:23,260 --> 00:08:25,360 But it's not something that we think 173 00:08:25,360 --> 00:08:27,078 is going to be a big deal. 174 00:08:27,078 --> 00:08:28,870 And this is the Department of Energy, which 175 00:08:28,870 --> 00:08:30,730 has it all, which has it all. 176 00:08:30,730 --> 00:08:35,500 So as the title says, I guess-- 177 00:08:35,500 --> 00:08:40,318 my view is that "smart" is a means, not an end. 178 00:08:40,318 --> 00:08:41,860 You don't care how smart the grid is. 179 00:08:41,860 --> 00:08:44,440 What you care is, what's its performance 180 00:08:44,440 --> 00:08:45,970 and what's its cost? 181 00:08:45,970 --> 00:08:47,020 It will get smarter. 182 00:08:47,020 --> 00:08:49,150 But that's not the objective. 183 00:08:49,150 --> 00:08:50,620 That's the means. 184 00:08:50,620 --> 00:08:56,170 So I went through some of the challenges and constraints. 185 00:08:56,170 --> 00:08:58,670 We focused on a bunch of policy areas. 186 00:08:58,670 --> 00:09:03,520 So let me talk first about technology. 187 00:09:03,520 --> 00:09:05,290 Here I immediately get out of my depth, 188 00:09:05,290 --> 00:09:09,010 but I will do what I can. 189 00:09:09,010 --> 00:09:12,670 There's really a lot of interesting stuff. 190 00:09:12,670 --> 00:09:14,620 I'm going to talk about phasor measurement 191 00:09:14,620 --> 00:09:18,520 units in a few minutes. 192 00:09:18,520 --> 00:09:22,210 Flexible AC transmission systems let 193 00:09:22,210 --> 00:09:25,840 you vary the characteristics of lines 194 00:09:25,840 --> 00:09:29,710 so that you can to some extent control flows. 195 00:09:29,710 --> 00:09:32,440 I told you last time that electric power networks are not 196 00:09:32,440 --> 00:09:37,810 really like sort of old-style telephone systems or water 197 00:09:37,810 --> 00:09:38,350 systems. 198 00:09:38,350 --> 00:09:40,420 You don't do valves. 199 00:09:40,420 --> 00:09:42,310 You can sort of do valves. 200 00:09:42,310 --> 00:09:46,450 New sensor technologies lets you know the state of the lines. 201 00:09:46,450 --> 00:09:49,720 So that on a hot day, you put less electricity through them 202 00:09:49,720 --> 00:09:51,370 because you can see they're sagging. 203 00:09:51,370 --> 00:09:54,700 And there are a bunch of-- well, dynamic line rating systems 204 00:09:54,700 --> 00:09:58,840 deal with automating the readings from these sensors. 205 00:09:58,840 --> 00:10:02,320 Energy storage, I'll talk about, and a bunch 206 00:10:02,320 --> 00:10:06,070 of other technologies. 207 00:10:06,070 --> 00:10:09,730 Farther on down, toward the customers, the low voltage 208 00:10:09,730 --> 00:10:11,650 stuff, there's a lot of automation 209 00:10:11,650 --> 00:10:13,900 at the substation that's possible, 210 00:10:13,900 --> 00:10:20,270 quicker detection of outages, optimization of-- the Volt/VAR 211 00:10:20,270 --> 00:10:23,330 optimization controls-- enables you 212 00:10:23,330 --> 00:10:26,450 to control voltage levels, particularly on long lines, 213 00:10:26,450 --> 00:10:29,630 more accurately. 214 00:10:29,630 --> 00:10:31,910 Conservation voltage reduction lets 215 00:10:31,910 --> 00:10:35,630 you reduce voltage on the whole system just a little bit, 216 00:10:35,630 --> 00:10:37,033 to save a lot of energy. 217 00:10:37,033 --> 00:10:38,450 There are places where the voltage 218 00:10:38,450 --> 00:10:41,750 is above the requirement because you can't properly control it. 219 00:10:41,750 --> 00:10:44,630 So it ends-- and you have to keep it above-- 220 00:10:44,630 --> 00:10:47,480 you have to keep it within a certain bound everywhere. 221 00:10:47,480 --> 00:10:51,080 If you can control better, you can reduce it everywhere. 222 00:10:51,080 --> 00:10:55,880 Automated fault detection is really quite interesting. 223 00:10:55,880 --> 00:10:59,000 The interesting part is automatic restoration. 224 00:10:59,000 --> 00:11:01,230 Advanced metering systems are very important. 225 00:11:01,230 --> 00:11:02,940 And I will talk about those. 226 00:11:02,940 --> 00:11:05,570 And, of course, this all comes together 227 00:11:05,570 --> 00:11:08,000 where you control the grid. 228 00:11:08,000 --> 00:11:11,600 And I'm going to talk about particularly using 229 00:11:11,600 --> 00:11:16,910 these meters in a little while, and right now making 230 00:11:16,910 --> 00:11:19,110 the control center work. 231 00:11:19,110 --> 00:11:22,995 So here's-- if it works, if it works-- 232 00:11:25,670 --> 00:11:26,780 my favorite movie. 233 00:11:31,420 --> 00:11:31,960 All right. 234 00:11:37,220 --> 00:11:40,550 I've played this a million times in a million places. 235 00:11:40,550 --> 00:11:42,370 And it's never been this bad. 236 00:11:42,370 --> 00:11:44,870 Let me tell you what you would have seen if this had worked. 237 00:11:50,450 --> 00:11:54,620 What you would-- this is the result 238 00:11:54,620 --> 00:12:00,950 of an outage in southern Florida in 2008. 239 00:12:00,950 --> 00:12:05,150 And what you're seeing-- those red dots are phasor measurement 240 00:12:05,150 --> 00:12:06,620 units that describe-- 241 00:12:06,620 --> 00:12:09,740 that pick up the state of the system in terms 242 00:12:09,740 --> 00:12:16,750 of frequency and phase angle of voltage and current, many times 243 00:12:16,750 --> 00:12:19,180 a second, time stamped. 244 00:12:19,180 --> 00:12:21,550 So that, in principle, they give a picture 245 00:12:21,550 --> 00:12:24,040 of the state of the whole system instant 246 00:12:24,040 --> 00:12:26,620 by instant, which we do not now have. 247 00:12:26,620 --> 00:12:30,100 The red dots are where the measurements are made. 248 00:12:30,100 --> 00:12:32,770 The spaghetti chart on the left is the readings 249 00:12:32,770 --> 00:12:34,000 from individual ones. 250 00:12:34,000 --> 00:12:36,550 And the folks at Virginia Tech, who invented the measuring 251 00:12:36,550 --> 00:12:42,610 systems, have basically interpolated and extrapolated 252 00:12:42,610 --> 00:12:46,607 to put together a picture of the whole system. 253 00:12:46,607 --> 00:12:48,440 What's interesting here-- there are a couple 254 00:12:48,440 --> 00:12:50,890 of things interesting here. 255 00:12:50,890 --> 00:12:56,080 First of all-- and I won't hurt your eyes by playing it again-- 256 00:12:56,080 --> 00:13:01,480 what's interesting here is, one, the geographic extent. 257 00:13:01,480 --> 00:13:04,000 So if something happens in Florida-- 258 00:13:04,000 --> 00:13:09,040 and the frequency distortion most durably 259 00:13:09,040 --> 00:13:12,670 is in northern Minnesota or Canada. 260 00:13:12,670 --> 00:13:14,140 You may be able to see that. 261 00:13:14,140 --> 00:13:17,500 The second is, it happens fast. 262 00:13:17,500 --> 00:13:18,890 This is 25 seconds. 263 00:13:18,890 --> 00:13:20,260 So here's where it goes out. 264 00:13:20,260 --> 00:13:21,460 Boom. 265 00:13:21,460 --> 00:13:23,320 It is happening-- there are things 266 00:13:23,320 --> 00:13:25,960 all around the country, all around the Eastern 267 00:13:25,960 --> 00:13:31,600 Interconnect, and most durably up there in northern Minnesota. 268 00:13:34,420 --> 00:13:36,280 So it's fast. 269 00:13:36,280 --> 00:13:39,070 There's a lot of data. 270 00:13:39,070 --> 00:13:42,760 You couldn't react to it as a human. 271 00:13:42,760 --> 00:13:43,734 Yeah? 272 00:13:43,734 --> 00:13:45,970 AUDIENCE: Does the setting move? 273 00:13:45,970 --> 00:13:48,754 RICHARD SCHMALENSEE: Well, let me see if I can freeze it. 274 00:13:48,754 --> 00:13:52,200 AUDIENCE: [INAUDIBLE] 275 00:13:52,200 --> 00:13:54,910 RICHARD SCHMALENSEE: It's the extent of the departure. 276 00:13:54,910 --> 00:14:03,510 Let me just-- it doesn't want to stop. 277 00:14:03,510 --> 00:14:07,950 Red-- red means, I think, that it's-- 278 00:14:07,950 --> 00:14:08,460 yeah. 279 00:14:08,460 --> 00:14:10,890 It means it's faster than 60 cycles a second. 280 00:14:10,890 --> 00:14:13,800 The frequency locally is higher. 281 00:14:13,800 --> 00:14:15,490 Blue means it's slower. 282 00:14:15,490 --> 00:14:17,350 So you're getting a-- you're getting 283 00:14:17,350 --> 00:14:20,550 a pattern a distortion-- slight distortion-- in system 284 00:14:20,550 --> 00:14:21,900 frequency. 285 00:14:21,900 --> 00:14:28,040 Now, in this case, nothing terrible happened. 286 00:14:28,040 --> 00:14:29,360 Blackout happened in Florida. 287 00:14:29,360 --> 00:14:30,050 Boom. 288 00:14:30,050 --> 00:14:32,300 Disturbance propagates throughout the whole Eastern 289 00:14:32,300 --> 00:14:35,370 Interconnect within a matter of seconds. 290 00:14:35,370 --> 00:14:39,080 So, A, nobody could respond to that. 291 00:14:39,080 --> 00:14:43,130 And nobody looking at the data on-- the graph on the left 292 00:14:43,130 --> 00:14:48,920 or the map on the right could think 293 00:14:48,920 --> 00:14:50,990 through what to do in time. 294 00:14:50,990 --> 00:14:53,540 If there were something serious, that's just 295 00:14:53,540 --> 00:14:56,300 too fast with so much data. 296 00:14:56,300 --> 00:14:59,390 So the great thing about these units 297 00:14:59,390 --> 00:15:02,270 is they give control systems-- 298 00:15:02,270 --> 00:15:08,000 control centers-- a picture of the grid over a wide scale that 299 00:15:08,000 --> 00:15:11,000 has never existed before in real time, lots of data. 300 00:15:11,000 --> 00:15:16,490 This is just one aspect of it, frequency distortion. 301 00:15:16,490 --> 00:15:21,680 But nobody knows what to do with it. 302 00:15:21,680 --> 00:15:24,130 There's another picture that is in the movie, which says 303 00:15:24,130 --> 00:15:26,560 if you look before the 2000-- 304 00:15:26,560 --> 00:15:31,180 when was the last big blackout, 2008-- 305 00:15:31,180 --> 00:15:37,270 you see a phase angle change near Cleveland 306 00:15:37,270 --> 00:15:41,270 over a period of about 30 seconds and then it breaks. 307 00:15:41,270 --> 00:15:44,170 So if you actually knew what that angle should be, 308 00:15:44,170 --> 00:15:48,880 and measured it, and had a monitoring system, 309 00:15:48,880 --> 00:15:51,250 you might have been able to tell that the system was 310 00:15:51,250 --> 00:15:54,160 about to break. 311 00:15:54,160 --> 00:15:59,380 But not everybody that has one of these units 312 00:15:59,380 --> 00:16:01,810 actually shares data in real time. 313 00:16:01,810 --> 00:16:05,548 We don't have control systems to use the data in real time. 314 00:16:05,548 --> 00:16:07,090 The federal government has subsidized 315 00:16:07,090 --> 00:16:10,120 putting these boxes out there to measure the system. 316 00:16:10,120 --> 00:16:15,182 But we don't have the ability to respond. 317 00:16:15,182 --> 00:16:17,140 I mean, you're sitting there in a control room. 318 00:16:17,140 --> 00:16:18,220 You see this thing. 319 00:16:18,220 --> 00:16:20,233 Is this a problem, is it not a problem? 320 00:16:20,233 --> 00:16:22,900 All of a sudden, frequencies are changing throughout the Eastern 321 00:16:22,900 --> 00:16:23,442 Interconnect. 322 00:16:23,442 --> 00:16:28,070 Do I need to isolate New England to avoid a blackout up here? 323 00:16:28,070 --> 00:16:31,120 Well, the answer, it turns out was no. 324 00:16:31,120 --> 00:16:34,510 But without a lot of automation, you 325 00:16:34,510 --> 00:16:36,970 wouldn't be-- and a good model of the system, 326 00:16:36,970 --> 00:16:40,070 you wouldn't be able to know that. 327 00:16:40,070 --> 00:16:47,040 So moving right along. 328 00:16:49,990 --> 00:16:55,320 So you see the issue that we've got this incredible source 329 00:16:55,320 --> 00:16:58,200 of real-time data, with no ability 330 00:16:58,200 --> 00:17:00,240 to use it and not much sharing. 331 00:17:00,240 --> 00:17:01,920 And your tax dollars have produced it. 332 00:17:01,920 --> 00:17:02,590 It's terrific. 333 00:17:02,590 --> 00:17:07,380 But we don't know how to use it. 334 00:17:07,380 --> 00:17:11,700 I mentioned these devices that control the transmission system 335 00:17:11,700 --> 00:17:13,050 and enhance capacity. 336 00:17:13,050 --> 00:17:14,910 They're expensive. 337 00:17:14,910 --> 00:17:16,680 The ideal way to use them would be 338 00:17:16,680 --> 00:17:19,170 to use this data from phasor measurement units 339 00:17:19,170 --> 00:17:21,450 through an automated control system 340 00:17:21,450 --> 00:17:26,069 to modify line characteristics. 341 00:17:26,069 --> 00:17:29,020 We've got the fax devices. 342 00:17:29,020 --> 00:17:30,700 We've got the phasor measurement units. 343 00:17:30,700 --> 00:17:33,900 We do not have any system to link them. 344 00:17:33,900 --> 00:17:37,230 So we think that's sort of a useful thing 345 00:17:37,230 --> 00:17:40,480 to do since the boxes are out there. 346 00:17:40,480 --> 00:17:42,090 It's also the case that there are 347 00:17:42,090 --> 00:17:45,750 a lot of so-called smart grid technologies going in 348 00:17:45,750 --> 00:17:47,880 at the distribution level. 349 00:17:47,880 --> 00:17:50,190 Your tax dollars, or rather the deficits 350 00:17:50,190 --> 00:17:54,120 you will fund later on, have funded 351 00:17:54,120 --> 00:17:58,710 putting out a lot of very smart boxes in distribution systems. 352 00:17:58,710 --> 00:18:02,110 But what they do hasn't yet been published. 353 00:18:02,110 --> 00:18:03,750 So it's a little unclear. 354 00:18:03,750 --> 00:18:09,240 AARA is the stimulus legislation. 355 00:18:09,240 --> 00:18:13,160 So we need more R&D, pretty cheap 356 00:18:13,160 --> 00:18:19,820 R&D. We need computational tools to use all this data. 357 00:18:19,820 --> 00:18:21,950 It should have impressed you with how closely 358 00:18:21,950 --> 00:18:24,470 coupled that whole Eastern Interconnect is. 359 00:18:24,470 --> 00:18:27,890 That from Florida to Minnesota, very quickly a disturbance 360 00:18:27,890 --> 00:18:28,910 propagates. 361 00:18:28,910 --> 00:18:32,540 That means, if you think about it, particularly if you think 362 00:18:32,540 --> 00:18:34,910 about renewables, which I'll come to in a second, 363 00:18:34,910 --> 00:18:37,850 you need to be able to plan at the level of-- 364 00:18:37,850 --> 00:18:41,520 at that level, at the level of the Eastern system. 365 00:18:41,520 --> 00:18:42,770 The Western system is simpler. 366 00:18:42,770 --> 00:18:43,940 Texas is simpler. 367 00:18:43,940 --> 00:18:46,400 The Eastern system is the big one. 368 00:18:46,400 --> 00:18:49,760 We can't begin to plan that. 369 00:18:49,760 --> 00:18:53,900 The dimensionality is too high for current techniques. 370 00:18:53,900 --> 00:18:59,180 And just to get to things I will come to in a little while, 371 00:18:59,180 --> 00:19:01,490 there's a lot of focus on preventing cyber attacks. 372 00:19:01,490 --> 00:19:02,907 There's very little effort on what 373 00:19:02,907 --> 00:19:04,700 do you do when you get one, one succeeds. 374 00:19:04,700 --> 00:19:07,010 But one will succeed. 375 00:19:07,010 --> 00:19:13,790 And we need to understand more about automated-- 376 00:19:13,790 --> 00:19:15,680 about dynamic pricing. 377 00:19:15,680 --> 00:19:17,930 I'll come to it. 378 00:19:17,930 --> 00:19:20,670 This is a troublesome thing. 379 00:19:20,670 --> 00:19:23,690 There are technologies that have been standard in Scandinavia 380 00:19:23,690 --> 00:19:25,730 for 20 years, that are required in India, that 381 00:19:25,730 --> 00:19:28,580 can't be sold in this country because no utility has ever 382 00:19:28,580 --> 00:19:30,710 seen it work. 383 00:19:30,710 --> 00:19:33,860 The level of risk aversion is kind of breathtaking. 384 00:19:33,860 --> 00:19:37,070 And it's like, why don't we measure things? 385 00:19:37,070 --> 00:19:40,400 Because if we put it in, and it's new, and it doesn't work, 386 00:19:40,400 --> 00:19:42,110 the utility gets hammered. 387 00:19:42,110 --> 00:19:44,030 The utility management gets hammered. 388 00:19:44,030 --> 00:19:45,500 The stockholders get punished. 389 00:19:45,500 --> 00:19:47,150 And the regulator gets punished. 390 00:19:47,150 --> 00:19:50,570 If you put it in and it works, everybody yawns. 391 00:19:50,570 --> 00:19:53,450 So the regulatory system here in particular 392 00:19:53,450 --> 00:19:56,780 is biased against innovation in a way 393 00:19:56,780 --> 00:20:01,320 that's hard to fix because it's political. 394 00:20:01,320 --> 00:20:02,160 It's not technical. 395 00:20:02,160 --> 00:20:03,590 It's political. 396 00:20:03,590 --> 00:20:06,263 OK, what about renewables? 397 00:20:06,263 --> 00:20:08,180 Well, there's going to be more wind and solar. 398 00:20:08,180 --> 00:20:12,530 This is renewable generation in the US, up to 2007. 399 00:20:12,530 --> 00:20:15,140 You see the big story is-- 400 00:20:15,140 --> 00:20:17,510 the big growth story is wind. 401 00:20:17,510 --> 00:20:20,160 Wood is very important. 402 00:20:20,160 --> 00:20:23,900 A lot of that is waste from lumber mills, 403 00:20:23,900 --> 00:20:25,700 that they just use it to generate power. 404 00:20:25,700 --> 00:20:28,820 Some of them sell to the grid, some of them don't. 405 00:20:28,820 --> 00:20:32,030 Maine, a few years ago, passed a requirement 406 00:20:32,030 --> 00:20:34,040 for renewable generation. 407 00:20:34,040 --> 00:20:34,880 Did the numbers. 408 00:20:34,880 --> 00:20:38,390 Realized they had already met the requirement because 409 00:20:38,390 --> 00:20:40,400 of all the lumber mills. 410 00:20:40,400 --> 00:20:43,085 You'll see solar here. 411 00:20:43,085 --> 00:20:44,120 Solar is in the data. 412 00:20:44,120 --> 00:20:47,990 But it's too small to see in the picture. 413 00:20:47,990 --> 00:20:51,740 Since 2007, you see this peaks at about-- what do you figure-- 414 00:20:51,740 --> 00:20:52,850 100,000. 415 00:20:52,850 --> 00:20:57,230 It's 173,000 in 2010. 416 00:20:57,230 --> 00:20:59,730 Over half of that was wind. 417 00:20:59,730 --> 00:21:01,840 So you see the wind-- 418 00:21:01,840 --> 00:21:06,080 wind has continued to drive the growth through 2010. 419 00:21:06,080 --> 00:21:08,330 So that's renewables in the US. 420 00:21:08,330 --> 00:21:10,160 There are a lot of policies. 421 00:21:10,160 --> 00:21:12,500 That's Europe. 422 00:21:12,500 --> 00:21:15,470 This is putting aside hydro. 423 00:21:15,470 --> 00:21:18,840 We were way ahead of Europe around 1990. 424 00:21:18,840 --> 00:21:20,960 We've stayed pretty constant as a percentage 425 00:21:20,960 --> 00:21:22,280 of total generation. 426 00:21:22,280 --> 00:21:24,500 Europe has shot up. 427 00:21:24,500 --> 00:21:26,120 And the European goal-- 428 00:21:26,120 --> 00:21:28,190 the EU goal is-- 429 00:21:28,190 --> 00:21:30,530 well, 20% of all energy from renewables. 430 00:21:30,530 --> 00:21:35,540 So 35% of electricity from renewables by 2020-- 431 00:21:35,540 --> 00:21:38,510 very, very ambitious. 432 00:21:38,510 --> 00:21:41,000 There is-- well, you see Maine. 433 00:21:41,000 --> 00:21:44,840 This is 2007, non-hydro renewable generation 434 00:21:44,840 --> 00:21:47,150 as a percentage of the state total. 435 00:21:47,150 --> 00:21:51,140 Maine leads because of all the wood. 436 00:21:51,140 --> 00:21:55,190 California, pretty high; mostly geothermal, but wind 437 00:21:55,190 --> 00:21:56,450 and solar coming. 438 00:21:56,450 --> 00:22:03,340 And Texas, just an absolute generation, with a lot of wind, 439 00:22:03,340 --> 00:22:06,502 a lot of wind. 440 00:22:06,502 --> 00:22:09,930 This is a policy map. 441 00:22:09,930 --> 00:22:13,930 It shows you the 29 states and the District of Columbia 442 00:22:13,930 --> 00:22:17,830 have renewable portfolio standards. 443 00:22:17,830 --> 00:22:20,500 Those are state laws that require-- 444 00:22:20,500 --> 00:22:24,130 generally, that require if you sell electricity 445 00:22:24,130 --> 00:22:28,990 at retail, x percent of that has to be renewable. 446 00:22:28,990 --> 00:22:30,880 Usually much more detail-- 447 00:22:30,880 --> 00:22:32,890 you know. 448 00:22:32,890 --> 00:22:37,600 New Jersey has a requirement for off-shore, in-state wind. 449 00:22:37,600 --> 00:22:43,040 North Carolina has a requirement for electricity produced from-- 450 00:22:43,040 --> 00:22:45,820 I think it's poultry waste, maybe 451 00:22:45,820 --> 00:22:47,410 a separate one for swine waste. 452 00:22:50,410 --> 00:22:51,910 And they all vary. 453 00:22:51,910 --> 00:22:55,610 Rhode Island has three different levels of requirement. 454 00:22:55,610 --> 00:23:02,200 So there's a lot of push for renewables. 455 00:23:02,200 --> 00:23:04,660 They're called renewable portfolio standards 456 00:23:04,660 --> 00:23:08,260 because the notion is, in your portfolio of generation 457 00:23:08,260 --> 00:23:12,010 so much of it has to be renewable. 458 00:23:12,010 --> 00:23:15,640 And we could talk about how these work. 459 00:23:15,640 --> 00:23:20,050 But-- well, they're all different. 460 00:23:20,050 --> 00:23:25,930 But you don't necessarily have to be physically connected 461 00:23:25,930 --> 00:23:27,880 to a renewable generator. 462 00:23:27,880 --> 00:23:30,250 But you have to make a purchase that 463 00:23:30,250 --> 00:23:32,650 amounts to encouraging that much generation. 464 00:23:36,400 --> 00:23:39,910 I used to be able to say that every state but Arkansas 465 00:23:39,910 --> 00:23:41,350 subsidized renewables. 466 00:23:41,350 --> 00:23:45,010 But Arkansas put in a subsidy in 2010. 467 00:23:45,010 --> 00:23:48,090 So every state subsidizes renewables now. 468 00:23:50,710 --> 00:23:53,320 Now, here's issue one. 469 00:23:53,320 --> 00:23:55,270 Issue one is, here's where the wind is. 470 00:23:55,270 --> 00:23:59,290 There's a lot of good wind offshore, in the Great Lakes. 471 00:23:59,290 --> 00:24:03,910 But offshore is expensive. 472 00:24:03,910 --> 00:24:06,880 The good onshore wind tends to be 473 00:24:06,880 --> 00:24:09,280 in the middle of the country. 474 00:24:09,280 --> 00:24:12,287 People tend not to be in the middle of the country. 475 00:24:12,287 --> 00:24:13,870 So if you're going to use that, you're 476 00:24:13,870 --> 00:24:15,970 going to have to build transmission. 477 00:24:15,970 --> 00:24:21,290 And that transmission is going to have to cross state lines. 478 00:24:21,290 --> 00:24:23,305 I mean, there's a lot of wind in North Dakota. 479 00:24:23,305 --> 00:24:25,180 There are not a lot of people in North Dakota 480 00:24:25,180 --> 00:24:27,105 despite the shale boom. 481 00:24:27,105 --> 00:24:28,480 If you're going to use that wind, 482 00:24:28,480 --> 00:24:31,180 you're probably going to have to go from North Dakota, oh, 483 00:24:31,180 --> 00:24:34,940 at least to Minneapolis, and maybe down to Chicago, 484 00:24:34,940 --> 00:24:37,690 which is a problem. 485 00:24:37,690 --> 00:24:39,770 Even in New England-- 486 00:24:39,770 --> 00:24:41,560 this is an impossible map. 487 00:24:41,560 --> 00:24:46,840 But it shows you where the wind is in New England, up here. 488 00:24:46,840 --> 00:24:48,370 That's offshore. 489 00:24:48,370 --> 00:24:53,740 This is where the load is in Massachusetts, and Rhode 490 00:24:53,740 --> 00:24:55,930 Island, and Connecticut. 491 00:24:55,930 --> 00:24:58,300 To get wind from Northern Maine, down here, 492 00:24:58,300 --> 00:25:01,660 you've got across state lines. 493 00:25:01,660 --> 00:25:08,780 The problem is, states approve power lines. 494 00:25:08,780 --> 00:25:11,910 And states can block power lines. 495 00:25:11,910 --> 00:25:17,810 So my favorite is there was a proposal from Southern 496 00:25:17,810 --> 00:25:20,540 California Edison to build a line into Arizona, 497 00:25:20,540 --> 00:25:22,970 to connect to some cheap generation, 498 00:25:22,970 --> 00:25:25,250 and take the power to Los Angeles. 499 00:25:25,250 --> 00:25:28,430 And the Arizona Commission vetoed it. 500 00:25:28,430 --> 00:25:31,505 And one commissioner said, that's a 230,000-- 501 00:25:31,505 --> 00:25:36,320 a 230-mile straw sucking energy out of Arizona. 502 00:25:36,320 --> 00:25:39,260 We won't do it. 503 00:25:39,260 --> 00:25:42,380 OK, each state can block it if it 504 00:25:42,380 --> 00:25:44,283 crosses federally owned land, which 505 00:25:44,283 --> 00:25:46,200 is I think a third of the land in the country. 506 00:25:46,200 --> 00:25:48,620 The federal agency can block it. 507 00:25:48,620 --> 00:25:51,450 Nobody can say, yes. 508 00:25:51,450 --> 00:25:55,010 We can build gas pipelines because those are federally-- 509 00:25:55,010 --> 00:25:57,770 federally done. 510 00:25:57,770 --> 00:26:00,440 The FERC approves gas pipelines. 511 00:26:00,440 --> 00:26:03,680 There is no such approval for power lines. 512 00:26:03,680 --> 00:26:07,670 Well, if you're going to do renewables, there has to be. 513 00:26:07,670 --> 00:26:10,580 So one of our recommendations is to change that law. 514 00:26:13,410 --> 00:26:17,040 This is not necessarily popular at the state level. 515 00:26:17,040 --> 00:26:19,260 Because as I said, there's a lot of holding 516 00:26:19,260 --> 00:26:21,480 of power by the states. 517 00:26:21,480 --> 00:26:24,180 But if you want to build renew-- you want to use renewables that 518 00:26:24,180 --> 00:26:33,240 come from remote areas, you need to have 519 00:26:33,240 --> 00:26:36,690 somebody who can say yes. 520 00:26:36,690 --> 00:26:38,480 OK so far? 521 00:26:38,480 --> 00:26:41,140 Questions on any of this? 522 00:26:41,140 --> 00:26:45,180 OK, that's one issue with renewables. 523 00:26:45,180 --> 00:26:49,800 The other issue with renewables is the fact 524 00:26:49,800 --> 00:26:51,630 that you can't dispatch them. 525 00:26:51,630 --> 00:26:53,670 You can't control them. 526 00:26:53,670 --> 00:27:01,710 This is-- that's the output from a photovoltaic plant, 527 00:27:01,710 --> 00:27:06,570 solar cells, on a partly cloudy day. 528 00:27:06,570 --> 00:27:09,390 The output can change very rapidly, 529 00:27:09,390 --> 00:27:10,620 in a matter of seconds. 530 00:27:10,620 --> 00:27:13,740 There is no inertia in the system, 531 00:27:13,740 --> 00:27:15,290 no inertia in the system. 532 00:27:15,290 --> 00:27:18,210 Now, if you a bunch of them, spread out geographically, 533 00:27:18,210 --> 00:27:24,502 this problem is reduced, but not eliminated because sometimes 534 00:27:24,502 --> 00:27:25,710 a whole state will be cloudy. 535 00:27:29,590 --> 00:27:30,890 So that's a real issue. 536 00:27:30,890 --> 00:27:33,170 And the no inertia means-- 537 00:27:33,170 --> 00:27:39,750 you think about the way power systems currently operate, 538 00:27:39,750 --> 00:27:43,290 there's a lot of rotating metal in generators, and turbines, 539 00:27:43,290 --> 00:27:45,660 and such, but particularly in generators. 540 00:27:45,660 --> 00:27:50,700 So if all of a sudden, 5,000 people turn on the lights, 541 00:27:50,700 --> 00:27:52,530 that's a big increase in load. 542 00:27:52,530 --> 00:27:56,220 But the system has what you call ride through capability. 543 00:27:56,220 --> 00:27:57,900 You know, you've got all this inertia 544 00:27:57,900 --> 00:27:59,760 going through-- going in the generators. 545 00:27:59,760 --> 00:28:02,960 It just carries you through bumps. 546 00:28:02,960 --> 00:28:04,290 Well, there's no inertia here. 547 00:28:04,290 --> 00:28:06,082 There's nothing carrying you through bumps. 548 00:28:06,082 --> 00:28:09,480 And there's no real inertia in wind turbines. 549 00:28:09,480 --> 00:28:12,000 Not a serious problem at all, yet. 550 00:28:12,000 --> 00:28:15,360 But as you look down the road to a lot of it, potentially it is. 551 00:28:15,360 --> 00:28:20,750 Wind-- this is total output of wind in California. 552 00:28:20,750 --> 00:28:25,770 The top line and the bottom line are individual facilities. 553 00:28:25,770 --> 00:28:30,780 And the access-- these are-- 554 00:28:30,780 --> 00:28:32,160 well, this is a whole day, right. 555 00:28:32,160 --> 00:28:33,300 So it's 10 seconds-- 556 00:28:33,300 --> 00:28:34,650 10-second second sampling. 557 00:28:34,650 --> 00:28:36,390 These are hours. 558 00:28:36,390 --> 00:28:38,730 And this is sort of characteristic of wind. 559 00:28:38,730 --> 00:28:42,300 Wind-- wind ramps, not minutes or seconds 560 00:28:42,300 --> 00:28:46,500 really, except for maybe some individual windmill 561 00:28:46,500 --> 00:28:47,520 that gets a gust. 562 00:28:47,520 --> 00:28:50,430 But over any reasonable area, it can 563 00:28:50,430 --> 00:28:54,750 ramp in the course of hours, from nothing to a lot, 564 00:28:54,750 --> 00:28:57,210 or from a lot to nothing. 565 00:28:57,210 --> 00:28:59,670 Both of those are problems. 566 00:28:59,670 --> 00:29:04,200 This is the most discouraging graph I've seen on wind. 567 00:29:04,200 --> 00:29:08,160 This is a week in July 2006, when 568 00:29:08,160 --> 00:29:10,590 it was very hot in California. 569 00:29:10,590 --> 00:29:13,410 And the green is wind generation. 570 00:29:13,410 --> 00:29:16,542 So you'll notice that-- 571 00:29:16,542 --> 00:29:19,950 it has wind capacity of 2,600 megawatts. 572 00:29:19,950 --> 00:29:25,680 That week wind never produced more than a thousand. 573 00:29:25,680 --> 00:29:29,160 And it varies over the course of the day, substantially. 574 00:29:29,160 --> 00:29:30,270 But here's the kicker. 575 00:29:30,270 --> 00:29:34,290 The red dots are the times of the system peak. 576 00:29:34,290 --> 00:29:39,330 The red dots are when the system really needed power-- 577 00:29:39,330 --> 00:29:42,930 late afternoon, in a very hot week. 578 00:29:42,930 --> 00:29:47,040 When it's really hot, the wind tends not to blow that much. 579 00:29:47,040 --> 00:29:50,400 So not only is there a lot of variation 580 00:29:50,400 --> 00:29:55,210 that the system has to respond to, but at least in this case, 581 00:29:55,210 --> 00:29:57,960 the peak out-- the output at peak 582 00:29:57,960 --> 00:30:01,780 was tiny relative to capacity. 583 00:30:01,780 --> 00:30:06,100 So wind farms tend to have capacity factors, 20s and 30s. 584 00:30:06,100 --> 00:30:10,660 That is to say, about 20% to 30% of nominal capacity. 585 00:30:10,660 --> 00:30:15,220 If you ran at 2,600 megawatts, 24 hours a day, you'd get x. 586 00:30:15,220 --> 00:30:18,130 What you actually get over x is the capacity factor. 587 00:30:18,130 --> 00:30:20,980 And it tends-- they tend to be 20%, 30%. 588 00:30:20,980 --> 00:30:25,900 Solar, not so much at night. 589 00:30:25,900 --> 00:30:29,920 So that's the other problem with renewables, 590 00:30:29,920 --> 00:30:33,850 that you can't dispatch them. 591 00:30:33,850 --> 00:30:36,220 They're variable, variable energy resources, 592 00:30:36,220 --> 00:30:37,420 as the phrase goes. 593 00:30:37,420 --> 00:30:39,070 This is another terrific picture. 594 00:30:39,070 --> 00:30:40,720 This is Bonneville. 595 00:30:40,720 --> 00:30:43,570 This is the Pacific Northwest. 596 00:30:43,570 --> 00:30:53,020 And this is over the course of 2009, early December 2009. 597 00:30:53,020 --> 00:30:57,600 Saturday night, wind the output goes from nothing, 598 00:30:57,600 --> 00:31:00,270 so around 2,000 megawatts. 599 00:31:00,270 --> 00:31:02,310 Holds during the day Sunday, Sunday 600 00:31:02,310 --> 00:31:04,290 is not a high demand day, and then 601 00:31:04,290 --> 00:31:06,960 just as you're coming into Monday, ramps down 602 00:31:06,960 --> 00:31:09,610 to 0 by Monday night. 603 00:31:09,610 --> 00:31:13,830 Now we're told that Bonneville handled that. 604 00:31:13,830 --> 00:31:16,590 Bonneville handled that by backing off 605 00:31:16,590 --> 00:31:19,440 everything they could possibly back off, 606 00:31:19,440 --> 00:31:21,600 and then bringing everything they could possibly 607 00:31:21,600 --> 00:31:24,810 bring up back online. 608 00:31:24,810 --> 00:31:27,570 Not easy. 609 00:31:27,570 --> 00:31:30,180 Double it, and the system wouldn't have been 610 00:31:30,180 --> 00:31:33,410 able to handle it, probably. 611 00:31:33,410 --> 00:31:40,900 So wind output, solar output, are more variable than demand. 612 00:31:40,900 --> 00:31:43,120 And you can't predict them as well. 613 00:31:43,120 --> 00:31:48,370 There's a lot of work on predicting these things. 614 00:31:48,370 --> 00:31:49,870 There has not been a lot of research 615 00:31:49,870 --> 00:31:54,010 on forecasting wind at 50-meter heights; 616 00:31:54,010 --> 00:31:57,520 has not been a subject of much interest in meteorology 617 00:31:57,520 --> 00:31:58,690 until recently. 618 00:31:58,690 --> 00:32:01,090 It's very interesting now. 619 00:32:01,090 --> 00:32:06,940 Hard to get data, not a lot of weather stations at 50 meters. 620 00:32:06,940 --> 00:32:10,480 There are a lot of other changes and thinking 621 00:32:10,480 --> 00:32:12,220 about how you reconfigure the system. 622 00:32:12,220 --> 00:32:13,720 The interesting thing from the point 623 00:32:13,720 --> 00:32:19,210 of view of the market design is you don't just need capacity 624 00:32:19,210 --> 00:32:21,070 in a power system. 625 00:32:21,070 --> 00:32:25,060 What you need now is capacity that can ramp, 626 00:32:25,060 --> 00:32:28,720 can go up fast, down fast. 627 00:32:28,720 --> 00:32:33,490 The current market design doesn't provide incentives 628 00:32:33,490 --> 00:32:36,310 for building that kind of capacity 629 00:32:36,310 --> 00:32:38,330 or for making it available. 630 00:32:38,330 --> 00:32:41,350 So again, as we go forward, it's going 631 00:32:41,350 --> 00:32:45,260 to be important to figure out how to do this. 632 00:32:45,260 --> 00:32:47,650 How do we make the system more flexible so it 633 00:32:47,650 --> 00:32:54,900 can respond to wind and solar at higher levels of penetration? 634 00:32:54,900 --> 00:32:58,780 Now, one answer that everybody has is storage. 635 00:32:58,780 --> 00:33:03,880 And here's from a recent report on storage technologies. 636 00:33:03,880 --> 00:33:08,810 There are lots of storage technologies, lots of them. 637 00:33:08,810 --> 00:33:11,860 The ones in widespread use are pump storage. 638 00:33:14,430 --> 00:33:17,850 And pump storage is terrific at this, perfect. 639 00:33:17,850 --> 00:33:18,990 There's a round trip loss. 640 00:33:18,990 --> 00:33:20,070 You pump water uphill. 641 00:33:20,070 --> 00:33:21,690 You run it down through a turbine. 642 00:33:21,690 --> 00:33:23,050 It's great. 643 00:33:23,050 --> 00:33:27,790 You can start it fast, not seconds, but pretty fast. 644 00:33:27,790 --> 00:33:30,570 You can stop it pretty fast, not instantly. 645 00:33:30,570 --> 00:33:32,040 You got a lot of rotating metal. 646 00:33:32,040 --> 00:33:35,910 But you can stop it pretty fast. 647 00:33:35,910 --> 00:33:38,605 But you can't build it. 648 00:33:38,605 --> 00:33:39,730 There's one in New England. 649 00:33:39,730 --> 00:33:42,610 Nobody imagines we'll ever be able to build another one. 650 00:33:42,610 --> 00:33:44,140 It's the problem of building dams. 651 00:33:44,140 --> 00:33:46,600 You can't build dams. 652 00:33:46,600 --> 00:33:49,620 So this is a technology that's in some use, 653 00:33:49,620 --> 00:33:50,620 you could build more of. 654 00:33:50,620 --> 00:33:56,230 But this is compressed air, mostly 655 00:33:56,230 --> 00:33:59,260 in a cavern of one kind or another. 656 00:33:59,260 --> 00:34:01,540 Put a lot of air in under pressure, 657 00:34:01,540 --> 00:34:05,560 drive a turbine when it comes out. 658 00:34:05,560 --> 00:34:06,460 You can do that. 659 00:34:06,460 --> 00:34:09,340 There are about three of them I think in the world. 660 00:34:09,340 --> 00:34:11,949 And then there are all these batteries-- 661 00:34:11,949 --> 00:34:14,710 and supercapacitors, which are kind of cute-- 662 00:34:14,710 --> 00:34:16,449 and flywheels. 663 00:34:16,449 --> 00:34:19,000 And they work. 664 00:34:19,000 --> 00:34:20,260 These are known technologies. 665 00:34:20,260 --> 00:34:20,964 We can build these. 666 00:34:20,964 --> 00:34:21,922 These are sort of neat. 667 00:34:21,922 --> 00:34:25,593 These are batteries that are-- 668 00:34:25,593 --> 00:34:30,550 that basically work off either liquid cathodes or anodes. 669 00:34:30,550 --> 00:34:31,750 And things flow. 670 00:34:31,750 --> 00:34:32,920 And it's great stuff. 671 00:34:32,920 --> 00:34:39,850 And but they're all really expensive at scale. 672 00:34:39,850 --> 00:34:42,530 This, you can sort of afford if you can build it. 673 00:34:42,530 --> 00:34:47,650 This is OK where you have a suitable site. 674 00:34:47,650 --> 00:34:49,210 Not great, but it's OK. 675 00:34:49,210 --> 00:34:53,020 And all this other stuff is expensive. 676 00:34:53,020 --> 00:34:54,400 So it's very hard. 677 00:34:58,264 --> 00:35:02,080 This is the Holy Grail in electric power research. 678 00:35:02,080 --> 00:35:05,800 If you could do cheap grid level storage, 679 00:35:05,800 --> 00:35:07,450 solar and wind would not be a problem. 680 00:35:10,370 --> 00:35:16,430 But with technologies we now know, you can't. 681 00:35:16,430 --> 00:35:18,230 This stuff just does not look to have 682 00:35:18,230 --> 00:35:20,030 the prospect of becoming cheap enough 683 00:35:20,030 --> 00:35:24,913 to deploy at scale by 2030. 684 00:35:24,913 --> 00:35:25,580 Could you do it? 685 00:35:25,580 --> 00:35:26,210 Sure. 686 00:35:26,210 --> 00:35:29,380 Could you afford it, probably not. 687 00:35:29,380 --> 00:35:34,410 OK, questions so far. 688 00:35:34,410 --> 00:35:37,290 It's kind of a downer. 689 00:35:37,290 --> 00:35:38,100 But there we are. 690 00:35:38,100 --> 00:35:39,480 I mean, it is what it is. 691 00:35:43,590 --> 00:35:46,980 And-- now the third thing. 692 00:35:46,980 --> 00:35:47,970 They're remote. 693 00:35:47,970 --> 00:35:49,110 They're intermittent. 694 00:35:49,110 --> 00:35:52,480 And they're expensive. 695 00:35:52,480 --> 00:35:54,420 So what do you do? 696 00:35:54,420 --> 00:35:57,741 You can do R&D. We've done some. 697 00:35:57,741 --> 00:35:59,280 You could do more easily. 698 00:36:02,020 --> 00:36:06,600 There is an interesting question of, should you 699 00:36:06,600 --> 00:36:10,080 bring renewables on by subsidizing them 700 00:36:10,080 --> 00:36:12,390 or should you bring renewables on 701 00:36:12,390 --> 00:36:16,140 by taxing what you don't like, which 702 00:36:16,140 --> 00:36:20,295 is possibly coal, or carbon, or oil, or some mixture? 703 00:36:22,830 --> 00:36:25,800 There are carbon taxes in various places in the world, 704 00:36:25,800 --> 00:36:26,610 not that many. 705 00:36:29,970 --> 00:36:32,730 What the US has done-- 706 00:36:32,730 --> 00:36:36,810 at the state level, we've had these requirements. 707 00:36:36,810 --> 00:36:42,160 What the Europeans have done is to basically pay prices. 708 00:36:42,160 --> 00:36:44,670 So if you put up a solar farm in Germany, 709 00:36:44,670 --> 00:36:49,410 your revenue per kilowatt hour is guaranteed for 20 years. 710 00:36:49,410 --> 00:36:51,720 In the US, you've got to find a utility that 711 00:36:51,720 --> 00:36:55,431 wants to deal with you, for the fact that you're renewable. 712 00:36:58,260 --> 00:37:01,170 One argument is, why do we do it that way in the US? 713 00:37:01,170 --> 00:37:02,760 There are lots of problems with it. 714 00:37:02,760 --> 00:37:05,960 Because the cost is hidden. 715 00:37:05,960 --> 00:37:08,240 It hides the cost, I think is the main reason. 716 00:37:08,240 --> 00:37:09,827 It hides the cost. 717 00:37:09,827 --> 00:37:11,660 In Germany, I mean you know there's a price. 718 00:37:11,660 --> 00:37:12,827 It's posted. 719 00:37:12,827 --> 00:37:13,910 In Spain, there's a price. 720 00:37:13,910 --> 00:37:15,110 It's posted. 721 00:37:15,110 --> 00:37:18,020 In the US, how much does solar and wind 722 00:37:18,020 --> 00:37:19,490 add to our electric bills? 723 00:37:19,490 --> 00:37:21,550 We don't have a clue. 724 00:37:21,550 --> 00:37:25,510 Because there's-- there are deals done. 725 00:37:25,510 --> 00:37:27,820 But they're not typically public. 726 00:37:27,820 --> 00:37:28,975 So we don't know. 727 00:37:28,975 --> 00:37:33,010 The fact that-- you may or may not have followed that onshore 728 00:37:33,010 --> 00:37:36,510 wind was-- 729 00:37:36,510 --> 00:37:38,190 that the Cape Wind-- you all remember 730 00:37:38,190 --> 00:37:42,690 Cape Wind, this project to build a bunch of windmills 731 00:37:42,690 --> 00:37:49,380 off Cape Cod, hugely controversial, also expensive? 732 00:37:49,380 --> 00:37:52,110 People were shocked that the price 733 00:37:52,110 --> 00:37:54,600 to be paid for that electricity was three times the going 734 00:37:54,600 --> 00:37:55,800 wholesale rate. 735 00:37:55,800 --> 00:37:57,240 Shocked. 736 00:37:57,240 --> 00:38:01,530 Well, you're building windmills offshore, in the ocean, 737 00:38:01,530 --> 00:38:03,480 with transmission. 738 00:38:03,480 --> 00:38:06,960 And gas is really cheap. 739 00:38:06,960 --> 00:38:08,310 People were shocked because-- 740 00:38:08,310 --> 00:38:09,727 there were a number of interviews. 741 00:38:09,727 --> 00:38:12,610 People said, well, the wind is free. 742 00:38:12,610 --> 00:38:15,060 OK, the wind is free. 743 00:38:15,060 --> 00:38:18,600 So we do this-- 744 00:38:18,600 --> 00:38:22,110 the other thing we do is tax breaks. 745 00:38:22,110 --> 00:38:26,250 And tax breaks give you this pattern. 746 00:38:26,250 --> 00:38:32,520 This is wind additions in megawatts over time. 747 00:38:32,520 --> 00:38:37,800 And you might ask, why it looks like that? 748 00:38:37,800 --> 00:38:40,200 Whenever you see weird business conduct, 749 00:38:40,200 --> 00:38:43,620 the first thing you might want to look at is tax policy. 750 00:38:43,620 --> 00:38:48,330 These are the years in which either the tax subsidy was 751 00:38:48,330 --> 00:38:50,765 absent or in which it wasn't clear it 752 00:38:50,765 --> 00:38:51,765 was going to be renewed. 753 00:38:54,270 --> 00:38:55,980 And when that happens, people stop. 754 00:38:55,980 --> 00:38:58,290 And, of course, if you want to build a wind industry, 755 00:38:58,290 --> 00:39:02,350 that's insane because it means you can't ever 756 00:39:02,350 --> 00:39:05,410 gear up for production because next year you 757 00:39:05,410 --> 00:39:07,480 might not have any orders. 758 00:39:07,480 --> 00:39:09,760 It's also a little problem with using-- 759 00:39:09,760 --> 00:39:13,980 we use tax breaks, too, because that hides the cost. 760 00:39:13,980 --> 00:39:18,000 You can cut revenue and subsidize renewable power-- 761 00:39:18,000 --> 00:39:20,970 or cut taxes and subsidize renewable power in one 762 00:39:20,970 --> 00:39:22,890 fell swoop. 763 00:39:22,890 --> 00:39:25,410 That's just fabulous. 764 00:39:25,410 --> 00:39:28,050 But, of course, if the firm doesn't have any profits, 765 00:39:28,050 --> 00:39:31,620 it can't use a profits tax break. 766 00:39:31,620 --> 00:39:33,680 And a lot of money is wasted making that work. 767 00:39:38,580 --> 00:39:41,010 We also don't enforce much. 768 00:39:41,010 --> 00:39:46,620 So we have probably the worst possible policy mix. 769 00:39:46,620 --> 00:39:50,670 And the only explanation I've ever heard 770 00:39:50,670 --> 00:39:55,020 is that it's perfectly designed to hide the costs. 771 00:39:55,020 --> 00:39:57,580 The tax breaks-- who knows how much we spend. 772 00:39:57,580 --> 00:39:59,875 I mean, you can-- 773 00:39:59,875 --> 00:40:02,710 it can be found out, but not easily. 774 00:40:02,710 --> 00:40:04,650 How much does it add to the cost of power? 775 00:40:04,650 --> 00:40:06,150 Well, it doesn't. 776 00:40:06,150 --> 00:40:09,300 It adds to your income taxes. 777 00:40:09,300 --> 00:40:11,490 What about these renewable standards, 778 00:40:11,490 --> 00:40:13,080 what do they add to the cost of power? 779 00:40:13,080 --> 00:40:18,420 Well, hard to know; bunches of deals, bunches of contracts, 780 00:40:18,420 --> 00:40:21,430 not ever really reported. 781 00:40:21,430 --> 00:40:23,010 So we hide the cost pretty well. 782 00:40:25,740 --> 00:40:27,860 A carbon tax would be a much better approach. 783 00:40:31,168 --> 00:40:32,710 I should tell you, this is actually-- 784 00:40:32,710 --> 00:40:34,550 I find this fascinating. 785 00:40:34,550 --> 00:40:36,280 But the latest word from Washington 786 00:40:36,280 --> 00:40:40,250 is that the carbon tax is coming back. 787 00:40:40,250 --> 00:40:42,607 Remember cap and trade, the climate bill 788 00:40:42,607 --> 00:40:44,690 that we were going to have because both candidates 789 00:40:44,690 --> 00:40:46,190 in the last presidential election 790 00:40:46,190 --> 00:40:50,330 supported having a cap and trade program, which went down 791 00:40:50,330 --> 00:40:53,300 to defeat as cap and tax? 792 00:40:53,300 --> 00:40:56,270 Well, there now is serious-- serious work going on 793 00:40:56,270 --> 00:40:58,400 in Washington, as far as I can tell, 794 00:40:58,400 --> 00:41:03,890 on both sides of the aisle, preparing carbon tax bills. 795 00:41:03,890 --> 00:41:06,940 They don't mention climate. 796 00:41:06,940 --> 00:41:09,560 Turns out, it's OK to tax carbon if you don't mention climate. 797 00:41:09,560 --> 00:41:14,190 You mention revenue, energy self-sufficiency. 798 00:41:14,190 --> 00:41:15,960 So we're going to have a carbon tax-- 799 00:41:15,960 --> 00:41:17,970 we may have a carbon tax to raise revenue 800 00:41:17,970 --> 00:41:21,600 without the word "climate" being uttered in the debate. 801 00:41:21,600 --> 00:41:22,830 It's fabulous stuff. 802 00:41:22,830 --> 00:41:26,670 Anyway, that's renewables. 803 00:41:26,670 --> 00:41:28,560 Questions, comments, reactions? 804 00:41:33,140 --> 00:41:37,110 You're not terminally depressed by all that? 805 00:41:37,110 --> 00:41:38,210 OK. 806 00:41:38,210 --> 00:41:40,550 All right, I'll depress you some more. 807 00:41:40,550 --> 00:41:41,600 Let's talk about prices. 808 00:41:45,440 --> 00:41:50,150 Prices don't reflect the nature of actual costs. 809 00:41:50,150 --> 00:41:52,010 Demand varies over time. 810 00:41:52,010 --> 00:41:53,690 You saw last time a supply curve. 811 00:41:53,690 --> 00:41:57,185 That says prices vary over time. 812 00:41:57,185 --> 00:42:01,910 These are average-- these are daily average prices over 2010, 813 00:42:01,910 --> 00:42:03,890 in the PJM market area. 814 00:42:03,890 --> 00:42:06,470 That began is Pennsylvania, Jersey, Maryland. 815 00:42:06,470 --> 00:42:07,430 It's now broader. 816 00:42:07,430 --> 00:42:10,280 It's the biggest electricity market in the country. 817 00:42:10,280 --> 00:42:11,900 And you notice a bunch of things. 818 00:42:11,900 --> 00:42:13,880 You notice they vary. 819 00:42:13,880 --> 00:42:16,407 You can sort of see a seasonal pattern. 820 00:42:16,407 --> 00:42:18,740 They tend to be a little higher in the summer on average 821 00:42:18,740 --> 00:42:21,140 than they are other times of the year. 822 00:42:21,140 --> 00:42:24,500 Not that much higher, because other times of the year 823 00:42:24,500 --> 00:42:26,540 you do your maintenance. 824 00:42:26,540 --> 00:42:28,940 So the supply curve shifts when you take units 825 00:42:28,940 --> 00:42:30,830 off to maintain them. 826 00:42:30,830 --> 00:42:33,230 This must have been a particularly hot day. 827 00:42:33,230 --> 00:42:36,980 Who knows what happened here in December? 828 00:42:36,980 --> 00:42:38,810 A unit went off. 829 00:42:38,810 --> 00:42:42,740 So the point here is you'd have kind of a hard time. 830 00:42:42,740 --> 00:42:47,060 You could predict this maybe that, yeah, it 831 00:42:47,060 --> 00:42:49,293 tends to be lower in the spring, and maybe 832 00:42:49,293 --> 00:42:50,210 what the hell is that? 833 00:42:50,210 --> 00:42:54,320 But you'd predict basically a summer peak in prices. 834 00:42:54,320 --> 00:42:56,270 But you'd miss a lot. 835 00:42:56,270 --> 00:42:58,670 You'd miss a lot of the variation. 836 00:42:58,670 --> 00:43:05,640 You're talking down from $20 a megawatt hour up to $120. 837 00:43:05,640 --> 00:43:06,740 And this is not-- 838 00:43:06,740 --> 00:43:09,470 if we deaveraged and didn't do daily averages, 839 00:43:09,470 --> 00:43:11,930 you'd get more of a spread than that. 840 00:43:11,930 --> 00:43:13,880 You can get several orders of magnitude spread 841 00:43:13,880 --> 00:43:15,980 in marginal cost of electricity. 842 00:43:15,980 --> 00:43:18,140 You do not see that at home. 843 00:43:18,140 --> 00:43:22,370 If you looked at the daily level, it's even more striking. 844 00:43:22,370 --> 00:43:27,230 This is a couple of days in 2010 by hour. 845 00:43:27,230 --> 00:43:30,860 And you see on whatever-- whichever of the two days 846 00:43:30,860 --> 00:43:34,070 this is, you had your morning peak 847 00:43:34,070 --> 00:43:36,650 and you had your afternoon peak. 848 00:43:36,650 --> 00:43:38,780 OK, you could kind of predict that. 849 00:43:38,780 --> 00:43:41,660 I have no idea what happened on this day. 850 00:43:41,660 --> 00:43:46,370 This is like 1:00 or 2:00 in the afternoon, the prices shoot up. 851 00:43:46,370 --> 00:43:47,060 And that's real. 852 00:43:47,060 --> 00:43:49,790 That's the cost of generating electricity at the margin. 853 00:43:49,790 --> 00:43:51,230 That's a marginal cost. 854 00:43:51,230 --> 00:43:54,470 And it's at $300 a megawatt hour, 855 00:43:54,470 --> 00:43:57,290 they've put up pulled all the old dirty diesels out 856 00:43:57,290 --> 00:44:01,610 and turned them on for an hour or two. 857 00:44:01,610 --> 00:44:05,510 So you can't forecast that. 858 00:44:05,510 --> 00:44:07,820 You don't pay that. 859 00:44:07,820 --> 00:44:09,950 Small commercial and residential users 860 00:44:09,950 --> 00:44:12,770 don't see that variation in cost. 861 00:44:12,770 --> 00:44:15,620 Oranges get more expensive at wholesale, 862 00:44:15,620 --> 00:44:17,180 they're more expensive at retail. 863 00:44:17,180 --> 00:44:21,930 Power gets more expensive, at wholesale nothing happens. 864 00:44:21,930 --> 00:44:25,730 Now, it could happen. 865 00:44:25,730 --> 00:44:28,520 I mentioned earlier, advanced meters. 866 00:44:28,520 --> 00:44:33,170 What advanced meters do is advanced meters basically 867 00:44:33,170 --> 00:44:36,020 record usage at shorter short intervals, 868 00:44:36,020 --> 00:44:40,310 say 15 minutes; can receive price signals; 869 00:44:40,310 --> 00:44:44,390 can send 15-minute or even finer usage information 870 00:44:44,390 --> 00:44:46,440 to the utility. 871 00:44:46,440 --> 00:44:48,067 So you could use these. 872 00:44:48,067 --> 00:44:50,150 And there are millions of them around the country. 873 00:44:50,150 --> 00:44:53,870 You could use them to charge those prices. 874 00:44:56,990 --> 00:45:03,512 You can imagine exactly how popular that would be. 875 00:45:03,512 --> 00:45:05,630 You come home one day. 876 00:45:05,630 --> 00:45:09,440 And, oh, by the way you've just spent a jillion dollars 877 00:45:09,440 --> 00:45:13,180 for electricity because something happened. 878 00:45:13,180 --> 00:45:18,190 So these meters, they're required in California. 879 00:45:18,190 --> 00:45:21,430 They're required in several other states-- 880 00:45:21,430 --> 00:45:24,070 everywhere. 881 00:45:24,070 --> 00:45:26,410 Federal tax dollars-- your federal tax dollars-- 882 00:45:26,410 --> 00:45:29,230 have paid for millions of them. 883 00:45:29,230 --> 00:45:31,732 But they're not being used. 884 00:45:31,732 --> 00:45:33,190 They're very smart meters, that are 885 00:45:33,190 --> 00:45:37,822 going to go slowly insane not using any of that intelligence. 886 00:45:37,822 --> 00:45:39,280 They're not being used for pricing. 887 00:45:39,280 --> 00:45:41,980 They're not being used for measuring every 15 888 00:45:41,980 --> 00:45:44,890 seconds because-- or 15 minutes because who cares? 889 00:45:44,890 --> 00:45:47,900 The price is the same. 890 00:45:47,900 --> 00:45:51,730 So the one thing everybody is convinced 891 00:45:51,730 --> 00:45:57,400 of is if you just cut people over to pricing like that, 892 00:45:57,400 --> 00:46:00,010 there would be riots in the street 893 00:46:00,010 --> 00:46:02,860 because people would have nasty surprises. 894 00:46:02,860 --> 00:46:05,650 And people don't like nasty surprises. 895 00:46:05,650 --> 00:46:07,000 You go away for a week. 896 00:46:07,000 --> 00:46:07,708 It's a heat wave. 897 00:46:07,708 --> 00:46:09,583 You forgot to turn off your air conditioner-- 898 00:46:09,583 --> 00:46:11,050 turn down your air conditioner. 899 00:46:11,050 --> 00:46:13,210 Boom, $3,000 electricity bill. 900 00:46:13,210 --> 00:46:15,370 You don't like that too much. 901 00:46:15,370 --> 00:46:22,000 So it seems clear to most of us that the only way this works 902 00:46:22,000 --> 00:46:26,740 is if you can have simple automated response, 903 00:46:26,740 --> 00:46:28,720 simple automated response. 904 00:46:32,590 --> 00:46:36,460 The main issue is going to be air conditioning and heating. 905 00:46:36,460 --> 00:46:40,750 But even so, you might like some signal 906 00:46:40,750 --> 00:46:48,620 that says don't do your clothes at 5:00 in the afternoon. 907 00:46:48,620 --> 00:46:50,560 Something that says to you, electricity 908 00:46:50,560 --> 00:46:52,880 is really expensive right now. 909 00:46:52,880 --> 00:46:55,960 And for some things, it's got to be automated. 910 00:46:55,960 --> 00:47:01,420 The flip side of all this price variation 911 00:47:01,420 --> 00:47:07,060 is a change in low duration curves. 912 00:47:07,060 --> 00:47:11,110 You recall, these curves you get by stacking the power-- 913 00:47:11,110 --> 00:47:13,300 by measuring power consumption each hour, 914 00:47:13,300 --> 00:47:16,840 and then graphing first the hour with the highest use, then 915 00:47:16,840 --> 00:47:20,620 second highest, and so on, down to the lowest. 916 00:47:20,620 --> 00:47:26,320 These are low duration curves for New York, 917 00:47:26,320 --> 00:47:30,010 rescaled so that the peak is equal to 1, 918 00:47:30,010 --> 00:47:36,760 and averaged over 1980, '84, and 2005 to 2009. 919 00:47:36,760 --> 00:47:37,930 You notice they change-- 920 00:47:37,930 --> 00:47:39,790 it changes shape. 921 00:47:39,790 --> 00:47:42,370 It changes shape kind of dramatically. 922 00:47:42,370 --> 00:47:47,000 In '80 to '84, with this 21% is, if you 923 00:47:47,000 --> 00:47:51,910 adjust size the system to meet peak demand exactly, 924 00:47:51,910 --> 00:47:56,710 21% of your capacity would be used fewer than a thousand 925 00:47:56,710 --> 00:48:00,230 of the 8,760 hours in the year. 926 00:48:00,230 --> 00:48:03,010 That's a lot of idle capital. 927 00:48:03,010 --> 00:48:09,370 But it gets worse, 2005 to 2009, that curve is peak year-- 928 00:48:09,370 --> 00:48:12,050 technical term. 929 00:48:12,050 --> 00:48:13,510 It has a sharper peak. 930 00:48:13,510 --> 00:48:18,010 And over a third of your capacity was used only 931 00:48:18,010 --> 00:48:20,530 a thousand hours-- 932 00:48:20,530 --> 00:48:23,500 less than a thousand hours a year. 933 00:48:23,500 --> 00:48:24,670 So why? 934 00:48:24,670 --> 00:48:28,225 Well, the data are what the data are. 935 00:48:28,225 --> 00:48:31,910 There's two explanations that people have. 936 00:48:31,910 --> 00:48:34,660 The first is air conditioning. 937 00:48:34,660 --> 00:48:38,650 Because more central air conditioning in particular 938 00:48:38,650 --> 00:48:41,800 means more load on hot summer days. 939 00:48:41,800 --> 00:48:44,890 And hot summer days of the system peaks. 940 00:48:44,890 --> 00:48:49,360 So more air conditioning-- every unit in the state 941 00:48:49,360 --> 00:48:51,070 is on these peak times. 942 00:48:51,070 --> 00:48:54,420 And there are more units in the state. 943 00:48:54,420 --> 00:48:56,550 The other is that-- 944 00:48:56,550 --> 00:48:57,330 it's interesting. 945 00:48:57,330 --> 00:48:59,850 If you look at the numbers in the '50s, 946 00:48:59,850 --> 00:49:04,080 industrial load was about half of electricity usage, 947 00:49:04,080 --> 00:49:05,520 about half. 948 00:49:05,520 --> 00:49:07,350 And that tends not to be seasonal. 949 00:49:07,350 --> 00:49:10,500 And it also tends to run at night a lot. 950 00:49:10,500 --> 00:49:14,160 It's now down to about 28% nationally. 951 00:49:14,160 --> 00:49:19,440 So if it's all industrial load that runs 24 hours a day, 952 00:49:19,440 --> 00:49:22,060 this thing is flat. 953 00:49:22,060 --> 00:49:26,100 But as you get less of that, this back end falls off 954 00:49:26,100 --> 00:49:30,870 and the top end goes comparatively higher. 955 00:49:30,870 --> 00:49:35,100 Now, everybody's got an air conditioner. 956 00:49:35,100 --> 00:49:38,100 But what happens when you have an appreciable number 957 00:49:38,100 --> 00:49:41,940 of electric vehicles and everybody comes home from work 958 00:49:41,940 --> 00:49:44,040 and plugs them in? 959 00:49:44,040 --> 00:49:47,100 So a plug-in electric charge that's sort of high capacity 960 00:49:47,100 --> 00:49:48,840 is a house. 961 00:49:48,840 --> 00:49:52,110 I mean, it's comparable in terms of load. 962 00:49:54,850 --> 00:49:59,400 So electric vehicles, in areas where they penetrate, 963 00:49:59,400 --> 00:50:02,558 have the ability to make this problem a lot worse. 964 00:50:02,558 --> 00:50:04,350 And the reason it's a problem is you've got 965 00:50:04,350 --> 00:50:07,110 to pay for all that capacity. 966 00:50:07,110 --> 00:50:10,360 That's capital sitting there that has to get paid for. 967 00:50:10,360 --> 00:50:12,600 So rates go up. 968 00:50:12,600 --> 00:50:15,570 So electric vehicles could have a disproportionate impact, 969 00:50:15,570 --> 00:50:20,040 if they spread, on rates. 970 00:50:20,040 --> 00:50:21,630 I personally don't think they're going 971 00:50:21,630 --> 00:50:23,422 to spread that much-- they're going to have 972 00:50:23,422 --> 00:50:24,930 great penetration by 2030. 973 00:50:24,930 --> 00:50:26,910 I'd love to be wrong. 974 00:50:26,910 --> 00:50:28,950 But in some areas-- 975 00:50:28,950 --> 00:50:32,520 Southern California, they expect-- 976 00:50:32,520 --> 00:50:33,630 probably Cambridge. 977 00:50:33,630 --> 00:50:34,630 I mean, who knows. 978 00:50:34,630 --> 00:50:37,710 But-- well, except for batteries and cold weather. 979 00:50:37,710 --> 00:50:42,390 But Southern California Edison monitors 980 00:50:42,390 --> 00:50:44,790 automobile purchases in Beverly Hills, 981 00:50:44,790 --> 00:50:47,190 and Brentwood, and various other rich areas 982 00:50:47,190 --> 00:50:48,810 in Southern California. 983 00:50:48,810 --> 00:50:51,720 In Palo Alto, I'm told you can see parades of Teslas 984 00:50:51,720 --> 00:50:53,500 every so often. 985 00:50:53,500 --> 00:50:58,440 So there are some areas that will have 986 00:50:58,440 --> 00:50:59,730 a lot of electric vehicles. 987 00:50:59,730 --> 00:51:01,710 And the obvious thing to do is if you take it to work, 988 00:51:01,710 --> 00:51:03,127 you plug it in when you come home. 989 00:51:03,127 --> 00:51:05,838 And that's exactly when the system peaks. 990 00:51:05,838 --> 00:51:07,380 That's exactly when the system peaks. 991 00:51:07,380 --> 00:51:09,390 So it could make this worse. 992 00:51:09,390 --> 00:51:12,630 So if you can move loads off-peak, 993 00:51:12,630 --> 00:51:16,660 move charging to the middle of the night, 994 00:51:16,660 --> 00:51:18,570 have people dry their clothes at night-- 995 00:51:21,270 --> 00:51:23,760 run the air conditioner, as I'm told Walmart does, 996 00:51:23,760 --> 00:51:25,770 really hard at 5:00 and 6:00 in the morning, 997 00:51:25,770 --> 00:51:29,010 and then back it off during the day; and run it hard at noon, 998 00:51:29,010 --> 00:51:32,550 and back it off in the afternoon, 999 00:51:32,550 --> 00:51:35,670 you could flatten the curve. 1000 00:51:35,670 --> 00:51:39,270 But-- and there are programs in which demand 1001 00:51:39,270 --> 00:51:41,405 responds to peak conditions. 1002 00:51:41,405 --> 00:51:43,530 There are something like 2 million air conditioners 1003 00:51:43,530 --> 00:51:46,170 in Florida that are centrally controlled. 1004 00:51:46,170 --> 00:51:50,130 And the utilities are allowed to basically turn them-- 1005 00:51:50,130 --> 00:51:53,070 well, turn them up in terms of temperature 1006 00:51:53,070 --> 00:52:00,250 in system emergencies or system stress periods, not every day. 1007 00:52:00,250 --> 00:52:05,160 But in principle, pricing can take care of this. 1008 00:52:05,160 --> 00:52:07,590 If you can make this electricity really 1009 00:52:07,590 --> 00:52:10,350 expensive in those hours, you bring that peak down, 1010 00:52:10,350 --> 00:52:16,470 use capacity more effectively, deal with electric vehicles. 1011 00:52:16,470 --> 00:52:20,373 I mean, some people have said, well, you really 1012 00:52:20,373 --> 00:52:23,040 shouldn't allow people to charge their electric vehicles at 5:00 1013 00:52:23,040 --> 00:52:25,360 in the afternoon. 1014 00:52:25,360 --> 00:52:29,960 That is not politically possible. 1015 00:52:29,960 --> 00:52:33,840 Can you imagine being told you can't refuel your vehicle, 1016 00:52:33,840 --> 00:52:35,170 and go out in the evening? 1017 00:52:35,170 --> 00:52:37,350 No, that's not going to happen. 1018 00:52:37,350 --> 00:52:39,540 If you can't make it a rule, then maybe 1019 00:52:39,540 --> 00:52:40,920 you have to make it expensive. 1020 00:52:40,920 --> 00:52:42,550 Well, how do you make it expensive? 1021 00:52:42,550 --> 00:52:44,790 Well, you use price. 1022 00:52:44,790 --> 00:52:46,330 The technology is out there. 1023 00:52:46,330 --> 00:52:48,010 You just have to do it. 1024 00:52:48,010 --> 00:52:51,220 So we think this is actually important. 1025 00:52:51,220 --> 00:52:54,570 We also think this is going to happen. 1026 00:52:54,570 --> 00:53:00,030 But there has to be some way to make it easy for households. 1027 00:53:00,030 --> 00:53:04,230 The Department of Energy, some few years ago, 1028 00:53:04,230 --> 00:53:06,060 put out a brochure in which you talked 1029 00:53:06,060 --> 00:53:08,610 about new technology will let every household be 1030 00:53:08,610 --> 00:53:12,190 an active participant in the electricity market. 1031 00:53:12,190 --> 00:53:16,150 Electricity is about 2% of the average household budget. 1032 00:53:16,150 --> 00:53:18,410 Milk is probably more important. 1033 00:53:18,410 --> 00:53:19,910 The notion that people actually want 1034 00:53:19,910 --> 00:53:22,220 to sit around and look at electricity prices all day, 1035 00:53:22,220 --> 00:53:24,920 that's nutty. 1036 00:53:24,920 --> 00:53:27,740 But you got to-- if you want to have them respond, 1037 00:53:27,740 --> 00:53:30,170 they have to be able to automate the response. 1038 00:53:30,170 --> 00:53:31,860 And that technology is just-- 1039 00:53:31,860 --> 00:53:33,110 a lot of people playing in it. 1040 00:53:33,110 --> 00:53:35,540 But it's not-- it's not there yet. 1041 00:53:35,540 --> 00:53:39,650 People like Cisco drool at this, as you can imagine. 1042 00:53:39,650 --> 00:53:41,960 Cisco has hired people from electric utilities. 1043 00:53:41,960 --> 00:53:44,120 Cisco is talking to appliance makers. 1044 00:53:44,120 --> 00:53:47,210 Cisco sees this as a future. 1045 00:53:47,210 --> 00:53:50,570 But we're not there yet. 1046 00:53:50,570 --> 00:53:53,690 As I say, there are a lot of these meters out. 1047 00:53:53,690 --> 00:53:55,460 Your tax dollars have paid for millions 1048 00:53:55,460 --> 00:53:58,220 of meters that are going slowly insane, 1049 00:53:58,220 --> 00:53:59,900 not using their intelligence. 1050 00:53:59,900 --> 00:54:03,800 So we actually think that it's pretty important 1051 00:54:03,800 --> 00:54:07,820 to begin running sensible experiments and sharing data, 1052 00:54:07,820 --> 00:54:10,670 so that we can actually deal with this issue using 1053 00:54:10,670 --> 00:54:11,930 the technology we have. 1054 00:54:15,200 --> 00:54:18,530 Questions here? 1055 00:54:18,530 --> 00:54:19,970 OK. 1056 00:54:19,970 --> 00:54:24,410 Let me talk about distributed generation. 1057 00:54:24,410 --> 00:54:28,380 This is a pure economic issue. 1058 00:54:28,380 --> 00:54:30,560 And if you think about it for a little while, 1059 00:54:30,560 --> 00:54:33,230 it's a really easy economic issue, 1060 00:54:33,230 --> 00:54:36,750 but it's politically impossible. 1061 00:54:36,750 --> 00:54:43,870 So there are subsidies for distributed generation, 1062 00:54:43,870 --> 00:54:44,800 rooftop, solar. 1063 00:54:44,800 --> 00:54:47,620 California talks about a million solar roofs. 1064 00:54:47,620 --> 00:54:52,870 Everybody loves it; except, of course, the utilities. 1065 00:54:52,870 --> 00:54:58,340 And the utilities don't like it for two reasons. 1066 00:54:58,340 --> 00:55:01,750 One reason is, the grid isn't designed 1067 00:55:01,750 --> 00:55:06,580 to have power generated out on the edge, particularly 1068 00:55:06,580 --> 00:55:07,760 the distribution system. 1069 00:55:07,760 --> 00:55:10,810 The simplest example is this. 1070 00:55:10,810 --> 00:55:15,717 Suppose the utility needs to work on a power line connecting 1071 00:55:15,717 --> 00:55:16,300 to your house. 1072 00:55:16,300 --> 00:55:17,380 So what do they do now? 1073 00:55:17,380 --> 00:55:19,660 They go to the substation that feeds your house 1074 00:55:19,660 --> 00:55:22,860 and they turn off that circuit. 1075 00:55:22,860 --> 00:55:25,350 OK, suppose every house in your neighborhood 1076 00:55:25,350 --> 00:55:28,710 has a solar roof, generating power? 1077 00:55:28,710 --> 00:55:31,680 Well, without those roofs, you turn off the substation. 1078 00:55:31,680 --> 00:55:33,180 The linemen can go work on the line. 1079 00:55:33,180 --> 00:55:33,750 It's safe. 1080 00:55:33,750 --> 00:55:35,910 The line's dead. 1081 00:55:35,910 --> 00:55:38,760 If everybody's got a generator, you 1082 00:55:38,760 --> 00:55:42,440 have to make sure they're all disconnected. 1083 00:55:42,440 --> 00:55:44,360 And as a former dean of engineering said, 1084 00:55:44,360 --> 00:55:49,160 let's say-- let's say, there are 200 of them on the line. 1085 00:55:49,160 --> 00:55:53,560 What's the probability that all of them disconnect properly? 1086 00:55:53,560 --> 00:55:57,090 Oh, that's zero, close to it. 1087 00:55:57,090 --> 00:56:01,340 So that's an issue that's troublesome. 1088 00:56:01,340 --> 00:56:02,420 Not impossible. 1089 00:56:02,420 --> 00:56:03,920 There are standards being developed. 1090 00:56:03,920 --> 00:56:05,900 There are technologies being developed. 1091 00:56:05,900 --> 00:56:08,180 That requires investment. 1092 00:56:08,180 --> 00:56:11,780 The policy problem is trickier. 1093 00:56:11,780 --> 00:56:13,460 Shouldn't be, but it is. 1094 00:56:13,460 --> 00:56:15,110 So it goes like this. 1095 00:56:15,110 --> 00:56:17,750 I get an electric bill from Instar. 1096 00:56:17,750 --> 00:56:22,310 The electric bill has two components, my kilowatt hour 1097 00:56:22,310 --> 00:56:26,690 consumption times an energy charge, which is roughly 1098 00:56:26,690 --> 00:56:29,930 what they pay for electricity on the market; 1099 00:56:29,930 --> 00:56:34,550 and the kilowatt hours I consume times a capacity charge. 1100 00:56:34,550 --> 00:56:36,470 What's that? 1101 00:56:36,470 --> 00:56:38,120 Well, that's the way they recover 1102 00:56:38,120 --> 00:56:40,145 the fixed cost of the wires. 1103 00:56:42,750 --> 00:56:50,000 So if I put a solar roof on, I save the energy charge, 1104 00:56:50,000 --> 00:56:55,430 which the utility also saves, and I save the capacity charge, 1105 00:56:55,430 --> 00:56:58,510 which they don't save. 1106 00:56:58,510 --> 00:57:03,065 So on the one hand, there's an extra subsidy there. 1107 00:57:03,065 --> 00:57:04,690 In addition to whatever other subsidies 1108 00:57:04,690 --> 00:57:07,990 I get for putting a solar roof on, there's an extra subsidy. 1109 00:57:07,990 --> 00:57:12,370 I get this illusory extra reduction in my electric bill. 1110 00:57:12,370 --> 00:57:15,130 It doesn't correspond to anybody's cost reductions. 1111 00:57:15,130 --> 00:57:16,240 The costs are still there. 1112 00:57:16,240 --> 00:57:17,650 The wires are still there. 1113 00:57:17,650 --> 00:57:19,730 But I get a cut. 1114 00:57:19,730 --> 00:57:21,700 OK, that gives me an extra incentive 1115 00:57:21,700 --> 00:57:23,980 to install a solar roof. 1116 00:57:23,980 --> 00:57:26,260 What about the utility? 1117 00:57:26,260 --> 00:57:28,300 Well, it gives the utility every incentive 1118 00:57:28,300 --> 00:57:30,850 to make it hard for me to install a solar roof. 1119 00:57:30,850 --> 00:57:33,900 It's money out of their pocket. 1120 00:57:33,900 --> 00:57:36,180 It's money they don't get to cover 1121 00:57:36,180 --> 00:57:38,620 the fixed cost of the wires. 1122 00:57:38,620 --> 00:57:40,860 So I have a strong incentive-- 1123 00:57:40,860 --> 00:57:44,520 a stronger incentive to put up a solar roof. 1124 00:57:44,520 --> 00:57:47,610 And they have a strong incentive to resist my 1125 00:57:47,610 --> 00:57:50,160 putting up a solar roof. 1126 00:57:50,160 --> 00:57:52,970 This is not a great policy. 1127 00:57:52,970 --> 00:57:55,580 if you care about solar roofs. 1128 00:57:55,580 --> 00:58:00,980 The fix is straightforward conceptually. 1129 00:58:03,680 --> 00:58:09,650 That there ought to be a fixed charge, x dollars a month, 1130 00:58:09,650 --> 00:58:13,400 that doesn't change with how much electricity I consume. 1131 00:58:13,400 --> 00:58:15,590 And one way to convince yourself that makes sense 1132 00:58:15,590 --> 00:58:18,770 is, suppose I install, not a solar roof, 1133 00:58:18,770 --> 00:58:21,590 but I install a diesel generator in my basement. 1134 00:58:21,590 --> 00:58:24,860 And the diesel generator-- which I vent the exhaust 1135 00:58:24,860 --> 00:58:27,860 into my neighbor's yard, so that doesn't bother me-- 1136 00:58:27,860 --> 00:58:31,190 so the diesel generator covers all of my electric needs 1137 00:58:31,190 --> 00:58:33,050 when it runs. 1138 00:58:33,050 --> 00:58:36,440 But I still connect to the grid for backup. 1139 00:58:36,440 --> 00:58:39,530 Now, if you're only charging me for the kilowatt hours 1140 00:58:39,530 --> 00:58:43,140 I consume, I'm getting the backup for free. 1141 00:58:43,140 --> 00:58:45,660 That doesn't make sense. 1142 00:58:45,660 --> 00:58:47,300 So there ought to be a fixed charge. 1143 00:58:47,300 --> 00:58:51,170 It could vary with your maximum consumption. 1144 00:58:51,170 --> 00:58:53,420 It could vary with-- in Spain, you 1145 00:58:53,420 --> 00:58:56,360 contract for a certain maximum. 1146 00:58:56,360 --> 00:58:57,800 Your charge varies with that. 1147 00:58:57,800 --> 00:59:01,010 If you ever exceed that maximum, it cuts you off; 1148 00:59:01,010 --> 00:59:03,260 very clever system. 1149 00:59:03,260 --> 00:59:05,880 So I would contract for backup. 1150 00:59:05,880 --> 00:59:07,430 I'd pay for it. 1151 00:59:07,430 --> 00:59:10,100 If the generator went out, I pay a charge. 1152 00:59:10,100 --> 00:59:11,450 I'd pay for the power. 1153 00:59:11,450 --> 00:59:13,190 If the generator doesn't go out, I still 1154 00:59:13,190 --> 00:59:16,610 pay for my share of the wires that I have to have connecting. 1155 00:59:16,610 --> 00:59:20,090 Now, I will tell you, we have made this presentation. 1156 00:59:20,090 --> 00:59:21,320 I've made this presentation. 1157 00:59:21,320 --> 00:59:23,090 Others have made this presentation. 1158 00:59:23,090 --> 00:59:27,650 The state level, the federal level, utilities, users, 1159 00:59:27,650 --> 00:59:30,440 everybody nods, and says, yeah, of course, 1160 00:59:30,440 --> 00:59:31,830 but we can't do that. 1161 00:59:31,830 --> 00:59:34,270 How can we do that? 1162 00:59:34,270 --> 00:59:38,012 The usual argument is, well, it would be unfair to poor people. 1163 00:59:38,012 --> 00:59:40,220 Well, it would be unfair to poor people for everybody 1164 00:59:40,220 --> 00:59:42,770 to pay the same charge. 1165 00:59:42,770 --> 00:59:44,630 But why would everybody pay the same charge? 1166 00:59:44,630 --> 00:59:47,210 Oh, but you then have to discriminate. 1167 00:59:47,210 --> 00:59:49,897 Well, shouldn't people who have used a lot of electricity, 1168 00:59:49,897 --> 00:59:51,980 and have the capacity to use a lot of electricity, 1169 00:59:51,980 --> 00:59:53,630 pay more than those who don't? 1170 00:59:53,630 --> 00:59:54,950 Isn't that fair? 1171 00:59:54,950 --> 00:59:56,540 Well, no, that's too hard. 1172 00:59:56,540 --> 01:00:00,290 So this is a recommendation, that as far as we can tell 1173 01:00:00,290 --> 01:00:03,620 has been floating around for 20 years and more, 1174 01:00:03,620 --> 01:00:08,090 which may or may not get adopted anywhere. 1175 01:00:08,090 --> 01:00:09,950 So finally, let me do cybersecurity-- 1176 01:00:12,510 --> 01:00:14,970 no clear authority. 1177 01:00:14,970 --> 01:00:18,870 So here's a picture from NIST, that 1178 01:00:18,870 --> 01:00:21,180 is sort of what the grid will look 1179 01:00:21,180 --> 01:00:24,150 like the, road map for the smart grid interoperability 1180 01:00:24,150 --> 01:00:24,790 standards. 1181 01:00:24,790 --> 01:00:27,450 This is what they're working off-- 1182 01:00:27,450 --> 01:00:30,120 or a cartoon of what they're working off 1183 01:00:30,120 --> 01:00:31,800 in generating standards. 1184 01:00:31,800 --> 01:00:36,030 And every one of those lines is a communication line. 1185 01:00:36,030 --> 01:00:37,900 There's computation in various places. 1186 01:00:37,900 --> 01:00:40,650 There's communication along those lines. 1187 01:00:40,650 --> 01:00:43,477 And some of them are thousands of pieces of equipment. 1188 01:00:43,477 --> 01:00:45,060 Some of them, down here in households, 1189 01:00:45,060 --> 01:00:46,500 are millions of pieces of equipment. 1190 01:00:46,500 --> 01:00:47,760 They all have to interoperate. 1191 01:00:47,760 --> 01:00:48,510 They all talk. 1192 01:00:51,007 --> 01:00:52,840 The standard setting problem is hard enough. 1193 01:00:52,840 --> 01:00:56,940 But the fact is, they're all talking. 1194 01:00:56,940 --> 01:01:00,180 That means there are all these channels that can be hacked, 1195 01:01:00,180 --> 01:01:04,020 can have failures, can be sabotaged. 1196 01:01:04,020 --> 01:01:09,720 There was a great demonstration a couple of years ago, 1197 01:01:09,720 --> 01:01:13,740 done for purposes of a video. 1198 01:01:13,740 --> 01:01:17,200 A small turbine-- oh, yeah, it was a diesel. 1199 01:01:17,200 --> 01:01:19,620 A small diesel generator was run. 1200 01:01:19,620 --> 01:01:24,510 And they purposely hacked the control system 1201 01:01:24,510 --> 01:01:27,390 and caused the generator to connect 1202 01:01:27,390 --> 01:01:30,150 to the grid out of phase. 1203 01:01:30,150 --> 01:01:32,350 The generator blew up. 1204 01:01:32,350 --> 01:01:35,860 Now, that's a hack that can take-- you take out 1205 01:01:35,860 --> 01:01:40,990 a large piece of equipment, and that's not like days. 1206 01:01:40,990 --> 01:01:44,080 That could be months to fix, or years. 1207 01:01:44,080 --> 01:01:48,110 So it's a serious issue. 1208 01:01:48,110 --> 01:01:54,560 Most people are aware of it. 1209 01:01:54,560 --> 01:01:57,920 But the response-- the governmental response 1210 01:01:57,920 --> 01:02:00,650 is quite fragmented. 1211 01:02:00,650 --> 01:02:04,010 At the federal level, there are standards. 1212 01:02:04,010 --> 01:02:06,650 There are some compliance-- some regulation. 1213 01:02:06,650 --> 01:02:12,110 Each state regulates cybersecurity in its state. 1214 01:02:12,110 --> 01:02:15,530 And I remember talking to one of the commissioners from Ohio. 1215 01:02:15,530 --> 01:02:17,240 And he said, oh, we have workshops. 1216 01:02:17,240 --> 01:02:19,115 We're getting all these guys to do standards. 1217 01:02:19,115 --> 01:02:19,970 This is fabulous. 1218 01:02:19,970 --> 01:02:23,000 I said, what about the municipal utilities and the co-ops 1219 01:02:23,000 --> 01:02:24,350 in Ohio? 1220 01:02:24,350 --> 01:02:28,520 Oh, well, we invite them to come. 1221 01:02:28,520 --> 01:02:30,530 There's no jurisdiction. 1222 01:02:30,530 --> 01:02:32,930 They're connected to the grid. 1223 01:02:32,930 --> 01:02:36,590 So no development or coordination 1224 01:02:36,590 --> 01:02:38,690 of standards for distribution systems. 1225 01:02:38,690 --> 01:02:43,980 Those are regulated by the states or not at all. 1226 01:02:43,980 --> 01:02:49,640 And nobody deals with the whole grid. 1227 01:02:49,640 --> 01:02:51,680 So it's pretty simple. 1228 01:02:51,680 --> 01:02:57,130 The simple recommendation, somebody ought to be in charge. 1229 01:02:57,130 --> 01:02:58,840 There are people in charge of cyber-- 1230 01:02:58,840 --> 01:03:01,060 the Department of Homeland Security 1231 01:03:01,060 --> 01:03:04,000 has a chart that shows who's in charge of what. 1232 01:03:04,000 --> 01:03:07,240 And it goes industry by industry, usually 1233 01:03:07,240 --> 01:03:08,320 a match of agencies. 1234 01:03:08,320 --> 01:03:10,120 Nobody's in charge in electricity. 1235 01:03:10,120 --> 01:03:13,780 The latest-- the latest statement 1236 01:03:13,780 --> 01:03:16,785 from the administration is, the Department of Homeland Security 1237 01:03:16,785 --> 01:03:18,160 and the Department of Energy will 1238 01:03:18,160 --> 01:03:21,030 coordinate on this subject. 1239 01:03:21,030 --> 01:03:24,060 Now, you don't have to spend too much time in organizations 1240 01:03:24,060 --> 01:03:26,070 to realize that means nobody's in charge. 1241 01:03:28,810 --> 01:03:30,750 Everybody-- this is a recommendation 1242 01:03:30,750 --> 01:03:34,180 that everybody agrees with. 1243 01:03:34,180 --> 01:03:38,640 But there's violent disagreement over who gets it. 1244 01:03:38,640 --> 01:03:40,410 The administration has said it ought 1245 01:03:40,410 --> 01:03:43,230 to be the Department of Homeland Security. 1246 01:03:43,230 --> 01:03:44,985 The relevant folks in Congress say 1247 01:03:44,985 --> 01:03:47,070 it should be the Department of Energy. 1248 01:03:47,070 --> 01:03:50,490 The current compromise that says let them play nicely together 1249 01:03:50,490 --> 01:03:53,820 is something that no one thinks-- 1250 01:03:53,820 --> 01:03:57,630 no one outside the Beltway thinks can possibly work. 1251 01:03:57,630 --> 01:04:02,370 So this is a look at the future of the grid. 1252 01:04:02,370 --> 01:04:04,780 It's interesting. 1253 01:04:04,780 --> 01:04:08,620 We did this study for two reasons. 1254 01:04:08,620 --> 01:04:11,130 One, because we got very tired of hearing that we 1255 01:04:11,130 --> 01:04:12,270 have a third-world grid. 1256 01:04:12,270 --> 01:04:13,200 And it's all broken. 1257 01:04:13,200 --> 01:04:15,930 And we're all going to die. 1258 01:04:15,930 --> 01:04:18,240 That seemed a little extreme. 1259 01:04:18,240 --> 01:04:21,180 And then there's stuff about how smart grids 1260 01:04:21,180 --> 01:04:22,740 are going to transform our lives, 1261 01:04:22,740 --> 01:04:24,690 like the internet has transformed our lives. 1262 01:04:24,690 --> 01:04:27,060 And we're all going to be active participants in the electricity 1263 01:04:27,060 --> 01:04:27,560 market. 1264 01:04:27,560 --> 01:04:29,460 And that sounded even dumber. 1265 01:04:29,460 --> 01:04:32,100 And we thought it might be worthwhile 1266 01:04:32,100 --> 01:04:34,350 getting some economists and engineers to actually look 1267 01:04:34,350 --> 01:04:36,060 at the grid. 1268 01:04:36,060 --> 01:04:38,880 The conclusion we have is, yeah, I mean, you can-- 1269 01:04:38,880 --> 01:04:40,320 there's a way forward. 1270 01:04:42,850 --> 01:04:45,000 We're not in crisis. 1271 01:04:45,000 --> 01:04:46,210 There are real opportunities. 1272 01:04:46,210 --> 01:04:47,335 They're not transformative. 1273 01:04:47,335 --> 01:04:48,990 But they're real opportunities. 1274 01:04:48,990 --> 01:04:51,030 But there are problems. 1275 01:04:51,030 --> 01:04:55,080 We need to do relatively inexpensive R&D, 1276 01:04:55,080 --> 01:04:58,200 I mean, this is a software development, 1277 01:04:58,200 --> 01:04:59,250 algorithm development. 1278 01:04:59,250 --> 01:05:02,500 It's not nuclear power. 1279 01:05:02,500 --> 01:05:06,270 We need to be smarter about siting transmission lines. 1280 01:05:06,270 --> 01:05:11,890 We need to move toward getting retail prices right. 1281 01:05:11,890 --> 01:05:14,540 We need to deal with network costs appropriately. 1282 01:05:14,540 --> 01:05:16,710 We need to deal with cybersecurity. 1283 01:05:16,710 --> 01:05:19,200 If that all happens, you will live happily ever after. 1284 01:05:19,200 --> 01:05:19,830 Questions? 1285 01:05:23,020 --> 01:05:23,860 Yeah, Matthew? 1286 01:05:23,860 --> 01:05:25,235 AUDIENCE: Earlier in lecture, you 1287 01:05:25,235 --> 01:05:28,750 talked about how the bill for the carbon tax 1288 01:05:28,750 --> 01:05:31,030 mentions nothing about the environment. 1289 01:05:31,030 --> 01:05:33,763 What would happen if it said, hey, this 1290 01:05:33,763 --> 01:05:35,680 is good for the environment, too, as part of-- 1291 01:05:35,680 --> 01:05:37,930 RICHARD SCHMALENSEE: I think the environmental-- well, 1292 01:05:37,930 --> 01:05:39,160 it's not a bill yet. 1293 01:05:39,160 --> 01:05:42,650 There's no point in introducing a bill into this Congress. 1294 01:05:42,650 --> 01:05:45,190 There will be-- it is expected-- 1295 01:05:45,190 --> 01:05:51,160 the expectation is that after the election, when there's 1296 01:05:51,160 --> 01:05:55,720 some hope of people actually working together, 1297 01:05:55,720 --> 01:05:59,050 a short window, that proposals for a carbon tax 1298 01:05:59,050 --> 01:06:01,660 are going to come leaping out of the closet. 1299 01:06:01,660 --> 01:06:05,350 And those proposals will talk about revenue. 1300 01:06:05,350 --> 01:06:09,520 And the environmentalists will be relatively quiet 1301 01:06:09,520 --> 01:06:13,000 because if the environmentalists talk about climate, 1302 01:06:13,000 --> 01:06:14,830 the Republicans, who have said there 1303 01:06:14,830 --> 01:06:19,210 is no such thing as climate, will be backed into a corner, 1304 01:06:19,210 --> 01:06:21,820 even though-- some of them have had 1305 01:06:21,820 --> 01:06:27,220 to deny climate change to be in line with the leadership, 1306 01:06:27,220 --> 01:06:29,290 even though they actually are capable of words 1307 01:06:29,290 --> 01:06:30,920 of more than one syllable. 1308 01:06:30,920 --> 01:06:35,860 So some of those folks would be pushed to opposition. 1309 01:06:35,860 --> 01:06:37,480 If you don't mention climate, they 1310 01:06:37,480 --> 01:06:39,700 can quietly say, yeah, it's good for the climate 1311 01:06:39,700 --> 01:06:41,038 and vote for it. 1312 01:06:41,038 --> 01:06:42,580 I don't know if it's going to happen. 1313 01:06:42,580 --> 01:06:44,962 It's a cocktail parity conversation. 1314 01:06:44,962 --> 01:06:47,170 But it appears to be a fairly serious cocktail parity 1315 01:06:47,170 --> 01:06:47,967 conversation. 1316 01:06:47,967 --> 01:06:48,550 Anything else? 1317 01:06:48,550 --> 01:06:49,050 Yeah? 1318 01:06:49,050 --> 01:06:50,717 AUDIENCE: Are you going to be presenting 1319 01:06:50,717 --> 01:06:51,940 tomorrow [INAUDIBLE]? 1320 01:06:51,940 --> 01:06:53,565 RICHARD SCHMALENSEE: I'll be presenting 1321 01:06:53,565 --> 01:06:56,140 a longer version of this to a-- 1322 01:06:56,140 --> 01:07:00,580 and a somewhat different version, but close to it-- 1323 01:07:00,580 --> 01:07:04,360 a group of large electricity users. 1324 01:07:04,360 --> 01:07:07,540 And I'm very interested in what they're going to have to say. 1325 01:07:07,540 --> 01:07:09,040 We've talked to state commissioners. 1326 01:07:09,040 --> 01:07:12,250 We've talked to the federal regulators. 1327 01:07:12,250 --> 01:07:16,165 We've talked to congressional staff. 1328 01:07:16,165 --> 01:07:18,940 This is the first conversation I've had with consumers. 1329 01:07:18,940 --> 01:07:22,230 So I'm looking forward to it, big industrials. 1330 01:07:22,230 --> 01:07:23,160 Yeah? 1331 01:07:23,160 --> 01:07:24,360 AUDIENCE: Is the problem with cybersecurity 1332 01:07:24,360 --> 01:07:26,610 that nobody wants to deal with it, or everybody wants to? 1333 01:07:26,610 --> 01:07:28,120 RICHARD SCHMALENSEE: Everybody wants to deal with it. 1334 01:07:28,120 --> 01:07:28,620 Yeah. 1335 01:07:32,040 --> 01:07:35,190 The problem is that the Department of Homeland Security 1336 01:07:35,190 --> 01:07:37,290 has no expertise in power systems. 1337 01:07:37,290 --> 01:07:42,030 And the Department of Energy has no expertise in cybersecurity. 1338 01:07:42,030 --> 01:07:45,600 So whoever gets it has to staff up. 1339 01:07:45,600 --> 01:07:48,690 Well, staffing up is fun. 1340 01:07:48,690 --> 01:07:49,500 You add headcounts. 1341 01:07:49,500 --> 01:07:50,125 You add people. 1342 01:07:50,125 --> 01:07:51,360 You add payroll. 1343 01:07:51,360 --> 01:07:52,890 You add prestige. 1344 01:07:52,890 --> 01:07:56,880 So whoever does it gets to staff up. 1345 01:07:56,880 --> 01:08:01,440 If you split it, then you've got sort of dueling staffs. 1346 01:08:01,440 --> 01:08:03,610 You don't understand anything about electricity. 1347 01:08:03,610 --> 01:08:04,110 Oh, yeah. 1348 01:08:04,110 --> 01:08:05,850 But you don't understand about security. 1349 01:08:05,850 --> 01:08:07,630 I mean, come on. 1350 01:08:07,630 --> 01:08:08,760 That doesn't work. 1351 01:08:08,760 --> 01:08:14,370 So everybody wants-- well, both people want it. 1352 01:08:14,370 --> 01:08:16,859 And at some point, I assume, one of them 1353 01:08:16,859 --> 01:08:20,189 will be declared the winner, but not soon. 1354 01:08:20,189 --> 01:08:23,029 Anything else? 1355 01:08:23,029 --> 01:08:25,749 OK, see you Wednesday.