1 00:00:00,000 --> 00:00:01,940 ANNOUNCER 1: The following content is provided under a 2 00:00:01,940 --> 00:00:03,690 Creative Commons license. 3 00:00:03,690 --> 00:00:06,630 Your support will help MIT OpenCourseWare continue to 4 00:00:06,630 --> 00:00:09,990 offer high quality educational resources for free. 5 00:00:09,990 --> 00:00:12,830 To make a donation or to view additional materials from 6 00:00:12,830 --> 00:00:15,300 hundreds of MIT courses, visit mitopencourseware@ocw.mit.edu. 7 00:00:32,240 --> 00:00:33,500 PROFESSOR: Hi. 8 00:00:33,500 --> 00:00:35,960 Today we're going to study something called the 9 00:00:35,960 --> 00:00:37,760 hyperbolic functions. 10 00:00:37,760 --> 00:00:43,220 And in a sense, we're going to show that in a very major way, 11 00:00:43,220 --> 00:00:47,170 the study of the hyperbolic functions mimics the study of 12 00:00:47,170 --> 00:00:49,350 the circular functions. 13 00:00:49,350 --> 00:00:53,160 And so in a sense, what we will do is parrot much of what 14 00:00:53,160 --> 00:00:55,640 we did for circular functions to wind up with 15 00:00:55,640 --> 00:00:57,650 our hyperbolic functions. 16 00:00:57,650 --> 00:01:00,800 Since the basic difference between a hyperbola and a 17 00:01:00,800 --> 00:01:05,010 circle is a sign, namely 'x squared' plus 'y squared' 18 00:01:05,010 --> 00:01:08,420 equals 1 versus, say, 'x squared' minus 'y squared' 19 00:01:08,420 --> 00:01:11,140 equals 1, I've entitled today's lesson, 'What a 20 00:01:11,140 --> 00:01:13,130 difference a sign makes'. 21 00:01:13,130 --> 00:01:16,980 Now, by way of brief review, recall that the circular 22 00:01:16,980 --> 00:01:20,470 functions originated as follows: we said consider the 23 00:01:20,470 --> 00:01:23,050 circle whose equation is 'x squared' plus 'y 24 00:01:23,050 --> 00:01:24,510 squared' equals 1. 25 00:01:24,510 --> 00:01:27,690 That's a circle over here. 26 00:01:27,690 --> 00:01:30,940 Then what we did was picking this as a starting point, and 27 00:01:30,940 --> 00:01:36,390 taking any length, 't', we wrap 't' around the circle. 28 00:01:36,390 --> 00:01:40,890 When the length, 't', terminated at point, 'p', we 29 00:01:40,890 --> 00:01:42,340 defined what? 30 00:01:42,340 --> 00:01:48,420 Cosine 't' to equal 'x' and sine 't' to equal 'y'. 31 00:01:48,420 --> 00:01:51,170 That was basically the geometric interpretation of 32 00:01:51,170 --> 00:01:55,010 the circular functions, after which we showed that there was 33 00:01:55,010 --> 00:01:57,480 a physical meaning to this as well. 34 00:01:57,480 --> 00:02:00,460 Now you see what we'd like to do is the same thing only 35 00:02:00,460 --> 00:02:02,430 which regard now to what I would call 36 00:02:02,430 --> 00:02:03,890 the hyperbolic functions. 37 00:02:03,890 --> 00:02:07,140 And you may recall that in our lecture on circular functions, 38 00:02:07,140 --> 00:02:09,630 I mentioned the hyperbola very briefly. 39 00:02:09,630 --> 00:02:12,870 Now I'd like to go back to the hyperbola in somewhat more 40 00:02:12,870 --> 00:02:18,020 detail, namely we now look at the equation 'x squared' minus 41 00:02:18,020 --> 00:02:19,110 'y squared' equals 1. 42 00:02:19,110 --> 00:02:21,070 See just to change of sign over here. 43 00:02:21,070 --> 00:02:23,180 The graph of 'x squared' minus 'y squared' 44 00:02:23,180 --> 00:02:26,130 equals 1 is the hyperbola. 45 00:02:26,130 --> 00:02:31,920 And by the way, notice already one significant change when we 46 00:02:31,920 --> 00:02:33,360 change the sign here. 47 00:02:33,360 --> 00:02:35,790 Notice that in the case of 'x squared' plus 'y squared' 48 00:02:35,790 --> 00:02:40,560 equals 1, our curve essentially came in one piece. 49 00:02:40,560 --> 00:02:44,910 Now you see our curve has two different branches. 50 00:02:44,910 --> 00:02:48,430 And for the sake of uniformity, for the sake of 51 00:02:48,430 --> 00:02:51,390 well-definedness, let's pick the branch that we will deal 52 00:02:51,390 --> 00:02:54,650 with to be the positive branch, meaning the branch 53 00:02:54,650 --> 00:02:57,010 that's to the right of the y-axis. 54 00:02:57,010 --> 00:03:00,150 To mimic precisely what we did in the case of the circular 55 00:03:00,150 --> 00:03:02,530 functions, what we do now is what? 56 00:03:02,530 --> 00:03:08,100 Given any length, 't', we start at 's', mark 't' off 57 00:03:08,100 --> 00:03:12,310 along the upper branch of this double-valued 58 00:03:12,310 --> 00:03:14,170 curve if 't' is positive. 59 00:03:14,170 --> 00:03:17,240 Mark it off along the lower branch if 't' is negative. 60 00:03:17,240 --> 00:03:20,730 Wherever 't' terminates, we call that point 'p'. 61 00:03:20,730 --> 00:03:23,710 And then to complete our analogy with the circular 62 00:03:23,710 --> 00:03:27,900 functions, we define the x-coordinate of 'p' to be the 63 00:03:27,900 --> 00:03:33,260 hyperbolic cosine written C-O-S-H and pronounced cosh. 64 00:03:33,260 --> 00:03:35,220 'Cosh t' is 'x'. 65 00:03:35,220 --> 00:03:39,120 And the hyperbolic sine is the y-coordinate of 'p'. 66 00:03:39,120 --> 00:03:42,440 And that's written S-I-N with an h, hyperbolic sine 67 00:03:42,440 --> 00:03:44,030 pronounced cinch. 68 00:03:44,030 --> 00:03:47,030 In other words, 'cosh t' is the x-coordinate of 'p'. 69 00:03:47,030 --> 00:03:50,380 'Sinh t' is the y-coordinate of 'p'. 70 00:03:50,380 --> 00:03:53,250 And the same way that 'x squared' plus 'y squared' 71 00:03:53,250 --> 00:03:57,350 equals 1 gave us the circular identity that 'sine squared t' 72 00:03:57,350 --> 00:04:02,480 plus 'cosine squared t' is 1, the fact that 'x squared' 73 00:04:02,480 --> 00:04:06,560 minus 'y squared' is 1 gives us the hyperbolic identity 74 00:04:06,560 --> 00:04:11,410 that 'cosh squared t' minus 'sinh squared t' is 1. 75 00:04:11,410 --> 00:04:14,130 So again, notice great similarities, great 76 00:04:14,130 --> 00:04:15,460 differences. 77 00:04:15,460 --> 00:04:19,519 I'd like to make just a brief aside to point out how in one 78 00:04:19,519 --> 00:04:23,980 sense this difference isn't too significant. 79 00:04:23,980 --> 00:04:27,710 Yet in another sense, it's very significant. 80 00:04:27,710 --> 00:04:30,370 Notice the following: if you look at the equation, 'x 81 00:04:30,370 --> 00:04:34,830 squared' minus 'y squared' equals 1, and if I can draw on 82 00:04:34,830 --> 00:04:38,420 your previous knowledge of the square root of minus 1 just 83 00:04:38,420 --> 00:04:40,530 for a moment for sake of illustration. 84 00:04:40,530 --> 00:04:43,070 If we think of 'i' as being a number whose square is minus 85 00:04:43,070 --> 00:04:46,210 1, noticed another way of writing 'x squared' minus 'y 86 00:04:46,210 --> 00:04:49,430 squared' is to write 'x squared' plus 87 00:04:49,430 --> 00:04:51,120 the number 'iy squared'. 88 00:04:51,120 --> 00:04:54,290 You see 'i squared' is minus 1. 'y squared' is 'y squared'. 89 00:04:54,290 --> 00:04:56,600 This is just another way of saying 'x squared' minus 'y 90 00:04:56,600 --> 00:04:57,980 squared' is 1. 91 00:04:57,980 --> 00:04:59,760 Again, it's not that crucial. 92 00:04:59,760 --> 00:05:03,710 But because much later in the course when we study complex 93 00:05:03,710 --> 00:05:07,520 numbers, there is going to be a rather nice identification 94 00:05:07,520 --> 00:05:11,580 between hyperbolic functions and circular functions as a 95 00:05:11,580 --> 00:05:13,680 prelude of things to come. 96 00:05:13,680 --> 00:05:16,740 Notice that what we're saying is if you plot 'x squared' 97 00:05:16,740 --> 00:05:21,280 minus 'y squared' equals 1, if you plot that in the xy- 98 00:05:21,280 --> 00:05:26,010 plane, you get the hyperbola that we talked about. 99 00:05:26,010 --> 00:05:30,280 On the other hand, if you change the name of the y-axis 100 00:05:30,280 --> 00:05:34,300 to the iy-axis, notice that with respect to this type of 101 00:05:34,300 --> 00:05:38,520 coordinate system, the graph would be a circle. 102 00:05:38,520 --> 00:05:42,120 Again, just an aside to show you structurally a connection 103 00:05:42,120 --> 00:05:46,510 between circles and hyperbolas in terms of complex numbers. 104 00:05:46,510 --> 00:05:49,660 In that way, these things out fairly similar. 105 00:05:49,660 --> 00:05:52,600 Now to show you how different a sign change is, I thought 106 00:05:52,600 --> 00:05:55,660 you might be interested in the following little device. 107 00:05:55,660 --> 00:05:59,580 Take any two numbers, 'a' and 'b', no matter how different, 108 00:05:59,580 --> 00:06:02,520 and form two numbers, one of which is half the 109 00:06:02,520 --> 00:06:04,110 sum of 'a' and 'b'. 110 00:06:04,110 --> 00:06:07,750 And the other is half the difference of 'a' and 'b'. 111 00:06:07,750 --> 00:06:11,790 It's a trivial verification to show that the sum of 'x' and 112 00:06:11,790 --> 00:06:13,340 'y' is 'a'. 113 00:06:13,340 --> 00:06:16,210 And the difference 'x - y' is 'b'. 114 00:06:16,210 --> 00:06:19,200 In other words, no matter how different 'a' and 'b' are, we 115 00:06:19,200 --> 00:06:23,330 can always find two numbers, 'x' and 'y', such that just by 116 00:06:23,330 --> 00:06:26,910 changing the sign, namely if we add the pair of numbers, we 117 00:06:26,910 --> 00:06:28,040 get one of the numbers. 118 00:06:28,040 --> 00:06:30,070 If we subtract them, we get the other. 119 00:06:30,070 --> 00:06:32,430 Just to make this a little bit more vivid, suppose, for 120 00:06:32,430 --> 00:06:35,320 example, 'a' happens to be 1,000. 121 00:06:35,320 --> 00:06:37,750 And suppose 'b' happens to be 4. 122 00:06:37,750 --> 00:06:40,080 Now there's no danger of confusing these two numbers. 123 00:06:40,080 --> 00:06:41,030 They're quite different. 124 00:06:41,030 --> 00:06:47,860 On the other hand, notice that half the sum is 502, and half 125 00:06:47,860 --> 00:06:52,160 the difference is 498. 126 00:06:52,160 --> 00:06:55,910 You see if I add these two numbers I get 1,000. 127 00:06:55,910 --> 00:06:57,800 If I subtract them I get 4. 128 00:06:57,800 --> 00:07:00,570 And therefore, notice that just by changing the sign 129 00:07:00,570 --> 00:07:05,960 here, I can effectively create a change from 4 to 1,000. 130 00:07:05,960 --> 00:07:08,200 I just mentioned that to show why these people who say 131 00:07:08,200 --> 00:07:11,690 things like, all I was, was off by a sign, that making a 132 00:07:11,690 --> 00:07:15,000 sign mistake is very, very crucial, especially if the 133 00:07:15,000 --> 00:07:18,550 answer later on has to be added on to something else. 134 00:07:18,550 --> 00:07:21,820 But any rate, I didn't even have to give this example. 135 00:07:21,820 --> 00:07:23,460 Except that I thought it was a cute little 136 00:07:23,460 --> 00:07:24,800 aside for you to notice. 137 00:07:24,800 --> 00:07:28,030 From a more practical point of view, if we just go back to 138 00:07:28,030 --> 00:07:30,660 these two graphs that we've drawn, notice that just 139 00:07:30,660 --> 00:07:35,030 changing the plus sign to a minus sign radically changed 140 00:07:35,030 --> 00:07:38,680 the shape of the curve that we were talking about. 141 00:07:38,680 --> 00:07:40,130 So at any rate then, this gives us 142 00:07:40,130 --> 00:07:41,530 the hyperbolic functions. 143 00:07:41,530 --> 00:07:45,410 And a very natural question to raise at this time, is why the 144 00:07:45,410 --> 00:07:47,030 hyperbolic functions now? 145 00:07:47,030 --> 00:07:48,420 Why study them now? 146 00:07:48,420 --> 00:07:50,950 Why didn't we do it before? 147 00:07:50,950 --> 00:07:52,850 Why did we wait until we were dealing 148 00:07:52,850 --> 00:07:55,000 with exponential functions? 149 00:07:55,000 --> 00:07:57,800 The answer is that the exponential functions give us 150 00:07:57,800 --> 00:08:01,310 a very vivid way of reconstructing 151 00:08:01,310 --> 00:08:02,820 the hyperbolic functions. 152 00:08:02,820 --> 00:08:05,620 And the key lies in the following fact. 153 00:08:05,620 --> 00:08:10,290 It lies in the fact that the derivative of 'e' to the 'u' 154 00:08:10,290 --> 00:08:14,360 with respect to 'x' is 'e' to the 'u' times 'du/dx'. 155 00:08:14,360 --> 00:08:19,790 In particular, if I take the derivative of 'e' to the 't' 156 00:08:19,790 --> 00:08:22,550 with respect to 't', I get 'e' to the 't'. 157 00:08:22,550 --> 00:08:25,520 If I take the derivative of 'e' to the minus 't' with 158 00:08:25,520 --> 00:08:27,460 respect to 't', I get what? 159 00:08:27,460 --> 00:08:30,710 'e' to the minus 't' times the derivative of minus 't' with 160 00:08:30,710 --> 00:08:31,780 respect to 't'. 161 00:08:31,780 --> 00:08:33,159 That's minus 1. 162 00:08:33,159 --> 00:08:36,080 So the derivative of 'e' to the minus 't' is minus 'e' to 163 00:08:36,080 --> 00:08:37,340 the minus 't'. 164 00:08:37,340 --> 00:08:39,990 Well what does this have to do with anything? 165 00:08:39,990 --> 00:08:44,610 Notice that if I now construct a new function, 'e' to the 't' 166 00:08:44,610 --> 00:08:48,490 plus 'e' to the minus 't', since the derivative of a sum 167 00:08:48,490 --> 00:08:51,360 is the sum of derivatives, notice that this result here 168 00:08:51,360 --> 00:08:54,160 tells me that the derivative of 'e' to the 't' plus 'e' to 169 00:08:54,160 --> 00:08:58,410 the minus 't' with respect to 't' is 'e' to the 't' minus 170 00:08:58,410 --> 00:09:01,260 'e' to the minus 't'. 171 00:09:01,260 --> 00:09:03,740 Now let me do this operation once again. 172 00:09:03,740 --> 00:09:07,550 Suppose I now take 'e' to the 't' minus 'e' to the minus 't' 173 00:09:07,550 --> 00:09:09,890 and I differentiate that with respect to 't'. 174 00:09:09,890 --> 00:09:12,400 Well, the derivative 'e' to the 't' gives me 175 00:09:12,400 --> 00:09:13,760 'e' to the 't' again. 176 00:09:13,760 --> 00:09:16,540 The derivative of 'e' to the minus 't' is minus 'e' 177 00:09:16,540 --> 00:09:17,750 to the minus 't'. 178 00:09:17,750 --> 00:09:19,820 Minus times minus is plus. 179 00:09:19,820 --> 00:09:23,040 So observe that if I differentiate 'e' to the 't' 180 00:09:23,040 --> 00:09:27,700 minus 'e' to the minus 't', I come back to 'e' to the 't' 181 00:09:27,700 --> 00:09:29,770 plus 'e' to the minus 't'. 182 00:09:29,770 --> 00:09:33,640 Notice already how this starts to behave, at least a little 183 00:09:33,640 --> 00:09:37,670 bit, like our friends sine and cosine, except again, for a 184 00:09:37,670 --> 00:09:42,430 little change in sign, namely if I give this function here a 185 00:09:42,430 --> 00:09:43,560 special name. 186 00:09:43,560 --> 00:09:47,780 And to make it suggestive, I'm going to call it 'c of t'. 187 00:09:47,780 --> 00:09:49,750 'c' sort of to indicate cosine. 188 00:09:49,750 --> 00:09:51,090 But I don't want to write cosine 189 00:09:51,090 --> 00:09:52,330 because it's not a cosine. 190 00:09:52,330 --> 00:09:55,390 Let me just call this function here 'c of t' and its 191 00:09:55,390 --> 00:10:00,150 companion, as you may guess, I will call 's of t'. 192 00:10:00,150 --> 00:10:03,720 'c of t' is 'e' to the 't' plus 'e' to the minus 't'. 193 00:10:03,720 --> 00:10:08,610 's of t' is 'e' to the 't' minus 'e' to the minus 't'. 194 00:10:08,610 --> 00:10:11,400 This pair of functions has the property that what? 195 00:10:11,400 --> 00:10:14,840 The derivative of one of them is always the other, which is 196 00:10:14,840 --> 00:10:17,260 not quite what sine and cosine did. 197 00:10:17,260 --> 00:10:20,850 Remember if you differentiated the sine, you got the cosine. 198 00:10:20,850 --> 00:10:23,490 But if you differentiated the cosine, you 199 00:10:23,490 --> 00:10:24,630 didn't get the sine. 200 00:10:24,630 --> 00:10:26,640 You got minus the sine. 201 00:10:26,640 --> 00:10:29,710 So you see, again, a similarity, but not exactly 202 00:10:29,710 --> 00:10:30,950 the same thing. 203 00:10:30,950 --> 00:10:34,820 Nonetheless we get a little bit suspicious about this. 204 00:10:34,820 --> 00:10:37,170 We see that the derivative of 'c' is 's', the derivative of 205 00:10:37,170 --> 00:10:37,950 's' is 'c'. 206 00:10:37,950 --> 00:10:41,450 We remember that there was a basic identity involving sine 207 00:10:41,450 --> 00:10:43,430 squared plus cosine squared. 208 00:10:43,430 --> 00:10:46,350 We might get the premonition that maybe there's some 209 00:10:46,350 --> 00:10:50,200 relationship between 's squared' and 'c squared'. 210 00:10:50,200 --> 00:10:52,820 And one of the best ways of checking out a premonition is 211 00:10:52,820 --> 00:10:53,660 to just check it out. 212 00:10:53,660 --> 00:10:55,350 I mean let's just see what happens. 213 00:10:55,350 --> 00:10:57,830 In other words, starting with this definition of 'c'-- 214 00:10:57,830 --> 00:10:59,080 this is a binomial-- 215 00:10:59,080 --> 00:11:00,350 let's square it. 216 00:11:00,350 --> 00:11:01,690 You see if we square it, it's what? 217 00:11:01,690 --> 00:11:05,120 It's 'e' to the '2t', the first term squared, plus twice 218 00:11:05,120 --> 00:11:06,820 the product of these two terms. 219 00:11:06,820 --> 00:11:09,710 But 'e' to the 't' times 'e' to the minus 't' is 'e' to the 220 00:11:09,710 --> 00:11:15,120 0, which is 1, plus 'e' to the minus 't squared', which is 221 00:11:15,120 --> 00:11:16,890 'e' to the minus '2t'. 222 00:11:16,890 --> 00:11:19,570 In other words, putting this all together, the square of 223 00:11:19,570 --> 00:11:23,990 'c' is 'e' to the '2t' plus twice 1, which is 2, plus 'e' 224 00:11:23,990 --> 00:11:26,070 to the minus '2t'. 225 00:11:26,070 --> 00:11:30,450 Similarly, when we square 's', we get exactly the same thing 226 00:11:30,450 --> 00:11:32,930 only with a minus 2 as the middle term 227 00:11:32,930 --> 00:11:36,150 rather than a plus 2. 228 00:11:36,150 --> 00:11:38,570 Well now we look at 'c squared' and 's squared'. 229 00:11:38,570 --> 00:11:41,990 And just by looking at this expression, any hope that 'c 230 00:11:41,990 --> 00:11:44,220 squared' plus 's squared' will give us a nice 231 00:11:44,220 --> 00:11:45,660 identity should vanish. 232 00:11:45,660 --> 00:11:48,780 Because you see, if you add these, you're going to get an 233 00:11:48,780 --> 00:11:50,610 'e' to the '2t' term in here, in fact, 234 00:11:50,610 --> 00:11:51,980 twice 'e' to the '2t'. 235 00:11:51,980 --> 00:11:54,450 Here you'll get twice 'e' to the minus '2t'. 236 00:11:54,450 --> 00:11:57,090 And only the 2 and the minus 2 will drop out. 237 00:11:57,090 --> 00:12:01,440 On the other hand, should you elect to subtract 's squared' 238 00:12:01,440 --> 00:12:05,100 from 'c squared', the 'e' to the '2t' terms cancel, the 'e' 239 00:12:05,100 --> 00:12:07,800 to the minus '2t' term cancels, and we 240 00:12:07,800 --> 00:12:09,360 wind up with what? 241 00:12:09,360 --> 00:12:14,020 'c squared' minus 's squared' is identically 4. 242 00:12:14,020 --> 00:12:16,780 And by the way, notice up to this point, no 243 00:12:16,780 --> 00:12:18,770 use of the word hyperbola. 244 00:12:18,770 --> 00:12:20,210 OK? 245 00:12:20,210 --> 00:12:23,220 However, if you think of the so-called unit hyperbola, the 246 00:12:23,220 --> 00:12:26,570 one for which 'x squared' minus 'y squared' is 1, notice 247 00:12:26,570 --> 00:12:29,900 that 'c squared' minus 's squared' equals 4 248 00:12:29,900 --> 00:12:32,010 almost has that form. 249 00:12:32,010 --> 00:12:33,270 Well it has the form. 250 00:12:33,270 --> 00:12:36,590 All that's spoiling it is the 4 on the side. 251 00:12:36,590 --> 00:12:38,135 Now you could pretend the 4 was a 1. 252 00:12:38,135 --> 00:12:39,450 But that would be cheating. 253 00:12:39,450 --> 00:12:42,390 What we do instead is just divide both sides of this 254 00:12:42,390 --> 00:12:48,570 equation by 4, observing that 'c squared t' over 4 is just 255 00:12:48,570 --> 00:12:51,660 'c of t' over 2 squared. 256 00:12:51,660 --> 00:12:55,710 's squared t' over 4 is just 's of t' over 2 squared. 257 00:12:55,710 --> 00:12:59,150 In other words, dividing through by 4, this equation 258 00:12:59,150 --> 00:13:01,540 can be put into this form. 259 00:13:01,540 --> 00:13:06,780 And now you see we satisfy the basic hyperbolic identity of 260 00:13:06,780 --> 00:13:10,190 this squared minus this squared equals 1. 261 00:13:10,190 --> 00:13:13,200 By the way, since the c's and the s's may not seem familiar 262 00:13:13,200 --> 00:13:15,570 to us, what we can do is what? 263 00:13:15,570 --> 00:13:18,180 Go back to the basic definition. 264 00:13:18,180 --> 00:13:21,680 'c of t' meant 'e' to the 't' plus 'e' to the minus 't'. 265 00:13:21,680 --> 00:13:25,480 Therefore, half of 'c of t' is 'e' to the 't' plus 'e' to the 266 00:13:25,480 --> 00:13:27,410 minus 't' over 2. 267 00:13:27,410 --> 00:13:31,540 's of t' was 'e' to the 't' minus 'e' to the minus 't'. 268 00:13:31,540 --> 00:13:35,550 Therefore 's of t' over 2 is 'e' to the 't' minus 'e' to 269 00:13:35,550 --> 00:13:37,750 the minus 't' over 2. 270 00:13:37,750 --> 00:13:41,340 And again, the reason I bring this out, is it in most 271 00:13:41,340 --> 00:13:44,170 textbooks they simply define the hyperbolic 272 00:13:44,170 --> 00:13:45,560 functions this way. 273 00:13:45,560 --> 00:13:47,440 I find it a poor motivation. 274 00:13:47,440 --> 00:13:50,610 I don't find it easy to motivate where are the clear 275 00:13:50,610 --> 00:13:53,630 blue sky, you bring in a 2 in the denominator. 276 00:13:53,630 --> 00:13:57,400 All I want you to see in terms of motivating what's going on 277 00:13:57,400 --> 00:14:01,840 so far, is that if I just defined a function to be 'e of 278 00:14:01,840 --> 00:14:05,200 t' plus 'e' to the minus 't' and another one to be 'e of t' 279 00:14:05,200 --> 00:14:08,840 minus 'e' to the minus 't', I could have shown that the 280 00:14:08,840 --> 00:14:11,920 first squared minus the second squared was 4. 281 00:14:11,920 --> 00:14:14,930 And the motivation of putting the 2 in the denominator is 282 00:14:14,930 --> 00:14:18,350 for no greater reason than to help us satisfy the equation 283 00:14:18,350 --> 00:14:20,540 'x squared' minus 'y squared' equals 1. 284 00:14:20,540 --> 00:14:23,910 In fact, this is now the connection between what we 285 00:14:23,910 --> 00:14:26,910 were doing a few months ago and what we're doing now. 286 00:14:26,910 --> 00:14:32,680 Namely if I now call this 'cosh t' and I call this 'sinh 287 00:14:32,680 --> 00:14:36,930 t', do I get my basic hyperbola? 288 00:14:36,930 --> 00:14:41,070 Namely, suppose I take a curve whose equation is given 289 00:14:41,070 --> 00:14:45,575 parametrically by 'x' equal 'cosh t' and 'y' equal 'sinh 290 00:14:45,575 --> 00:14:52,930 t', where cosh and sinh are now defined as over here 291 00:14:52,930 --> 00:14:55,970 without any reference to the hyperbola, in the same way 292 00:14:55,970 --> 00:15:00,700 that we could define the circular functions in terms of 293 00:15:00,700 --> 00:15:03,130 calculus without having to appeal to the circle. 294 00:15:03,130 --> 00:15:06,090 What I'm saying is, suppose we had never mentioned the word 295 00:15:06,090 --> 00:15:08,110 hyperbolic function up to now. 296 00:15:08,110 --> 00:15:11,250 We've developed a function called 'cosh t', a function 297 00:15:11,250 --> 00:15:14,980 called 'sinh t' just from these two relationships here. 298 00:15:14,980 --> 00:15:19,530 If I eliminate the parameter 't' here, namely if I square 299 00:15:19,530 --> 00:15:24,840 both sides of each equation and subtract, I get 'x 300 00:15:24,840 --> 00:15:28,520 squared' minus 'y squared' is 'cosh squared t' minus 'sinh 301 00:15:28,520 --> 00:15:29,530 squared t'. 302 00:15:29,530 --> 00:15:31,400 But that I already say is 1. 303 00:15:31,400 --> 00:15:35,200 In other words, this parametrically gives us the 304 00:15:35,200 --> 00:15:38,790 hyperbola 'x squared' minus 'y squared' equals 1. 305 00:15:38,790 --> 00:15:41,520 By the way, let's make another observation. 306 00:15:41,520 --> 00:15:44,380 Notice that the exponential could never be negative. 307 00:15:44,380 --> 00:15:47,930 See 'e' to the minus 't' is 1 over 'e' to the 't', which is 308 00:15:47,930 --> 00:15:49,060 still positive. 309 00:15:49,060 --> 00:15:51,630 Notice that the cosh can never be negative. 310 00:15:51,630 --> 00:15:53,670 See, 'e' to the 't' is a positive number. 311 00:15:53,670 --> 00:15:56,390 'e' to the minus 't' is a positive number. 312 00:15:56,390 --> 00:16:00,040 Therefore, notice that in this particular relationship, not 313 00:16:00,040 --> 00:16:03,030 only is the curve given by 'x squared' minus 'y squared' 314 00:16:03,030 --> 00:16:07,240 equals 1, but since the cosh can never be negative, it's 315 00:16:07,240 --> 00:16:11,540 also characterized by 'x' is positive. 316 00:16:11,540 --> 00:16:14,160 And you see that tells us what? 317 00:16:14,160 --> 00:16:16,630 That what we're getting this way is not the entire 318 00:16:16,630 --> 00:16:20,830 hyperbola, but just the branch for which 'x' is positive, 319 00:16:20,830 --> 00:16:23,130 which is exactly what we were talking about 320 00:16:23,130 --> 00:16:24,390 earlier in the lesson. 321 00:16:27,090 --> 00:16:30,220 Again, I leave further details of this to the exercises. 322 00:16:30,220 --> 00:16:33,230 All I want to do in today's lesson is to get the flavor of 323 00:16:33,230 --> 00:16:35,640 what's going on, how we can invent the hyperbolic 324 00:16:35,640 --> 00:16:38,390 functions without reference to a hyperbola 325 00:16:38,390 --> 00:16:39,990 until we're all done. 326 00:16:39,990 --> 00:16:41,830 See, I hope you see this juxtaposition. 327 00:16:41,830 --> 00:16:42,930 We've done two things here. 328 00:16:42,930 --> 00:16:45,910 One is we've started with the hyperbola and showed how we 329 00:16:45,910 --> 00:16:47,530 could invent this construction. 330 00:16:47,530 --> 00:16:50,630 The other is we started with the exponential and showed how 331 00:16:50,630 --> 00:16:53,970 we could construct two functions of the exponential 332 00:16:53,970 --> 00:16:57,270 which had the property that they could be identified with 333 00:16:57,270 --> 00:16:59,750 the thing that was called the hyperbolic cosine and 334 00:16:59,750 --> 00:17:00,680 hyperbolic sine. 335 00:17:00,680 --> 00:17:03,260 In other words, we could take either of the two approaches 336 00:17:03,260 --> 00:17:04,450 and derive the other. 337 00:17:04,450 --> 00:17:07,670 But I don't want to put in all of those details here. 338 00:17:07,670 --> 00:17:08,510 OK? 339 00:17:08,510 --> 00:17:11,700 At any rate, to show you where calculus comes in, in terms of 340 00:17:11,700 --> 00:17:15,040 what I meant by saying that as far as this course is 341 00:17:15,040 --> 00:17:17,800 concerned, we have now finished the groundwork both 342 00:17:17,800 --> 00:17:20,339 with respect to differential and integral calculus. 343 00:17:20,339 --> 00:17:23,140 Suppose, for example, I now want to define 344 00:17:23,140 --> 00:17:24,810 the hyperbolic tangent. 345 00:17:24,810 --> 00:17:27,119 See y equals hyperbolic tangent 'x'. 346 00:17:27,119 --> 00:17:28,190 How could I do that? 347 00:17:28,190 --> 00:17:32,250 Well, I mimic the circular function definition. 348 00:17:32,250 --> 00:17:35,970 I say, OK, I will define the hyperbolic tangent to be the 349 00:17:35,970 --> 00:17:38,740 hyperbolic sine over the hyperbolic cosine. 350 00:17:38,740 --> 00:17:43,450 By the way, in the same way that one can show in terms of 351 00:17:43,450 --> 00:17:47,440 geometric constructions on the unit circle how one constructs 352 00:17:47,440 --> 00:17:51,080 the tangent and the cotangent and the cosecant and the 353 00:17:51,080 --> 00:17:54,770 secant, et cetera, once sine and cosine and given. 354 00:17:54,770 --> 00:17:58,560 It can also be shown that we can construct these things in 355 00:17:58,560 --> 00:18:01,070 terms of geometry from the hyperbola. 356 00:18:01,070 --> 00:18:03,680 But because that gets computationally involved, I've 357 00:18:03,680 --> 00:18:07,320 also saved those aspects for the exercises. 358 00:18:07,320 --> 00:18:10,440 I'm not going to worry about how you construct the 359 00:18:10,440 --> 00:18:13,020 hyperbolic tangent given the hyperbolic sine and the 360 00:18:13,020 --> 00:18:14,650 hyperbolic cosine right now. 361 00:18:14,650 --> 00:18:16,560 All I'm saying is suppose you've made up this 362 00:18:16,560 --> 00:18:17,460 definition. 363 00:18:17,460 --> 00:18:19,960 And now if somebody says gee, I would like to find the 364 00:18:19,960 --> 00:18:22,950 derivative of the hyperbolic tangent of 'x'. 365 00:18:22,950 --> 00:18:26,120 What I want to point out is that the recipes that we need 366 00:18:26,120 --> 00:18:28,540 are no different from anything we've had before. 367 00:18:28,540 --> 00:18:31,980 Namely, since the hyperbolic tangent of 'x' is 'sinh x' 368 00:18:31,980 --> 00:18:34,480 over 'cosh x', I use the same quotient 369 00:18:34,480 --> 00:18:36,380 rule as I used before. 370 00:18:36,380 --> 00:18:39,140 Namely, to differentiate the hyperbolic tangent, I 371 00:18:39,140 --> 00:18:40,650 differentiate this quotient. 372 00:18:40,650 --> 00:18:42,520 How do we differentiate a quotient? 373 00:18:42,520 --> 00:18:47,480 It's the denominator times the derivative of the numerator. 374 00:18:47,480 --> 00:18:49,430 Well the numerator is 'sinh x'. 375 00:18:49,430 --> 00:18:52,010 The derivative 'sinh x' is 'cosh x'. 376 00:18:52,010 --> 00:18:56,090 That gives me a 'cosh squared x' over here minus the 377 00:18:56,090 --> 00:19:00,990 numerator, which is 'sinh x' times the derivative of the 378 00:19:00,990 --> 00:19:01,830 denominator. 379 00:19:01,830 --> 00:19:05,580 Well the derivative of 'cosh x' is 'sinh x'-- 380 00:19:05,580 --> 00:19:07,280 that give me another factor-- 381 00:19:07,280 --> 00:19:08,725 over the square of the denominator. 382 00:19:12,900 --> 00:19:16,000 Now my basic identity is that cosh squared minus sinh 383 00:19:16,000 --> 00:19:17,200 squared is 1. 384 00:19:17,200 --> 00:19:22,430 So this is just 1 over 'cosh squared x'. 385 00:19:22,430 --> 00:19:25,060 And if I want to write this all on one line, I could 386 00:19:25,060 --> 00:19:31,690 invent the notation that the hyperbolic secant is 1 over 387 00:19:31,690 --> 00:19:33,890 the hyperbolic cosine. 388 00:19:33,890 --> 00:19:37,680 In other words, I could invent a notation like this. 389 00:19:37,680 --> 00:19:40,110 But again, the important point is not so much what this 390 00:19:40,110 --> 00:19:43,300 answer is, but how I can derive it from first 391 00:19:43,300 --> 00:19:43,960 principles. 392 00:19:43,960 --> 00:19:47,800 And by the way, in terms of the inverse derivative, once I 393 00:19:47,800 --> 00:19:51,380 know that the derivative of hyperbolic tangent is a square 394 00:19:51,380 --> 00:19:55,140 of the hyperbolic secant, I can immediately add to my list 395 00:19:55,140 --> 00:19:57,130 of inverse derivatives. 396 00:19:57,130 --> 00:20:00,280 Namely I just have to write it down. 397 00:20:04,780 --> 00:20:07,640 See there's an integral formula that I now have. 398 00:20:07,640 --> 00:20:11,480 But again, all I want to emphasize here is how the 399 00:20:11,480 --> 00:20:14,820 details take care of themselves in the same way as 400 00:20:14,820 --> 00:20:17,990 always once we have our basic definitions. 401 00:20:17,990 --> 00:20:21,370 It might be interesting just in terms of cementing down 402 00:20:21,370 --> 00:20:24,740 what sinh and cosh look like, in the same way that we have 403 00:20:24,740 --> 00:20:27,470 talked about sine and cosine, it might be nice to 404 00:20:27,470 --> 00:20:29,600 graph sinh and cosh. 405 00:20:29,600 --> 00:20:32,900 And again notice, in terms of curve plotting, how do we plot 406 00:20:32,900 --> 00:20:34,280 'y' equals 'f of x'? 407 00:20:34,280 --> 00:20:36,200 The general procedure was what? 408 00:20:36,200 --> 00:20:38,860 Always take the first and second derivatives so that you 409 00:20:38,860 --> 00:20:40,500 can see what the slope is, what the 410 00:20:40,500 --> 00:20:42,630 concavity is, et cetera. 411 00:20:42,630 --> 00:20:44,510 The derivative of cosh is sinh. 412 00:20:44,510 --> 00:20:46,440 The derivative of sinh is cosh. 413 00:20:46,440 --> 00:20:50,380 By the way, again, if these terms seem alien to you, you 414 00:20:50,380 --> 00:20:54,950 can always rewrite them in terms of the basic definition, 415 00:20:54,950 --> 00:20:57,740 in terms of 'e' to the 'x' and 'e' to the minus 'x', and 416 00:20:57,740 --> 00:21:01,020 carry out the differentiation in a straightforward way. 417 00:21:01,020 --> 00:21:02,410 Well here's the interesting point. 418 00:21:02,410 --> 00:21:04,880 Let's plot 'y' equals 'cosh x'. 419 00:21:04,880 --> 00:21:08,330 Notice first of all that 'cosh x' is an even function. 420 00:21:08,330 --> 00:21:12,000 If I replace 'x' by minus 'x', all I get is what? 'e' to the 421 00:21:12,000 --> 00:21:15,420 minus 'x' plus 'e' to the 'x' over 2, which is the same 422 00:21:15,420 --> 00:21:17,020 thing as I have over here. 423 00:21:17,020 --> 00:21:19,320 It's going to be a symmetric function with a curve with 424 00:21:19,320 --> 00:21:20,680 respect to the y-axis. 425 00:21:20,680 --> 00:21:22,280 But again, what do I do? 426 00:21:22,280 --> 00:21:23,850 I compute the derivative. 427 00:21:23,850 --> 00:21:26,410 I can find out where the derivative is 0. 428 00:21:26,410 --> 00:21:29,720 It's 0 when 'e' to the 'x' equals 'e' to the minus 'x'. 429 00:21:29,720 --> 00:21:31,960 That happens only when 'x' is 0. 430 00:21:31,960 --> 00:21:36,730 When 'x' is 0, this is 'e' to the 0 plus 'e' to the 0. 431 00:21:36,730 --> 00:21:41,270 That's 1 plus 1, which is 2 over 2, which is one. 432 00:21:41,270 --> 00:21:45,040 So in other words, the derivative is 0 when 'x' is 0 433 00:21:45,040 --> 00:21:47,010 and 'y' is 1. 434 00:21:47,010 --> 00:21:48,740 The second derivative is cosh. 435 00:21:48,740 --> 00:21:52,310 We've already seen that this can never be negative. 436 00:21:52,310 --> 00:21:54,470 So the second derivative is always positive. 437 00:21:54,470 --> 00:21:57,150 That means that the curve is always holding water. 438 00:21:57,150 --> 00:22:00,680 Putting all this together, the curve 'y' equals 'cosh x' 439 00:22:00,680 --> 00:22:03,450 looks something like this. 440 00:22:03,450 --> 00:22:05,100 It's a dangerous thing to say it sort 441 00:22:05,100 --> 00:22:06,450 of resembles a parabola. 442 00:22:06,450 --> 00:22:10,500 It's nothing like a parabola except what I mean is it has 443 00:22:10,500 --> 00:22:11,730 this type of shape. 444 00:22:11,730 --> 00:22:13,940 Notice it does not oscillate. 445 00:22:13,940 --> 00:22:16,680 It is not an oscillating function like the cosine. 446 00:22:16,680 --> 00:22:18,380 It doesn't act periodically. 447 00:22:18,380 --> 00:22:21,110 This thing just keeps going like this. 448 00:22:21,110 --> 00:22:21,630 All right? 449 00:22:21,630 --> 00:22:25,710 On the other hand, how can we plot 'y' equals 'sinh x'? 450 00:22:25,710 --> 00:22:28,500 Well, I guess we come right back to here 451 00:22:28,500 --> 00:22:29,620 and work from here. 452 00:22:29,620 --> 00:22:31,580 The derivative of sinh is cosh. 453 00:22:31,580 --> 00:22:34,700 But cosh is always at least as big as 1 we found out. 454 00:22:34,700 --> 00:22:37,230 Therefore, the slope of 'sinh x' is always at 455 00:22:37,230 --> 00:22:38,450 least as big as 1. 456 00:22:38,450 --> 00:22:42,550 And it's equal to 1 when 'x' is 0. 457 00:22:42,550 --> 00:22:44,490 Putting all these details together, 458 00:22:44,490 --> 00:22:45,770 what we find is what? 459 00:22:45,770 --> 00:22:48,830 First of all, the sinh is an odd function, meaning that if 460 00:22:48,830 --> 00:22:52,800 we replace 'x' by minus 'x', we change the sign. 461 00:22:52,800 --> 00:22:56,300 So this is 'e to the minus x' minus 'e to the x', which is a 462 00:22:56,300 --> 00:22:58,070 negative of what we have over here. 463 00:22:58,070 --> 00:23:00,440 But those, again, are details which are easy 464 00:23:00,440 --> 00:23:01,650 for you to fill in. 465 00:23:01,650 --> 00:23:04,940 The graph 'y' equals 'sinh x' looks something like this. 466 00:23:04,940 --> 00:23:07,890 In other words, it's a very steep curve. 467 00:23:07,890 --> 00:23:12,790 It's spilling water and rising here, holding 468 00:23:12,790 --> 00:23:14,960 water and rising here. 469 00:23:14,960 --> 00:23:16,270 The curve is always rising. 470 00:23:16,270 --> 00:23:20,000 Again, another interesting thing to observe here is that 471 00:23:20,000 --> 00:23:24,010 notice that when 'x' is very, very large, 'e' to the minus 472 00:23:24,010 --> 00:23:25,870 'x' becomes negligible. 473 00:23:25,870 --> 00:23:29,060 And if 'e' to the minus 'x' is negligible, notice that both 474 00:23:29,060 --> 00:23:32,660 sinh and cosh behave like 1/2 'e to the x'. 475 00:23:32,660 --> 00:23:34,970 In other words, this term tends to drop out. 476 00:23:34,970 --> 00:23:37,540 And just to show you the contrast here, I've sketched 477 00:23:37,540 --> 00:23:40,710 in the curve 'y' equals '1/2 'e to the x'' to show you how 478 00:23:40,710 --> 00:23:43,950 it splits the difference for large values of 'x' between 479 00:23:43,950 --> 00:23:45,140 these two in a way. 480 00:23:45,140 --> 00:23:49,870 And as 'x' gets larger, both of these curves converge on 481 00:23:49,870 --> 00:23:52,100 'y' equals '1/2 'e to the x''. 482 00:23:52,100 --> 00:23:55,410 Again, I simply want to mention enough here so that 483 00:23:55,410 --> 00:23:59,140 you get the idea of how we can apply the same old calculus to 484 00:23:59,140 --> 00:24:00,860 our new function. 485 00:24:00,860 --> 00:24:04,900 What I'd like to do in closing is to try again from our point 486 00:24:04,900 --> 00:24:08,430 of view of being engineeringly oriented to show why the 487 00:24:08,430 --> 00:24:12,070 hyperbolic functions might have occurred in nature, in 488 00:24:12,070 --> 00:24:14,540 the same way that we tried to show that the circular 489 00:24:14,540 --> 00:24:18,370 functions had a natural outgrowth in terms of nature. 490 00:24:18,370 --> 00:24:20,820 You recall that the circular functions were motivated in 491 00:24:20,820 --> 00:24:22,700 terms of simple harmonic motion. 492 00:24:22,700 --> 00:24:25,650 The circular functions would have been invented when we 493 00:24:25,650 --> 00:24:28,940 talked about motion, in which the acceleration was 494 00:24:28,940 --> 00:24:31,440 proportional to the displacement but in the 495 00:24:31,440 --> 00:24:33,040 opposite direction. 496 00:24:33,040 --> 00:24:34,870 Let's see what happens when we work with 497 00:24:34,870 --> 00:24:36,270 the hyperbolic functions. 498 00:24:40,060 --> 00:24:46,000 Suppose now I have a particle moving along the x-axis. 499 00:24:46,000 --> 00:24:46,880 OK? 500 00:24:46,880 --> 00:24:51,390 And I know this position at any time, 't', is sinh of 'kt' 501 00:24:51,390 --> 00:24:54,690 where 'k' happens to be a constant. 502 00:24:54,690 --> 00:24:56,480 What is 'dx/dt'? 503 00:24:56,480 --> 00:24:59,480 The derivative of 'sinh u' with respect to 504 00:24:59,480 --> 00:25:01,360 'u' is 'cosh u'. 505 00:25:01,360 --> 00:25:05,610 So the derivative of 'sinh kt' with respect to 't' would be 506 00:25:05,610 --> 00:25:09,950 'cosh kt' times the derivative of 'kt' with respect to 't', 507 00:25:09,950 --> 00:25:11,230 which is just 'k'. 508 00:25:11,230 --> 00:25:14,350 In other words, the chain rule again, OK? 509 00:25:14,350 --> 00:25:19,860 Now knowing that 'dx/dt' is 'k cosh kt', ''d 2 x' 'dt 510 00:25:19,860 --> 00:25:21,220 squared'' would be what? 511 00:25:21,220 --> 00:25:25,930 The derivative of 'cosh kt' is 'sinh kt' times the derivative 512 00:25:25,930 --> 00:25:28,000 of 'kt' with respect to 't'. 513 00:25:28,000 --> 00:25:30,190 That gives me another factor of 'k'. 514 00:25:30,190 --> 00:25:32,460 And therefore the second derivative of 'x' with respect 515 00:25:32,460 --> 00:25:36,100 to 't' is ''k squared' sinh kt'. 516 00:25:36,100 --> 00:25:38,210 Now remember what 'sinh kt' is. 517 00:25:38,210 --> 00:25:43,300 We started with the knowledge that 'sinh kt' is 'x'. 518 00:25:43,300 --> 00:25:46,740 Therefore replacing 'sinh kt' by what's it's equal to, we 519 00:25:46,740 --> 00:25:48,430 wind up with what? 520 00:25:48,430 --> 00:25:51,470 The second derivative of 'x' with respect to 't' is equal 521 00:25:51,470 --> 00:25:54,020 to 'k squared x'. 522 00:25:54,020 --> 00:25:55,490 See, no minus sign here. 523 00:25:55,490 --> 00:25:57,570 What happens when we start with a sinh? 524 00:25:57,570 --> 00:26:00,520 If an object we moved in according to the rule, 'x' 525 00:26:00,520 --> 00:26:04,310 equals 'sinh kt', its acceleration would be 526 00:26:04,310 --> 00:26:06,310 proportional to the displacement 527 00:26:06,310 --> 00:26:08,380 but in the same direction. 528 00:26:08,380 --> 00:26:09,500 You see what that means? 529 00:26:09,500 --> 00:26:12,500 That means the bigger the displacement, the bigger the 530 00:26:12,500 --> 00:26:15,760 acceleration so the faster the object keeps moving. 531 00:26:15,760 --> 00:26:18,010 In other words, this thing would move at a faster and 532 00:26:18,010 --> 00:26:20,630 faster right away from the origin, et cetera. 533 00:26:20,630 --> 00:26:22,350 That's not our main concern here. 534 00:26:22,350 --> 00:26:25,560 What is interesting though from a physical point of view, 535 00:26:25,560 --> 00:26:28,620 and we can use this as a summary from a physical point 536 00:26:28,620 --> 00:26:31,780 of view, is that the hyperbolic functions serve as 537 00:26:31,780 --> 00:26:37,270 a solution to the equation ''d 2 x' 'dt squared'' equals 'k 538 00:26:37,270 --> 00:26:39,770 squared x' where 'k' is a constant. 539 00:26:39,770 --> 00:26:43,580 The circular functions, on the other hand, solve the equation 540 00:26:43,580 --> 00:26:49,730 ''d 2 x' 'dt squared'' is minus 'k squared x'. 541 00:26:49,730 --> 00:26:55,330 In other words, from this point of view, notice again, 542 00:26:55,330 --> 00:26:58,710 from a physical point of view that the difference between 543 00:26:58,710 --> 00:27:02,240 the circular functions and the hyperbolic functions are again 544 00:27:02,240 --> 00:27:04,140 just the difference in sign. 545 00:27:04,140 --> 00:27:05,510 As I say, this will be 546 00:27:05,510 --> 00:27:08,010 emphasized more in the exercises. 547 00:27:08,010 --> 00:27:10,580 The obvious next lesson, I think you can see it coming by 548 00:27:10,580 --> 00:27:13,870 this stage in the game, will, of course, be the inverse 549 00:27:13,870 --> 00:27:15,260 hyperbolic functions. 550 00:27:15,260 --> 00:27:17,800 And we'll see why those are important next time. 551 00:27:17,800 --> 00:27:19,250 But until then, good bye. 552 00:27:22,270 --> 00:27:24,810 ANNOUNCER 2: Funding for the publication of this video was 553 00:27:24,810 --> 00:27:29,520 provided by the Gabriella and Paul Rosenbaum Foundation. 554 00:27:29,520 --> 00:27:33,700 Help OCW continue to provide free and open access to MIT 555 00:27:33,700 --> 00:27:37,890 courses by making a donation at ocw.mit.edu/donate.