1 00:00:24,255 --> 00:00:26,160 PROFESSOR: Hi. 2 00:00:26,160 --> 00:00:28,820 Well, if you're ready, this will be the 3 00:00:28,820 --> 00:00:31,930 other big side of calculus. 4 00:00:31,930 --> 00:00:35,350 We still have two functions, as before. 5 00:00:35,350 --> 00:00:41,300 Let me call them the height and the slope: y of x and the 6 00:00:41,300 --> 00:00:42,890 slope, s of x. 7 00:00:42,890 --> 00:00:44,940 Function one and function two. 8 00:00:44,940 --> 00:00:47,070 That's what calculus is about. 9 00:00:47,070 --> 00:00:53,960 And earlier, we figured out how to go from function one if 10 00:00:53,960 --> 00:00:58,630 we knew that, how to find the slope. 11 00:00:58,630 --> 00:01:01,280 Of course, it was easy when function one was just a 12 00:01:01,280 --> 00:01:02,000 straight line. 13 00:01:02,000 --> 00:01:06,550 Then the slope was just up divided by across. 14 00:01:06,550 --> 00:01:12,020 But when function one was curving, 15 00:01:12,020 --> 00:01:15,160 we had to do something. 16 00:01:15,160 --> 00:01:18,760 We had to take just a small distance across, a small 17 00:01:18,760 --> 00:01:22,200 distance up and divide, and then let small 18 00:01:22,200 --> 00:01:23,450 get smaller and smaller. 19 00:01:26,210 --> 00:01:30,840 The result of that was function two, the derivative. 20 00:01:30,840 --> 00:01:33,770 Today, we're going the other way. 21 00:01:33,770 --> 00:01:36,060 We know the slope. 22 00:01:36,060 --> 00:01:40,625 We know s of x, and we want to find the height, y 23 00:01:40,625 --> 00:01:41,760 of x, of the graph. 24 00:01:41,760 --> 00:01:46,450 We know how the graph is sloping at every point, and we 25 00:01:46,450 --> 00:01:49,920 have to put all that information together to find 26 00:01:49,920 --> 00:01:51,590 its height. 27 00:01:51,590 --> 00:01:53,220 OK. 28 00:01:53,220 --> 00:01:59,076 Let me say the easiest way to do it, when it works, is to 29 00:01:59,076 --> 00:02:05,740 recognize if we are given a formula for the slope, to 30 00:02:05,740 --> 00:02:10,770 recognize maybe we know a height that goes with it. 31 00:02:10,770 --> 00:02:12,010 Let me take an example. 32 00:02:12,010 --> 00:02:18,040 So the one, and most important case of a height 33 00:02:18,040 --> 00:02:21,860 is x to some power. 34 00:02:21,860 --> 00:02:22,400 x to n. 35 00:02:22,400 --> 00:02:26,900 That's one that everybody learns. 36 00:02:26,900 --> 00:02:34,720 When y is x to the nth, the result of this process that 37 00:02:34,720 --> 00:02:43,460 produces function two going in that direction is dy/dx is 38 00:02:43,460 --> 00:02:51,130 that n comes down and we have one lower power. 39 00:02:51,130 --> 00:02:55,050 So if we happen to have that as our slope, that would be 40 00:02:55,050 --> 00:02:55,990 our height. 41 00:02:55,990 --> 00:02:58,920 Nothing more to do. 42 00:02:58,920 --> 00:03:03,360 But many other slopes are possible. 43 00:03:03,360 --> 00:03:05,400 Let's just stay with this another minute. 44 00:03:05,400 --> 00:03:09,730 What if the slope was x to the nth itself? 45 00:03:09,730 --> 00:03:14,310 What if we started with function two as x to the nth. 46 00:03:14,310 --> 00:03:22,310 Suppose dy/dx is x to the nth power, like x squared. 47 00:03:22,310 --> 00:03:24,010 Where does x squared come from? 48 00:03:26,770 --> 00:03:30,770 Well, look at this rule. 49 00:03:30,770 --> 00:03:35,140 That rule said that for these power functions, the power 50 00:03:35,140 --> 00:03:37,640 drops by one. 51 00:03:37,640 --> 00:03:43,390 So if I want to end up with x to the nth, going backwards, 52 00:03:43,390 --> 00:03:50,730 function one had better be, involve an x to the n plus 1. 53 00:03:50,730 --> 00:03:55,040 But that's not perfect, of course, because when I take 54 00:03:55,040 --> 00:03:59,460 the slope of that one, this factor, this power, this 55 00:03:59,460 --> 00:04:02,450 exponent, n plus n will come down. 56 00:04:02,450 --> 00:04:06,530 Just as n came down to here, n plus 1 will come down, and 57 00:04:06,530 --> 00:04:12,680 therefore I'd better divide by n plus 1 so that when I do 58 00:04:12,680 --> 00:04:16,829 take the slope, when I do go to number two, the n plus 1's 59 00:04:16,829 --> 00:04:17,860 will cancel. 60 00:04:17,860 --> 00:04:21,140 The power will drop by one, and I'll have x to the nth. 61 00:04:21,140 --> 00:04:23,140 OK, there's an example-- 62 00:04:23,140 --> 00:04:24,860 quite a useful one-- 63 00:04:24,860 --> 00:04:30,660 of going from step two to step one just by kind of 64 00:04:30,660 --> 00:04:33,060 recognizing what you want there. 65 00:04:35,990 --> 00:04:39,880 So this is one set that everybody learns. 66 00:04:39,880 --> 00:04:44,070 Another is sines and cosines, if you can fit it into that. 67 00:04:44,070 --> 00:04:46,540 Another is either the x or logx. 68 00:04:46,540 --> 00:04:51,490 That's pretty much the list. And then you learn, in the 69 00:04:51,490 --> 00:04:57,030 future, ways to change things around to fit into one of 70 00:04:57,030 --> 00:04:59,670 those forms. But then, of course, there 71 00:04:59,670 --> 00:05:02,830 are many, many cases-- 72 00:05:02,830 --> 00:05:07,010 many, many functions, too-- that you don't fit, can't fit 73 00:05:07,010 --> 00:05:12,160 into a form where you can recognize from some list which 74 00:05:12,160 --> 00:05:17,170 you either have learned or you find on the web or you find in 75 00:05:17,170 --> 00:05:19,240 the calculator. 76 00:05:19,240 --> 00:05:24,830 A lot of lists have been made to help you go from two to 77 00:05:24,830 --> 00:05:29,050 one, but today we have to understand what 78 00:05:29,050 --> 00:05:31,110 is the actual process. 79 00:05:31,110 --> 00:05:36,730 What is the, what is the the reverse process to this one? 80 00:05:36,730 --> 00:05:40,360 And of course, this one involved a limit as delta x 81 00:05:40,360 --> 00:05:46,550 went to 0, because always I have to remember that things 82 00:05:46,550 --> 00:05:49,960 can be curving, things can be changing, I can't assume that 83 00:05:49,960 --> 00:05:52,300 they're saying the same. 84 00:05:52,300 --> 00:05:55,580 And then, the reverse direction. 85 00:05:55,580 --> 00:05:59,410 Maybe I just tell you first what the symbol is. 86 00:05:59,410 --> 00:06:03,300 If I have this s of x and I want to get back to y of x-- 87 00:06:03,300 --> 00:06:08,880 so this is from two to one-- 88 00:06:08,880 --> 00:06:10,740 one will be y of x. 89 00:06:10,740 --> 00:06:15,370 The symbol for y of x will be-- 90 00:06:15,370 --> 00:06:18,575 it's, I'm just really wanting to draw that integral symbol. 91 00:06:21,580 --> 00:06:26,990 The integral, I would say the integral of s of x dx. 92 00:06:26,990 --> 00:06:29,830 And you'll see why-- 93 00:06:29,830 --> 00:06:31,520 this is, that's an s-- 94 00:06:31,520 --> 00:06:37,370 you'll see why that's a reasonable way to write it. 95 00:06:37,370 --> 00:06:41,600 But of course, first, we need the idea behind it. 96 00:06:41,600 --> 00:06:42,477 OK, so how am I going to proceed? 97 00:06:42,477 --> 00:06:54,380 Step one, I'll take steps, I won't try to get immediately 98 00:06:54,380 --> 00:06:56,930 to the case of continuous change. 99 00:06:56,930 --> 00:07:01,870 I'll take single, individual steps. 100 00:07:01,870 --> 00:07:03,070 Let me do that. 101 00:07:03,070 --> 00:07:06,850 And then, I'm going to take smaller steps. 102 00:07:06,850 --> 00:07:10,920 And then in the limit, I'm taking continuous steps. 103 00:07:10,920 --> 00:07:14,100 OK, so first, big steps. 104 00:07:14,100 --> 00:07:19,490 So let me put down, for example, suppose I have y's. 105 00:07:19,490 --> 00:07:32,990 Suppose the y's stepped up like 0, 1, 4, 9, 16, whatever. 106 00:07:32,990 --> 00:07:40,610 So those are heights, and, of a graph that's sort of pieces 107 00:07:40,610 --> 00:07:45,380 of straight lines, only changing a few times. 108 00:07:45,380 --> 00:07:49,670 What would be the slopes? 109 00:07:49,670 --> 00:07:52,400 Going now, this is one going to two. 110 00:07:52,400 --> 00:07:53,650 The slope is s. 111 00:07:56,070 --> 00:07:59,530 Well, the slope, if the step size is one and I go up by 112 00:07:59,530 --> 00:08:01,870 one, the slope will be 1. 113 00:08:01,870 --> 00:08:05,440 Here I go up by 3. 114 00:08:05,440 --> 00:08:07,300 Here I go up by 5. 115 00:08:07,300 --> 00:08:10,520 Here I go up by 7. 116 00:08:10,520 --> 00:08:13,810 So if I, to go from there to there, I'm taking differences. 117 00:08:13,810 --> 00:08:15,860 I'm taking delta y's. 118 00:08:15,860 --> 00:08:18,710 These s's are delta y's. 119 00:08:18,710 --> 00:08:21,380 How do I go backwards? 120 00:08:21,380 --> 00:08:28,380 Suppose I gave you 1, 3, 5, 7, and I started y off at 0. 121 00:08:28,380 --> 00:08:31,645 How could you recover the rest of the y's? 122 00:08:35,950 --> 00:08:39,679 Well, that I would, that 1 plus 3 is the 4, 1 plus 3 plus 123 00:08:39,679 --> 00:08:43,630 5 is the 9, 1 plus 3 adds 7 more. 124 00:08:43,630 --> 00:08:46,230 You're up to 16 and onwards. 125 00:08:46,230 --> 00:08:53,440 So if going this way is a subtraction at each step, 126 00:08:53,440 --> 00:08:58,080 going this way is a kind of running addition. 127 00:08:58,080 --> 00:09:02,350 I add up all the slopes to see how far I've climbed. 128 00:09:05,130 --> 00:09:08,730 Let me do a second example, just to make that point. 129 00:09:08,730 --> 00:09:11,010 Let me start you this time, let me start you with the 130 00:09:11,010 --> 00:09:14,380 slopes, because that's today's job. 131 00:09:14,380 --> 00:09:19,930 Suppose the slopes are 4, 3, 2, 1, 0. 132 00:09:19,930 --> 00:09:23,570 So if these were speeds, I would say, 133 00:09:23,570 --> 00:09:26,310 OK, I'm slowing down. 134 00:09:26,310 --> 00:09:29,560 I'm slowing down, but I'm still moving forward. 135 00:09:29,560 --> 00:09:35,110 Positive speeds, but putting the brakes on. 136 00:09:35,110 --> 00:09:36,850 What would be the distances? 137 00:09:39,410 --> 00:09:42,380 If the trip meter starts, start the trip meter at 0. 138 00:09:42,380 --> 00:09:42,770 OK. 139 00:09:42,770 --> 00:09:53,950 Then in the first second or hour, the first delta x we 140 00:09:53,950 --> 00:09:55,200 would go 4. 141 00:09:58,550 --> 00:10:02,050 And what goes there? 142 00:10:02,050 --> 00:10:03,300 7, right? 143 00:10:06,050 --> 00:10:09,670 I'm doing, I'm accumulating, adding up the distances. 144 00:10:09,670 --> 00:10:11,130 Here I was at 4. 145 00:10:11,130 --> 00:10:16,600 I went another three to 7, to 9, 10. 146 00:10:16,600 --> 00:10:19,250 Here's, I didn't move. 147 00:10:19,250 --> 00:10:27,180 No speed, zero slope, stays flat, hit the top at 10. 148 00:10:27,180 --> 00:10:33,020 OK, I could do this with any bunch of numbers and I can do 149 00:10:33,020 --> 00:10:33,770 it with letters. 150 00:10:33,770 --> 00:10:40,110 So now I move from arithmetic to algebra. 151 00:10:40,110 --> 00:10:43,920 Algebra just means I'll do it with any letters, but I'm not 152 00:10:43,920 --> 00:10:46,340 yet doing it continuously, which is what 153 00:10:46,340 --> 00:10:48,100 calculus will do. 154 00:10:48,100 --> 00:11:01,680 So with letters, I have here y0, y1, y2, y3, y4, let's say. 155 00:11:01,680 --> 00:11:02,980 So those are the y's. 156 00:11:02,980 --> 00:11:07,510 Now what are the slopes between them if the step 157 00:11:07,510 --> 00:11:10,790 across is 1? 158 00:11:10,790 --> 00:11:14,620 So what are the steps upward, what are the delta y's? 159 00:11:14,620 --> 00:11:26,860 Well, y1 minus y0, y2 minus y1, y3 minus y2, y4 minus y3. 160 00:11:26,860 --> 00:11:32,470 And then my question is these are the s's, these are the 161 00:11:32,470 --> 00:11:35,930 delta y's, you could say. 162 00:11:35,930 --> 00:11:37,180 These are the y's. 163 00:11:40,720 --> 00:11:44,870 What happens if I add all those delta y's? 164 00:11:44,870 --> 00:11:45,880 Do you see what happens? 165 00:11:45,880 --> 00:11:51,250 What happens if I add those four changes to 166 00:11:51,250 --> 00:11:53,620 get the total change? 167 00:11:53,620 --> 00:11:57,540 Well, when I add those, do you see that y1 will cancel minus 168 00:11:57,540 --> 00:12:03,320 y1, y2 will cancel minus y2, y3 will cancel minus y3. 169 00:12:03,320 --> 00:12:05,400 So the sum-- 170 00:12:05,400 --> 00:12:10,260 and I use just a sigma symbol, but I'll just say sum and you 171 00:12:10,260 --> 00:12:11,550 know what I mean-- 172 00:12:11,550 --> 00:12:18,500 of these delta y's is what? 173 00:12:18,500 --> 00:12:20,900 What happened after all those cancellations? 174 00:12:20,900 --> 00:12:22,490 Did everything cancel? 175 00:12:22,490 --> 00:12:23,300 No way. 176 00:12:23,300 --> 00:12:27,360 y4 is still there, minus y0 is still there. 177 00:12:27,360 --> 00:12:31,670 So it was y4 minus y0. 178 00:12:31,670 --> 00:12:34,350 The last y minus the first y. 179 00:12:34,350 --> 00:12:45,650 I'll just write y last minus y 0, y first. y end minus y 180 00:12:45,650 --> 00:12:49,330 start is the sum of the delta y's. 181 00:12:49,330 --> 00:12:51,230 Simple algebra. 182 00:12:51,230 --> 00:12:56,410 Reminding us again and again and again that the opposite, 183 00:12:56,410 --> 00:13:05,100 the inverse to go the other way from two to one, we add 184 00:13:05,100 --> 00:13:08,025 pieces to get back to the y's. 185 00:13:12,870 --> 00:13:22,650 Now I'm coming closer to what I want, but I'm moving toward 186 00:13:22,650 --> 00:13:23,900 calculus now. 187 00:13:25,940 --> 00:13:34,950 So calculus, I got there by delta y's over delta x's. 188 00:13:34,950 --> 00:13:38,550 So in moving toward calculus, what am I doing? 189 00:13:38,550 --> 00:13:43,836 I'm thinking of the changes delta y over 190 00:13:43,836 --> 00:13:46,283 smaller steps delta x. 191 00:13:49,470 --> 00:13:53,840 So I just want to take this step. 192 00:13:53,840 --> 00:13:58,930 I want to divide by delta x and multiply by delta x. 193 00:13:58,930 --> 00:14:00,110 Why do I do that? 194 00:14:00,110 --> 00:14:04,830 That's because it's this delta y over delta x that is-- 195 00:14:04,830 --> 00:14:10,370 it's those ratios, whatever the size of delta x is. 196 00:14:10,370 --> 00:14:13,540 And it's going to get smaller and smaller. 197 00:14:13,540 --> 00:14:19,540 I'm going to look at the change over very short steps. 198 00:14:19,540 --> 00:14:24,640 Then it's that ratio that make sense. 199 00:14:24,640 --> 00:14:27,970 Delta y over delta x is a reasonable number. 200 00:14:27,970 --> 00:14:31,120 It's close to the s. 201 00:14:31,120 --> 00:14:35,490 It's close to dy dx, but it hasn't got there yet. 202 00:14:35,490 --> 00:14:39,430 I'm multiplying by the delta x, the small step that's going 203 00:14:39,430 --> 00:14:42,130 to 0 but hasn't got there yet. 204 00:14:42,130 --> 00:14:48,050 And I'm adding and I get the last one minus the first one. 205 00:14:51,350 --> 00:14:56,670 Now here comes the limiting step. 206 00:14:56,670 --> 00:15:03,940 So the limiting step will be the limit of this left hand 207 00:15:03,940 --> 00:15:06,360 side, this sum. 208 00:15:06,360 --> 00:15:11,920 So in the limit, I'll have more and more and more things. 209 00:15:11,920 --> 00:15:18,430 As delta x gets smaller, if I'm thinking of some fixed 210 00:15:18,430 --> 00:15:21,970 total change in x, I'm chopping that up into smaller 211 00:15:21,970 --> 00:15:24,560 and smaller pieces, more and more pieces. 212 00:15:24,560 --> 00:15:30,690 So more and more pieces of the slopes at different points 213 00:15:30,690 --> 00:15:39,640 along times the size of the piece give this answer. 214 00:15:39,640 --> 00:15:43,420 So now can I jump to the way that I would 215 00:15:43,420 --> 00:15:46,090 write this in the limit? 216 00:15:49,260 --> 00:15:53,570 So now let delta x go to 0. 217 00:15:53,570 --> 00:15:58,320 And I ask the right hand side, y last minus y 218 00:15:58,320 --> 00:16:02,250 first is not changing. 219 00:16:02,250 --> 00:16:04,870 y at the end-- 220 00:16:04,870 --> 00:16:08,960 I'll write something different, y end minus y 221 00:16:08,960 --> 00:16:14,470 start, just to make that same point again. 222 00:16:14,470 --> 00:16:17,770 But it's this that's changing. 223 00:16:17,770 --> 00:16:22,070 As delta x goes to 0, this becomes dy dx. 224 00:16:33,680 --> 00:16:38,250 The little delta x's are going to 0. 225 00:16:38,250 --> 00:16:40,160 Here's the way I write it. 226 00:16:40,160 --> 00:16:50,590 So in that limit, I can't legally write that sigma, so 227 00:16:50,590 --> 00:16:55,030 this integral symbol is kind of copied from that sigma. 228 00:16:55,030 --> 00:16:58,120 But it's telling you that a limit has happened. 229 00:16:58,120 --> 00:17:05,589 And in that limit, this is dy dx and this, the 230 00:17:05,589 --> 00:17:08,560 notation, is dx. 231 00:17:08,560 --> 00:17:18,809 I've got what I predicted here, with s of x there. 232 00:17:24,670 --> 00:17:30,070 So what I hope this discussion has, by starting with numbers, 233 00:17:30,070 --> 00:17:35,630 by going to algebra, by looking at the sum of those 234 00:17:35,630 --> 00:17:39,390 things, which was simple, and then by going to the limit, 235 00:17:39,390 --> 00:17:41,550 which was not simple. 236 00:17:41,550 --> 00:17:49,410 So a whole lot of limit has been not fully explained, and 237 00:17:49,410 --> 00:17:53,180 I think the right thing to do now is to do an example. 238 00:17:53,180 --> 00:17:54,570 So let me move to an example. 239 00:17:57,250 --> 00:18:02,350 So I'll take a particular function and follow this 240 00:18:02,350 --> 00:18:06,070 process, this limiting process and see what it gives. 241 00:18:06,070 --> 00:18:13,380 And it will give us function one and, as a bonus, it will 242 00:18:13,380 --> 00:18:18,550 give us a new meaning for function one. 243 00:18:18,550 --> 00:18:19,430 Let's do it. 244 00:18:19,430 --> 00:18:24,770 So now I'm going to take a particular s of x. 245 00:18:24,770 --> 00:18:26,400 So here's x. 246 00:18:26,400 --> 00:18:34,670 Let me take s of x to be 2 minus 2x. 247 00:18:37,790 --> 00:18:41,370 I didn't want to take one totally simple that I already 248 00:18:41,370 --> 00:18:47,830 had started the lecture with, but it's not difficult either. 249 00:18:47,830 --> 00:18:51,310 We'll be able to see what's happening here. 250 00:18:51,310 --> 00:18:54,410 OK, so let me graph it, because I want to do this now 251 00:18:54,410 --> 00:18:55,690 with the graph. 252 00:18:55,690 --> 00:19:05,960 So at x equal 1, s of x has dropped to 0, where when x was 253 00:19:05,960 --> 00:19:07,540 0, it started at 2. 254 00:19:07,540 --> 00:19:10,850 So it started somewhere here. 255 00:19:10,850 --> 00:19:13,240 Here was 1, halfway down. 256 00:19:13,240 --> 00:19:16,470 It's going to come down in a straight line. 257 00:19:16,470 --> 00:19:17,750 And let me stop there. 258 00:19:17,750 --> 00:19:24,690 It could continue, but let me call y end is going to be 0 259 00:19:24,690 --> 00:19:27,650 and y start is going to be-- 260 00:19:27,650 --> 00:19:29,350 well, we'll see about that, sorry. 261 00:19:29,350 --> 00:19:30,840 s at the end is 0. 262 00:19:30,840 --> 00:19:32,150 S at the end is 0. 263 00:19:32,150 --> 00:19:34,640 I don't yet know what y at the end is. 264 00:19:34,640 --> 00:19:37,750 It's not 0. 265 00:19:37,750 --> 00:19:40,000 So what's my idea? 266 00:19:40,000 --> 00:19:42,980 Well, not mine. 267 00:19:42,980 --> 00:19:48,210 Newton and Leibniz and a lot of people had these ideas. 268 00:19:48,210 --> 00:19:51,170 It's kind of interesting. 269 00:19:51,170 --> 00:19:54,130 So Archimedes. 270 00:19:54,130 --> 00:19:58,260 He goes way, way back, before Newton or Leibniz or anybody 271 00:19:58,260 --> 00:19:59,510 conceived of them. 272 00:20:02,430 --> 00:20:05,770 Archimedes figured out how to deal with a 273 00:20:05,770 --> 00:20:11,000 curve with a parabola. 274 00:20:11,000 --> 00:20:15,880 Archimedes got from a parabola, he got from x 275 00:20:15,880 --> 00:20:25,540 squared, the parabola, back to a height by special ideas. 276 00:20:25,540 --> 00:20:28,700 He was one of the great mathematicians of all time. 277 00:20:28,700 --> 00:20:35,700 But even Archimedes didn't see what you now see, this 278 00:20:35,700 --> 00:20:39,190 connection between function one and function two. 279 00:20:39,190 --> 00:20:42,950 If he had seen that, he would have gone further. 280 00:20:42,950 --> 00:20:44,410 All right, now let's see it. 281 00:20:52,490 --> 00:20:56,420 Let me take a delta x equal to 1/4. 282 00:20:56,420 --> 00:21:02,000 So this is delta x here, and this one is two delta x's, and 283 00:21:02,000 --> 00:21:06,370 this one is three delta x's, and the one is four delta x's 284 00:21:06,370 --> 00:21:14,440 in my original delta x, which is 1/4, which is small but not 285 00:21:14,440 --> 00:21:16,550 really small. 286 00:21:16,550 --> 00:21:19,700 So now what do I do? 287 00:21:19,700 --> 00:21:24,540 Look at this first period. 288 00:21:24,540 --> 00:21:29,610 The slope, the s function, function two-- 289 00:21:29,610 --> 00:21:33,520 see, over here is going to be function one. 290 00:21:33,520 --> 00:21:39,010 This is going to be the y, the integral of that. 291 00:21:39,010 --> 00:21:41,680 But I don't know what it is yet, so it's 292 00:21:41,680 --> 00:21:44,750 pretty open to question. 293 00:21:44,750 --> 00:21:47,190 OK, so now let's get there. 294 00:21:47,190 --> 00:21:52,150 So the point is that over this interval, 295 00:21:52,150 --> 00:21:55,200 the slope is changing. 296 00:21:55,200 --> 00:21:57,920 It's changing a significant amount. 297 00:21:57,920 --> 00:21:59,990 Not too much, but it's changing. 298 00:21:59,990 --> 00:22:02,880 And I don't know, from the algebra, I don't know how to 299 00:22:02,880 --> 00:22:04,130 deal with that. 300 00:22:08,340 --> 00:22:12,320 I'm just going to take a value within this sum value and stay 301 00:22:12,320 --> 00:22:15,110 with it within that interval, and I'll take 302 00:22:15,110 --> 00:22:16,750 the starting value. 303 00:22:16,750 --> 00:22:25,070 So over this first delta x, I'm going to pretend that the 304 00:22:25,070 --> 00:22:27,330 slope stays at 2. 305 00:22:27,330 --> 00:22:31,820 So I'm pretending that this is my slope function. 306 00:22:31,820 --> 00:22:37,050 Then over my next delta x, I'm going to pretend that it stays 307 00:22:37,050 --> 00:22:39,660 at probably 1 1/2. 308 00:22:39,660 --> 00:22:42,550 And then I'm going to pretend that it stays at 1, and I'm 309 00:22:42,550 --> 00:22:44,110 going to pretend that it stays at 1/2. 310 00:22:50,770 --> 00:22:55,590 If you allow me to go back to distance and speed, I'm 311 00:22:55,590 --> 00:23:03,320 chopping up the full time, the day, let's say, into four 312 00:23:03,320 --> 00:23:11,350 pieces and in each piece, the speed is changing, which I'm 313 00:23:11,350 --> 00:23:13,990 not ready to deal with, which algebra isn't 314 00:23:13,990 --> 00:23:14,830 ready to deal with. 315 00:23:14,830 --> 00:23:22,000 So the best I could do was say OK, so suppose the speed is 316 00:23:22,000 --> 00:23:28,550 constant at what it was at the start of that short time. 317 00:23:28,550 --> 00:23:32,090 So those would be delta t's rather than delta x's. 318 00:23:32,090 --> 00:23:36,560 The s would be representing speed, but no difference in 319 00:23:36,560 --> 00:23:39,000 the picture. 320 00:23:39,000 --> 00:23:42,270 So now let me do these things. 321 00:23:46,520 --> 00:23:49,650 Now I'm going to do this addition, which won't give me 322 00:23:49,650 --> 00:23:55,790 exactly the right y because those rectangles are not 323 00:23:55,790 --> 00:23:57,670 exactly right. 324 00:23:57,670 --> 00:24:03,940 But I'll get them better by taking smaller delta x's. 325 00:24:03,940 --> 00:24:05,540 Let me see, what do I have here? 326 00:24:08,540 --> 00:24:13,870 Over this first time, I have my slope, which 327 00:24:13,870 --> 00:24:16,130 I'm taking to b 2. 328 00:24:16,130 --> 00:24:22,290 So that's the delta y over delta x, that's the s, and 329 00:24:22,290 --> 00:24:23,630 then times the delta x. 330 00:24:28,960 --> 00:24:30,700 And what is that? 331 00:24:30,700 --> 00:24:33,840 We might as well just face it, that that 2 times that delta 332 00:24:33,840 --> 00:24:38,330 x, we can think of that as the area in 333 00:24:38,330 --> 00:24:40,340 that tall, thin rectangle. 334 00:24:40,340 --> 00:24:43,256 Well, I've introduced the word area for the first time. 335 00:24:43,256 --> 00:24:47,940 It never showed up on the previous board. 336 00:24:47,940 --> 00:24:52,570 It's the extra insight that's coming today. 337 00:24:52,570 --> 00:24:58,680 Now over the second short period, I'm going to keep fix 338 00:24:58,680 --> 00:25:01,000 my speed at 1 1/2. 339 00:25:01,000 --> 00:25:10,540 1 1/2 times delta x, because my speed I'm setting at 1 1/2, 340 00:25:10,540 --> 00:25:14,980 and this is how long I go so this is a distance or a change 341 00:25:14,980 --> 00:25:17,450 in height, a change in y. 342 00:25:17,450 --> 00:25:18,820 And you see what's coming. 343 00:25:18,820 --> 00:25:23,740 The next one will be a 1 times the delta x, and the last will 344 00:25:23,740 --> 00:25:26,676 be 1/2 times the delta x. 345 00:25:30,020 --> 00:25:35,480 This is adding the way I did in the algebra. 346 00:25:35,480 --> 00:25:36,720 And what do I get? 347 00:25:36,720 --> 00:25:42,810 Well, this, again, is the area of that piece. 348 00:25:42,810 --> 00:25:46,310 This one is the area of that piece, this one is the area of 349 00:25:46,310 --> 00:25:46,950 that piece. 350 00:25:46,950 --> 00:25:55,200 I get an overestimate because the true slopes dropped a 351 00:25:55,200 --> 00:25:56,670 little within each piece. 352 00:25:59,510 --> 00:26:05,440 I get some quantity which I can figure out, but it's not 353 00:26:05,440 --> 00:26:06,110 the right answer. 354 00:26:06,110 --> 00:26:07,380 It's not the final answer. 355 00:26:07,380 --> 00:26:11,910 And what is now the main step to get there? 356 00:26:11,910 --> 00:26:16,790 Chop delta x into half, you could say. 357 00:26:16,790 --> 00:26:20,150 Why not cut it in half? 358 00:26:20,150 --> 00:26:22,450 Now I'll have a different picture. 359 00:26:22,450 --> 00:26:24,790 Can you see what this picture is doing? 360 00:26:24,790 --> 00:26:32,770 Now over the first little half of the old step I am up here, 361 00:26:32,770 --> 00:26:34,220 but then I drop to here. 362 00:26:41,100 --> 00:26:43,060 Can I do this with an eraser? 363 00:26:43,060 --> 00:26:47,755 A little bit got chopped away, a little bit got chopped away. 364 00:26:47,755 --> 00:26:49,005 Where has it gone? 365 00:26:52,030 --> 00:26:58,790 I'm going to have this zig zag. 366 00:26:58,790 --> 00:27:00,040 That wasn't too bad. 367 00:27:09,880 --> 00:27:15,680 I'm replacing that with a sum of eight pieces, because delta 368 00:27:15,680 --> 00:27:17,190 x is now down to 1/8. 369 00:27:20,410 --> 00:27:24,090 This is what we said about that sum. 370 00:27:24,090 --> 00:27:29,690 That sum has got more and more terms because it has a term 371 00:27:29,690 --> 00:27:36,860 for every little delta x, and the size of that term is about 372 00:27:36,860 --> 00:27:39,660 like delta x multiplied by an s. 373 00:27:39,660 --> 00:27:47,030 So what I getting in the limit is a kind of running sum, a 374 00:27:47,030 --> 00:27:50,980 running counter, a mileage meter, a trip mileage, that's 375 00:27:50,980 --> 00:27:54,160 adding up distance based on speed. 376 00:27:58,432 --> 00:28:04,870 Do you see what I'm getting in the graph picture? 377 00:28:04,870 --> 00:28:09,790 What happens to the shaded part as delta x gets smaller 378 00:28:09,790 --> 00:28:11,400 and smaller? 379 00:28:11,400 --> 00:28:19,940 This shaded part is going to be the curve. 380 00:28:19,940 --> 00:28:26,310 These little long pieces are going to get reduced, reduced, 381 00:28:26,310 --> 00:28:31,740 reduced, and in the end the total height at 382 00:28:31,740 --> 00:28:34,680 1 is going to be-- 383 00:28:34,680 --> 00:28:36,800 ta-da, this is the moment-- 384 00:28:36,800 --> 00:28:42,160 the area under the slope curve. 385 00:28:42,160 --> 00:28:49,750 This y turns out to be the area under the s 386 00:28:49,750 --> 00:28:54,340 of x curve, or y. 387 00:28:54,340 --> 00:28:57,640 So at x equal 1, what is it? 388 00:28:57,640 --> 00:28:59,860 What's the area out to 1? 389 00:28:59,860 --> 00:29:03,260 Well, we've got a triangle there. 390 00:29:03,260 --> 00:29:07,735 Its base is 1, its height is 2. 391 00:29:07,735 --> 00:29:10,870 The area of a triangle is 1/2 the base times the height, so 392 00:29:10,870 --> 00:29:12,530 I have 1/2 times 1 times 2. 393 00:29:12,530 --> 00:29:13,780 I've got 1. 394 00:29:18,150 --> 00:29:20,610 The area at the end is 1. 395 00:29:20,610 --> 00:29:21,942 But-- 396 00:29:21,942 --> 00:29:23,250 well, I shouldn't say but. 397 00:29:23,250 --> 00:29:31,960 I should let you applaud first. What if I only went 398 00:29:31,960 --> 00:29:33,210 that far, halfway? 399 00:29:35,960 --> 00:29:41,830 What if that was s end? 400 00:29:41,830 --> 00:29:46,750 What if I want to know what is y at x equal 1/2? 401 00:29:46,750 --> 00:29:50,720 Then it'll be of course, just the area up to that point. 402 00:29:50,720 --> 00:29:56,590 Can I remove this part of the picture for a moment? 403 00:29:56,590 --> 00:29:59,050 I'm always looking at area. 404 00:29:59,050 --> 00:30:02,440 And the area of that, do we know what that area would be? 405 00:30:02,440 --> 00:30:06,140 It's not a triangle anymore, it's some kind of a trapezoid. 406 00:30:06,140 --> 00:30:13,270 As delta x goes to 0, I'm going to get the correct area, 407 00:30:13,270 --> 00:30:15,820 which will be what? 408 00:30:15,820 --> 00:30:21,250 Let's see, I have 1/2 as the base and the average height is 409 00:30:21,250 --> 00:30:22,700 about 1 1/2. 410 00:30:22,700 --> 00:30:24,490 Can I do that little calculation? 411 00:30:24,490 --> 00:30:30,760 The base is 1/2 and the average height is 1 1/2. 412 00:30:30,760 --> 00:30:32,800 I think I get 3/4. 413 00:30:32,800 --> 00:30:37,110 So halfway along, it's got up to 3/4. 414 00:30:37,110 --> 00:30:38,020 Where is 3/4? 415 00:30:38,020 --> 00:30:43,430 So this is 1, this is 3/4, this is 1/2, this is 1/4. 416 00:30:46,500 --> 00:30:48,550 So at 1, it's at 3/4. 417 00:30:53,680 --> 00:30:57,180 Halfway along, its at 3/4. 418 00:30:57,180 --> 00:31:03,640 I would like to know that graph now. 419 00:31:03,640 --> 00:31:07,960 I'm ready to jump to the limit. 420 00:31:07,960 --> 00:31:13,230 Let me do it the way I said at the very start of the lecture. 421 00:31:13,230 --> 00:31:16,370 Let me take this and try to guess. 422 00:31:16,370 --> 00:31:18,320 So, I'm taking a shortcut. 423 00:31:18,320 --> 00:31:23,210 Because do we go through this horrible process every time we 424 00:31:23,210 --> 00:31:24,150 want to do an integral? 425 00:31:24,150 --> 00:31:26,150 Of course we don't. 426 00:31:26,150 --> 00:31:32,470 The best way is, can we find a y function, a function, one, 427 00:31:32,470 --> 00:31:35,220 that has that derivative? 428 00:31:35,220 --> 00:31:38,010 Let's just try it. 429 00:31:38,010 --> 00:31:40,130 I'm allowed to take it in two pieces, that's a 430 00:31:40,130 --> 00:31:42,000 very valuable fact. 431 00:31:42,000 --> 00:31:46,720 So what has the derivative 2? 432 00:31:46,720 --> 00:31:49,730 If the slope is 2, what's the function? 433 00:31:49,730 --> 00:31:52,850 If the speed is 2, what's the distance? 434 00:31:52,850 --> 00:32:01,420 It's constant speed, 2, times the total distance. 435 00:32:01,420 --> 00:32:06,770 The slope of the 2x line is 2, clearly. 436 00:32:06,770 --> 00:32:08,460 What about the 2x? 437 00:32:11,190 --> 00:32:14,120 Which function has the slope 2x? 438 00:32:14,120 --> 00:32:16,360 Well, we saw it over here. 439 00:32:16,360 --> 00:32:23,330 The function that has the slope 2x is x squared, because 440 00:32:23,330 --> 00:32:26,685 when I take the slope of x squared, the 2 comes down. 441 00:32:29,850 --> 00:32:33,130 The 2 shows up, I have one smaller power, x 442 00:32:33,130 --> 00:32:34,230 to the first power. 443 00:32:34,230 --> 00:32:41,830 This is the correct y, and I hope that my graph gets those 444 00:32:41,830 --> 00:32:42,940 points right. 445 00:32:42,940 --> 00:32:48,020 At x equal to 1, this is 2 minus 1, this is the 446 00:32:48,020 --> 00:32:51,190 correct height, 1. 447 00:32:51,190 --> 00:32:57,270 At x equal to 1/2, all right, here is the moment of truth. 448 00:32:57,270 --> 00:33:04,860 Now set x equal to 1/2, and what do you get for this y? 449 00:33:04,860 --> 00:33:08,580 You get 2 times 1/2-- that's 1-- 450 00:33:08,580 --> 00:33:14,336 minus 1/2 squared, 1/4. 451 00:33:14,336 --> 00:33:16,080 Hey, miracle. 452 00:33:16,080 --> 00:33:18,360 3/4. 453 00:33:18,360 --> 00:33:24,100 This area I figured to be 3/4 and this 454 00:33:24,100 --> 00:33:27,370 approach also gave 3/4. 455 00:33:27,370 --> 00:33:30,470 Either way, multiplying those is 3/4, 456 00:33:30,470 --> 00:33:33,810 subtracting those is 3/4. 457 00:33:33,810 --> 00:33:37,080 What does my graph look like? 458 00:33:37,080 --> 00:33:38,850 What does the graph of that look like? 459 00:33:45,320 --> 00:33:46,740 What's the slope at the start? 460 00:33:46,740 --> 00:33:50,000 The slope at the start is s at the start. 461 00:33:50,000 --> 00:33:53,040 And s at the start, when x is 0, the slope is 2. 462 00:33:53,040 --> 00:33:56,340 So it starts out with a slope of 2. 463 00:33:56,340 --> 00:34:04,370 But it's slowing down, it's a little bit like this one where 464 00:34:04,370 --> 00:34:08,260 the car was slowing down, we're not picking up distance 465 00:34:08,260 --> 00:34:11,080 so quickly, we're not picking up height so quickly. 466 00:34:11,080 --> 00:34:13,429 But we're still going forward, we're still 467 00:34:13,429 --> 00:34:14,880 picking up some height. 468 00:34:14,880 --> 00:34:20,260 So it starts with a slope of 2, bends around to there, and 469 00:34:20,260 --> 00:34:22,350 I guess maybe that is-- 470 00:34:22,350 --> 00:34:23,909 yes. 471 00:34:23,909 --> 00:34:26,760 That picture is almost good, but not great. 472 00:34:30,469 --> 00:34:35,760 So the slope is 2 and there. 473 00:34:35,760 --> 00:34:39,040 And what is the slope at this point? 474 00:34:39,040 --> 00:34:42,760 You can't tell from my picture, which isn't perfect. 475 00:34:42,760 --> 00:34:44,520 The slope, I'm told what it is. 476 00:34:44,520 --> 00:34:47,650 When x is 1, the slope is 2 minus 2. 477 00:34:47,650 --> 00:34:49,600 Slope 0. 478 00:34:49,600 --> 00:34:50,409 The slope is 0. 479 00:34:50,409 --> 00:34:53,909 We're not picking up any more height, any more area. 480 00:34:53,909 --> 00:34:56,780 And of course, that's right. 481 00:34:56,780 --> 00:35:01,500 At this point, we're not picking up more area. 482 00:35:01,500 --> 00:35:06,400 If I continue beyond here, we're losing area because 483 00:35:06,400 --> 00:35:11,820 below the axis, I'll count as negative area just because if 484 00:35:11,820 --> 00:35:15,500 it was speed, I'd be going backwards. 485 00:35:15,500 --> 00:35:16,730 That's what will happen here. 486 00:35:16,730 --> 00:35:17,980 I'll start down. 487 00:35:20,610 --> 00:35:23,710 If that continued, this would still be the 488 00:35:23,710 --> 00:35:26,290 correct thing to graph. 489 00:35:26,290 --> 00:35:30,750 If I do graph it, that's actually the top at x equal 1, 490 00:35:30,750 --> 00:35:34,460 and then it starts down and probably by, I don't know 491 00:35:34,460 --> 00:35:39,090 where, x equal something, maybe by x equal 2. 492 00:35:39,090 --> 00:35:40,230 Oh yeah, you can see. 493 00:35:40,230 --> 00:35:44,760 By x equal to 2, it's got down to 0 again. 494 00:35:44,760 --> 00:35:51,750 When x is 2, this is now 0 and you can see that when x is 2, 495 00:35:51,750 --> 00:35:55,860 we'll have the bad area-- 496 00:35:55,860 --> 00:35:58,590 the car going backwards-- 497 00:35:58,590 --> 00:36:02,030 will be identical to the forward area. 498 00:36:02,030 --> 00:36:06,655 The total area is 0, and I'll be at this point when x is 2. 499 00:36:10,840 --> 00:36:12,235 Let me just recap a moment. 500 00:36:14,760 --> 00:36:17,240 Today was about going from function two 501 00:36:17,240 --> 00:36:19,940 back to function one. 502 00:36:19,940 --> 00:36:23,020 The quickest way to do it is to find a function one that 503 00:36:23,020 --> 00:36:26,710 gives that function two and then you're in. 504 00:36:26,710 --> 00:36:30,080 But if you can't do that or if you want to understand what 505 00:36:30,080 --> 00:36:35,410 the real, behind it, limiting process is, it's like the 506 00:36:35,410 --> 00:36:43,060 algebra but it's this expression here that's 507 00:36:43,060 --> 00:36:45,900 concealing so much mathematics. 508 00:36:45,900 --> 00:36:50,710 Delta x going to 0, these ratios going to the actual 509 00:36:50,710 --> 00:36:57,430 function, and the delta x I replaced by the symbol dx, 510 00:36:57,430 --> 00:37:01,200 indicating an infinitesimal. 511 00:37:01,200 --> 00:37:01,930 We'll see it more. 512 00:37:01,930 --> 00:37:03,105 Thank you. 513 00:37:03,105 --> 00:37:05,350 NARRATOR: This has been a production of MIT 514 00:37:05,350 --> 00:37:07,740 OpenCourseWare and Gilbert Strang. 515 00:37:07,740 --> 00:37:10,010 Funding for this video was provided by the Lord 516 00:37:10,010 --> 00:37:11,230 Foundation. 517 00:37:11,230 --> 00:37:14,360 To help OCW continue to provide free and open access 518 00:37:14,360 --> 00:37:17,440 to MIT courses, please make a donation at 519 00:37:17,440 --> 00:37:19,000 ocw.mit.edu/donate.