1 00:00:07,000 --> 00:00:13,000 I assume from high school you know how to add and multiply 2 00:00:12,000 --> 00:00:18,000 complex numbers using the relation i squared equals 3 00:00:17,000 --> 00:00:23,000 negative one. I'm a little less certain that 4 00:00:23,000 --> 00:00:29,000 you remember how to divide them. I hope you read last night by 5 00:00:29,000 --> 00:00:35,000 way of preparation for that, but since that's something 6 00:00:34,000 --> 00:00:40,000 we're going to have to do a lot of a differential equations, 7 00:00:40,000 --> 00:00:46,000 so remember that the division is done by making use of the 8 00:00:45,000 --> 00:00:51,000 complex conjugate. So, if z is equal to a plus bi, 9 00:00:50,000 --> 00:00:56,000 some people write a plus ib, 10 00:00:53,000 --> 00:00:59,000 and sometimes I'll do that too if it's more 11 00:00:57,000 --> 00:01:03,000 convenient. Then, the complex conjugate is 12 00:00:59,000 --> 00:01:05,000 what you get by changing i to negative i. 13 00:01:03,000 --> 00:01:09,000 And, the important thing is that the product of those two is 14 00:01:06,000 --> 00:01:12,000 a real number. The product of these is a 15 00:01:09,000 --> 00:01:15,000 squared minus the quantity ib all squared, 16 00:01:13,000 --> 00:01:19,000 which makes a squared plus b squared because i 17 00:01:16,000 --> 00:01:22,000 squared is negative one. 18 00:01:19,000 --> 00:01:25,000 So, the product of those, that's what you multiply if you 19 00:01:22,000 --> 00:01:28,000 want to multiply this by something to make it real. 20 00:01:26,000 --> 00:01:32,000 You always multiplied by its complex conjugate. 21 00:01:30,000 --> 00:01:36,000 And that's the trick that underlines the doing of the 22 00:01:34,000 --> 00:01:40,000 division. So, for example, 23 00:01:36,000 --> 00:01:42,000 I better hang onto these or I'll never remember all the 24 00:01:40,000 --> 00:01:46,000 examples. Suppose, for example, 25 00:01:42,000 --> 00:01:48,000 we wanted to calculate (two plus i) divided by (one minus 3 26 00:01:47,000 --> 00:01:53,000 i). To calculate it means I want to 27 00:01:51,000 --> 00:01:57,000 do the division; I want to express the answer in 28 00:01:55,000 --> 00:02:01,000 the form a plus bi. What you do is multiply the top 29 00:02:00,000 --> 00:02:06,000 and bottom by the complex conjugate of the denominator in 30 00:02:04,000 --> 00:02:10,000 order to make it real. So, it's (one plus 3i) divided 31 00:02:09,000 --> 00:02:15,000 by (one plus 3i), as they taught you in 32 00:02:14,000 --> 00:02:20,000 elementary school, that is one, 33 00:02:16,000 --> 00:02:22,000 in a rather odd notation; therefore, multiplying doesn't 34 00:02:20,000 --> 00:02:26,000 change the value of the fraction. 35 00:02:23,000 --> 00:02:29,000 And so, the denominator now becomes 1 squared plus 3 36 00:02:27,000 --> 00:02:33,000 squared, which is ten. 37 00:02:32,000 --> 00:02:38,000 And, the numerator is, learn to do this without 38 00:02:35,000 --> 00:02:41,000 multiplying out four terms. You must be able to do this in 39 00:02:40,000 --> 00:02:46,000 your head. And, you always do it by the 40 00:02:43,000 --> 00:02:49,000 grouping, or post office method, whatever you want to call it, 41 00:02:48,000 --> 00:02:54,000 namely, first put down the real part, which is made out of two 42 00:02:53,000 --> 00:02:59,000 times one minus three times one. So, that's negative one. 43 00:02:57,000 --> 00:03:03,000 And then, the imaginary part, which is i times one. 44 00:03:01,000 --> 00:03:07,000 That's one, coefficient one, plus 6i. 45 00:03:06,000 --> 00:03:12,000 So, that makes 7i. Now, some people feel this 46 00:03:09,000 --> 00:03:15,000 still doesn't look right, if you wish, 47 00:03:12,000 --> 00:03:18,000 and for some places and differential equations, 48 00:03:15,000 --> 00:03:21,000 it will be useful to write that as minus one tenth plus seven 49 00:03:20,000 --> 00:03:26,000 tenths i. And, now it's perfectly clear 50 00:03:24,000 --> 00:03:30,000 that it's in the form a plus bi. So, learn to do that if you 51 00:03:30,000 --> 00:03:36,000 don't know already. It's going to be important. 52 00:03:33,000 --> 00:03:39,000 Now, the main thing today is the polar representation, 53 00:03:38,000 --> 00:03:44,000 which sometimes they don't get to in high school. 54 00:03:42,000 --> 00:03:48,000 And if they do, it's usually not in a grown 55 00:03:45,000 --> 00:03:51,000 up-enough in a form for us to be able to use it. 56 00:03:49,000 --> 00:03:55,000 So, I have to worry about that little bit. 57 00:03:52,000 --> 00:03:58,000 The polar representation, of course, is nominally just 58 00:03:56,000 --> 00:04:02,000 the switch to polar coordinates. If here's a plus bi, 59 00:04:00,000 --> 00:04:06,000 then this is r, and that's theta. 60 00:04:05,000 --> 00:04:11,000 And therefore, this can be written as, 61 00:04:07,000 --> 00:04:13,000 in the polar form, that would be r cosine theta 62 00:04:11,000 --> 00:04:17,000 plus i, or r cosine theta. 63 00:04:15,000 --> 00:04:21,000 That's the A part. 64 00:04:18,000 --> 00:04:24,000 And, the B part is, the imaginary part is r 65 00:04:21,000 --> 00:04:27,000 sin(theta) times i. 66 00:04:24,000 --> 00:04:30,000 Now, it would be customary, at this point, 67 00:04:27,000 --> 00:04:33,000 to put the i in front, just because it looks better. 68 00:04:33,000 --> 00:04:39,000 The complex numbers are commutative, satisfied to 69 00:04:36,000 --> 00:04:42,000 commutative law of multiplication, 70 00:04:38,000 --> 00:04:44,000 which means it doesn't matter in multiplication whether you 71 00:04:42,000 --> 00:04:48,000 put i in front or behind. It's still the same answer. 72 00:04:46,000 --> 00:04:52,000 So, this would be r cosine theta plus i times 73 00:04:50,000 --> 00:04:56,000 r sine theta, 74 00:04:52,000 --> 00:04:58,000 which, of course, will factor out, 75 00:04:54,000 --> 00:05:00,000 and will make it cosine theta plus i sine theta. 76 00:04:59,000 --> 00:05:05,000 Now, it was Euler who took the 77 00:05:02,000 --> 00:05:08,000 decisive step and said, hey, look, I'm going to call 78 00:05:05,000 --> 00:05:11,000 that e to the i theta. 79 00:05:10,000 --> 00:05:16,000 Now, why did he do that? Because everything seemed to 80 00:05:15,000 --> 00:05:21,000 indicate that it should. But that's certainly worth the 81 00:05:21,000 --> 00:05:27,000 best color we have, which is what? 82 00:05:24,000 --> 00:05:30,000 We are getting low here. Okay, nonetheless, 83 00:05:29,000 --> 00:05:35,000 it's worth pink. I will even give him his due, 84 00:05:34,000 --> 00:05:40,000 Euler. Sometimes it's called Euler's 85 00:05:38,000 --> 00:05:44,000 formula, but it really shouldn't be. 86 00:05:40,000 --> 00:05:46,000 It's not a formula. It's a definition. 87 00:05:43,000 --> 00:05:49,000 So, in some sense, you can't argue with it. 88 00:05:46,000 --> 00:05:52,000 If you want to call putting a complex number in a power, 89 00:05:50,000 --> 00:05:56,000 and calling it that, you can. 90 00:05:53,000 --> 00:05:59,000 But, one can certainly ask why he did it. 91 00:05:56,000 --> 00:06:02,000 And the answer, I guess, is that all the 92 00:05:58,000 --> 00:06:04,000 evidence seemed to point to the fact that it was the thing to 93 00:06:03,000 --> 00:06:09,000 do. Now, I think it's important to 94 00:06:07,000 --> 00:06:13,000 talk about a little bit because I think it's, 95 00:06:10,000 --> 00:06:16,000 in my opinion, if you're seeing this for the 96 00:06:13,000 --> 00:06:19,000 first time, even if you read about it last night, 97 00:06:17,000 --> 00:06:23,000 it's a mysterious thing, and one needs to see it from 98 00:06:21,000 --> 00:06:27,000 every possible point of view. It's something you get used to. 99 00:06:25,000 --> 00:06:31,000 You will never see it in a sudden flash of insight. 100 00:06:29,000 --> 00:06:35,000 It will just get as familiar to you as more common arithmetic, 101 00:06:33,000 --> 00:06:39,000 and algebraic, and calculus processes are. 102 00:06:38,000 --> 00:06:44,000 But, look. What is it we demand? 103 00:06:40,000 --> 00:06:46,000 If you're going to call something an exponential, 104 00:06:44,000 --> 00:06:50,000 what is it we want an exponential to do, 105 00:06:47,000 --> 00:06:53,000 what gives an expression like this the right to be called e to 106 00:06:52,000 --> 00:06:58,000 the i theta? The answer is I can't creep 107 00:06:57,000 --> 00:07:03,000 inside Euler's mind. It must have been a very big 108 00:07:01,000 --> 00:07:07,000 day of his life. He had a lot of big days, 109 00:07:04,000 --> 00:07:10,000 but when he realized that that was the thing to write down as 110 00:07:08,000 --> 00:07:14,000 the definition of e to the i theta. 111 00:07:12,000 --> 00:07:18,000 But, what is it one wants of an exponential? 112 00:07:15,000 --> 00:07:21,000 Well, the high school answer surely is you want it to satisfy 113 00:07:19,000 --> 00:07:25,000 the exponential law. Now, to my shock, 114 00:07:22,000 --> 00:07:28,000 I realize a lot of people don't know. 115 00:07:24,000 --> 00:07:30,000 In my analysis class, these are some math majors, 116 00:07:27,000 --> 00:07:33,000 or graduate engineers in various subjects, 117 00:07:30,000 --> 00:07:36,000 and if I say prove such and such using the exponential law, 118 00:07:34,000 --> 00:07:40,000 I'm sure to get at least half a dozen e-mails asking me, 119 00:07:38,000 --> 00:07:44,000 what's the exponential law? Okay, the exponential law is a 120 00:07:44,000 --> 00:07:50,000 to the x times a to the y equals a to the x plus y: 121 00:07:51,000 --> 00:07:57,000 the law of exponents. 122 00:07:54,000 --> 00:08:00,000 That's the most important reason why, that's the single 123 00:07:59,000 --> 00:08:05,000 most important thing about exponents, are the way one uses 124 00:08:05,000 --> 00:08:11,000 them. And, this is the exponential 125 00:08:10,000 --> 00:08:16,000 function, called the exponential function because all this 126 00:08:16,000 --> 00:08:22,000 significant stuff is in the exponents. 127 00:08:20,000 --> 00:08:26,000 All right, so it should satisfy-- we want, 128 00:08:25,000 --> 00:08:31,000 first of all, the exponential law to be true. 129 00:08:31,000 --> 00:08:37,000 But that's not all. That's a high school answer. 130 00:08:34,000 --> 00:08:40,000 An MIT answer would be, I mean, why is e to the x such 131 00:08:38,000 --> 00:08:44,000 a popular function? Well, of course, 132 00:08:41,000 --> 00:08:47,000 it does satisfy the exponential law, but for us, 133 00:08:44,000 --> 00:08:50,000 an even more reasonable thing. It's the function, 134 00:08:48,000 --> 00:08:54,000 which, when you differentiate it, you get the same thing you 135 00:08:53,000 --> 00:08:59,000 started with. And, it's apart from a constant 136 00:08:56,000 --> 00:09:02,000 factor, the only such function. Now, in terms of differential 137 00:09:02,000 --> 00:09:08,000 equations, it means that it's the solution that e to the, 138 00:09:06,000 --> 00:09:12,000 let's be a little generous, make it e to the ax. 139 00:09:11,000 --> 00:09:17,000 No, better not to use x because complex numbers tend to be 140 00:09:15,000 --> 00:09:21,000 called x plus iy. Let's use t as a more neutral 141 00:09:20,000 --> 00:09:26,000 variable, which is standing outside the fray, 142 00:09:23,000 --> 00:09:29,000 as it were. It satisfies the relationship 143 00:09:26,000 --> 00:09:32,000 that it's the solution, if you like, 144 00:09:29,000 --> 00:09:35,000 to the differential equation. That's a fancy way of saying 145 00:09:34,000 --> 00:09:40,000 it. dy / dt equals a times y. 146 00:09:37,000 --> 00:09:43,000 Now, of course, 147 00:09:38,000 --> 00:09:44,000 that is not unique. We could make it unique by 148 00:09:41,000 --> 00:09:47,000 putting in an initial value. So, if I want to get this 149 00:09:45,000 --> 00:09:51,000 function and not a constant times it, I should make this an 150 00:09:49,000 --> 00:09:55,000 initial value problem and say that y of zero should be one. 151 00:09:52,000 --> 00:09:58,000 And now, I will get only the 152 00:09:55,000 --> 00:10:01,000 function, e to the at. So, in other words, 153 00:09:58,000 --> 00:10:04,000 that characterizes this function. 154 00:10:00,000 --> 00:10:06,000 It's the only function in the whole world that has that 155 00:10:04,000 --> 00:10:10,000 property. Now, if you're going to call 156 00:10:08,000 --> 00:10:14,000 something e to the i theta, we want that to be true. 157 00:10:13,000 --> 00:10:19,000 So, here are my questions. Is it true that e to the i 158 00:10:18,000 --> 00:10:24,000 theta one, let's use that, times e to the i theta two, 159 00:10:23,000 --> 00:10:29,000 see, I'm on a collision course 160 00:10:29,000 --> 00:10:35,000 here, but that's easily fixed. Is that equal to e to the i 161 00:10:35,000 --> 00:10:41,000 (theta one plus theta two)? 162 00:10:39,000 --> 00:10:45,000 If that turns out to be so, that's a big step. 163 00:10:43,000 --> 00:10:49,000 What would we like to be true here? 164 00:10:46,000 --> 00:10:52,000 Well, will it be true that the derivative, with respect to t of 165 00:10:52,000 --> 00:10:58,000 e to the i theta, I would like that to be equal 166 00:10:56,000 --> 00:11:02,000 to i times e to the i theta. 167 00:11:01,000 --> 00:11:07,000 So, question, 168 00:11:04,000 --> 00:11:10,000 question. I think those are the two most 169 00:11:07,000 --> 00:11:13,000 significant things. Now, the nodes do a third 170 00:11:11,000 --> 00:11:17,000 thing, talk about infinite series. 171 00:11:14,000 --> 00:11:20,000 Since we haven't done infinite series, anyway, 172 00:11:18,000 --> 00:11:24,000 it's not officially part of the syllabus, the kind of power 173 00:11:23,000 --> 00:11:29,000 series that are required. But, I will put it down for the 174 00:11:28,000 --> 00:11:34,000 sake of completeness, as people like to say. 175 00:11:32,000 --> 00:11:38,000 So, it should behave right. The infinite series should be 176 00:11:39,000 --> 00:11:45,000 nice. The infinite series should work 177 00:11:44,000 --> 00:11:50,000 out. There is no word for this, 178 00:11:48,000 --> 00:11:54,000 should work out, let's say. 179 00:11:51,000 --> 00:11:57,000 I mean, what's the little music? 180 00:11:55,000 --> 00:12:01,000 Is that some weird music idea, or is it only me that hears it? 181 00:12:03,000 --> 00:12:09,000 [LAUGHTER] Yes, Lord. 182 00:12:08,000 --> 00:12:14,000 I feel I'm being watched up there. 183 00:12:11,000 --> 00:12:17,000 This is terrible. So, there's one guy. 184 00:12:14,000 --> 00:12:20,000 Here's another guy. And, I won't put a box around 185 00:12:18,000 --> 00:12:24,000 the infinite series, since I'm not going to say 186 00:12:23,000 --> 00:12:29,000 anything about it. Now, these things, 187 00:12:26,000 --> 00:12:32,000 in fact, are both true. Otherwise, why would I be 188 00:12:30,000 --> 00:12:36,000 saying them, and why would Euler have made the formula? 189 00:12:37,000 --> 00:12:43,000 But, what's interesting to see is what's behind them. 190 00:12:41,000 --> 00:12:47,000 And, that gives you little practice also in calculating 191 00:12:47,000 --> 00:12:53,000 with the complex numbers. So, let's look at the first 192 00:12:52,000 --> 00:12:58,000 one. What will it say? 193 00:12:54,000 --> 00:13:00,000 It is asking the question. It says, please, 194 00:12:57,000 --> 00:13:03,000 calculate the product of these two things. 195 00:13:01,000 --> 00:13:07,000 Okay, I do it, I'm told. 196 00:13:04,000 --> 00:13:10,000 I will calculate the product of cosine theta one plus i cosine 197 00:13:09,000 --> 00:13:15,000 theta two-- Sine. Sine theta one. 198 00:13:14,000 --> 00:13:20,000 That's e to the i 199 00:13:17,000 --> 00:13:23,000 theta one, right? 200 00:13:19,000 --> 00:13:25,000 So, that corresponds to this. The other factor times the 201 00:13:23,000 --> 00:13:29,000 other factor, cosine theta two plus i sine 202 00:13:26,000 --> 00:13:32,000 theta two. 203 00:13:28,000 --> 00:13:34,000 Okay, what does that come out to be? 204 00:13:32,000 --> 00:13:38,000 Well, again, we will use the method of 205 00:13:34,000 --> 00:13:40,000 grouping. What's the real part of it? 206 00:13:36,000 --> 00:13:42,000 The real part of it is cosine theta one cosine theta two. 207 00:13:40,000 --> 00:13:46,000 And then, there's a real part, 208 00:13:44,000 --> 00:13:50,000 which comes from these two factors. 209 00:13:47,000 --> 00:13:53,000 It's going to occur with a minus sign because of the i 210 00:13:50,000 --> 00:13:56,000 squared. And, what's left is sine theta 211 00:13:53,000 --> 00:13:59,000 one sine theta two. 212 00:13:56,000 --> 00:14:02,000 And then, the imaginary part, I'll factor out the i. 213 00:14:01,000 --> 00:14:07,000 And then, what's left, I won't have to keep repeating 214 00:14:05,000 --> 00:14:11,000 the i. So, it will have to be sine 215 00:14:08,000 --> 00:14:14,000 theta one cosine theta two. 216 00:14:13,000 --> 00:14:19,000 And, the other factor will be cosine theta one sine theta 217 00:14:18,000 --> 00:14:24,000 two-- plus sine theta two cosine theta one. 218 00:14:22,000 --> 00:14:28,000 Well, it looks like a mess, 219 00:14:27,000 --> 00:14:33,000 but, again, high school to the rescue. 220 00:14:30,000 --> 00:14:36,000 What is this? The top thing is nothing in 221 00:14:35,000 --> 00:14:41,000 disguise, but it's a disguised form of cosine (theta one plus 222 00:14:41,000 --> 00:14:47,000 theta two). 223 00:14:44,000 --> 00:14:50,000 And the bottom is sine of (theta one plus theta two). 224 00:14:49,000 --> 00:14:55,000 So, the product of these two 225 00:14:54,000 --> 00:15:00,000 things is this, and that's exactly the formula. 226 00:14:58,000 --> 00:15:04,000 In other words, this formula is a way of 227 00:15:02,000 --> 00:15:08,000 writing those two trigonometric identities for the cosine of the 228 00:15:07,000 --> 00:15:13,000 sum and the sine of the sum. Instead of the two identities 229 00:15:13,000 --> 00:15:19,000 taking up that much space, written one after the other, 230 00:15:17,000 --> 00:15:23,000 they take up as much space, and they say exactly the same 231 00:15:20,000 --> 00:15:26,000 thing. Those two trigonometric 232 00:15:22,000 --> 00:15:28,000 identities are exactly the same as saying that e to the i theta 233 00:15:26,000 --> 00:15:32,000 satisfies the exponential law. 234 00:15:30,000 --> 00:15:36,000 Now, people ask, you know, what's beautiful in 235 00:15:33,000 --> 00:15:39,000 mathematics? To me, that's beautiful. 236 00:15:36,000 --> 00:15:42,000 I think that's great. Something long turns into 237 00:15:39,000 --> 00:15:45,000 something short, and it's just as good, 238 00:15:42,000 --> 00:15:48,000 and moreover, connects with all these other 239 00:15:45,000 --> 00:15:51,000 things in the world, differential equations, 240 00:15:49,000 --> 00:15:55,000 infinite series, blah, blah, blah, 241 00:15:51,000 --> 00:15:57,000 blah, blah. Okay, I don't have to sell 242 00:15:54,000 --> 00:16:00,000 Euler. He sells himself. 243 00:15:56,000 --> 00:16:02,000 Now, how about the other one? How about the other one? 244 00:16:02,000 --> 00:16:08,000 Now, that's obviously, I haven't said something 245 00:16:09,000 --> 00:16:15,000 because for one thing, how do you differentiate if 246 00:16:17,000 --> 00:16:23,000 there's theta here, and t down there. 247 00:16:22,000 --> 00:16:28,000 Okay, that's easily fixed. But, how do I differentiate 248 00:16:30,000 --> 00:16:36,000 this? What kind of a guy is e to the 249 00:16:33,000 --> 00:16:39,000 i theta? Well, if I write it out, 250 00:16:37,000 --> 00:16:43,000 take a look at what it is. It's cosine theta plus i sine 251 00:16:41,000 --> 00:16:47,000 theta. 252 00:16:44,000 --> 00:16:50,000 As theta varies, it's a function. 253 00:16:47,000 --> 00:16:53,000 The variable is real. Theta is a real variable. 254 00:16:51,000 --> 00:16:57,000 Its angle in radians, but it runs from negative 255 00:16:55,000 --> 00:17:01,000 infinity to infinity. So, if you think of functions 256 00:16:59,000 --> 00:17:05,000 as a black box, what's going in is a real 257 00:17:02,000 --> 00:17:08,000 number. But, what's coming out is a 258 00:17:06,000 --> 00:17:12,000 complex number. So, schematically, 259 00:17:09,000 --> 00:17:15,000 here is the e to the i theta box, 260 00:17:12,000 --> 00:17:18,000 if you like to think that way, theta goes in, 261 00:17:15,000 --> 00:17:21,000 and that's real, and a complex number, 262 00:17:18,000 --> 00:17:24,000 this particular complex number goes out. 263 00:17:20,000 --> 00:17:26,000 So, one, we'd call it, I'm not going to write this 264 00:17:24,000 --> 00:17:30,000 down because it's sort of pompous and takes too long. 265 00:17:28,000 --> 00:17:34,000 But, it is a complex valued function of a real variable. 266 00:17:33,000 --> 00:17:39,000 You got that? Up to now, we studied real 267 00:17:36,000 --> 00:17:42,000 functions of real variables. But now, real valued functions 268 00:17:41,000 --> 00:17:47,000 of real variables, those are the kind calculus is 269 00:17:45,000 --> 00:17:51,000 concerned with. But now, it's a complex-valued 270 00:17:48,000 --> 00:17:54,000 function because the variable is real. 271 00:17:51,000 --> 00:17:57,000 But, the output, the value of the function is a 272 00:17:55,000 --> 00:18:01,000 complex number. Now, in general, 273 00:17:58,000 --> 00:18:04,000 such a function, well, maybe a better say, 274 00:18:01,000 --> 00:18:07,000 complex-valued, how about complex-valued 275 00:18:04,000 --> 00:18:10,000 function of a real variable, let's change the name of the 276 00:18:09,000 --> 00:18:15,000 variable. t is always a real variable. 277 00:18:14,000 --> 00:18:20,000 I don't think we have complex time yet, although I'm sure 278 00:18:19,000 --> 00:18:25,000 there will be someday. But, the next Einstein appears. 279 00:18:24,000 --> 00:18:30,000 A complex-valued function of a real variable, 280 00:18:28,000 --> 00:18:34,000 t, in general, would look like this. 281 00:18:32,000 --> 00:18:38,000 t goes in, and what comes out? Well: a complex number, 282 00:18:35,000 --> 00:18:41,000 which I would then have to write this way. 283 00:18:38,000 --> 00:18:44,000 In other words, the real part depends on t, 284 00:18:41,000 --> 00:18:47,000 and the imaginary part depends upon t. 285 00:18:44,000 --> 00:18:50,000 So, a general function looks like this, a general 286 00:18:47,000 --> 00:18:53,000 complex-valued function. This is just a special case of 287 00:18:51,000 --> 00:18:57,000 it, where the variable has a different name. 288 00:18:54,000 --> 00:19:00,000 But, the first function would be cosine t, and the second 289 00:18:57,000 --> 00:19:03,000 function would be sine t. So, my only question is, 290 00:19:01,000 --> 00:19:07,000 how do you differentiate such a thing? 291 00:19:03,000 --> 00:19:09,000 Well, I'm not going to fuss over this. 292 00:19:08,000 --> 00:19:14,000 The general definition is, with deltas and whatnot, 293 00:19:11,000 --> 00:19:17,000 but the end result of a perfectly fine definition is, 294 00:19:14,000 --> 00:19:20,000 you differentiate it by differentiating each component. 295 00:19:18,000 --> 00:19:24,000 The reason you don't have to work so very hard is because 296 00:19:22,000 --> 00:19:28,000 this is a real variable, and I already know what it 297 00:19:25,000 --> 00:19:31,000 means to differentiate a function of a real variable. 298 00:19:30,000 --> 00:19:36,000 So, I could write it this way, that the derivative of u plus 299 00:19:34,000 --> 00:19:40,000 iv, I'll abbreviate it that way, this means the derivative, 300 00:19:37,000 --> 00:19:43,000 with respect to whatever variable, since I didn't tell 301 00:19:41,000 --> 00:19:47,000 you what the variable in these functions were, 302 00:19:44,000 --> 00:19:50,000 well, I don't have to tell you what I'm differentiating with 303 00:19:48,000 --> 00:19:54,000 respect to. It's whatever was there because 304 00:19:51,000 --> 00:19:57,000 you can't see. And the answer is, 305 00:19:53,000 --> 00:19:59,000 it would be the derivative of u plus i times the derivative of 306 00:19:57,000 --> 00:20:03,000 v. You differentiate it just the 307 00:20:01,000 --> 00:20:07,000 way you would if these were the components of a motion vector. 308 00:20:05,000 --> 00:20:11,000 You would get the velocity by differentiating each component 309 00:20:09,000 --> 00:20:15,000 separately. And, that's what you're doing 310 00:20:12,000 --> 00:20:18,000 here. Okay, now, the importance of 311 00:20:15,000 --> 00:20:21,000 that is that it at least tells me what it is I have to check 312 00:20:19,000 --> 00:20:25,000 when I check this formula. So, let's do it now that we 313 00:20:23,000 --> 00:20:29,000 know what this is. We know how to differentiate 314 00:20:26,000 --> 00:20:32,000 the function. Let's actually differentiate 315 00:20:29,000 --> 00:20:35,000 it. That's fortunately, 316 00:20:32,000 --> 00:20:38,000 by far, the easiest part of the whole process. 317 00:20:37,000 --> 00:20:43,000 So, let's do it. So, what's the derivative? 318 00:20:41,000 --> 00:20:47,000 Let's go back to t, our generic variable. 319 00:20:45,000 --> 00:20:51,000 I want to emphasize that these functions, when we write them as 320 00:20:51,000 --> 00:20:57,000 functions, that theta will almost never be the variable 321 00:20:56,000 --> 00:21:02,000 outside of these notes on complex numbers. 322 00:21:02,000 --> 00:21:08,000 It will normally be time or something like that, 323 00:21:05,000 --> 00:21:11,000 or x, a neutral variable like x. 324 00:21:07,000 --> 00:21:13,000 So, what's the derivative of e to the i theta? 325 00:21:12,000 --> 00:21:18,000 I'm hoping that it will turn out to be i e to the i theta, 326 00:21:16,000 --> 00:21:22,000 and that the yellow law may be 327 00:21:19,000 --> 00:21:25,000 true just as the green one was. Okay, let's calculate it. 328 00:21:23,000 --> 00:21:29,000 It's the derivative, with respect to, 329 00:21:26,000 --> 00:21:32,000 unfortunately I can convert t's to thetas, but not thetas to 330 00:21:30,000 --> 00:21:36,000 t's. C'est la vie, 331 00:21:33,000 --> 00:21:39,000 okay. Times cosine t plus i sine t, 332 00:21:36,000 --> 00:21:42,000 and what's that? 333 00:21:40,000 --> 00:21:46,000 Well, the derivative of cosine t, differentiating the real and 334 00:21:46,000 --> 00:21:52,000 imaginary parts separately, and adding them up. 335 00:21:51,000 --> 00:21:57,000 It's negative sine t, plus i times cosine t. 336 00:21:56,000 --> 00:22:02,000 Now, let's factor out at the i, 337 00:22:01,000 --> 00:22:07,000 because it says if I factor out the i, what do I get? 338 00:22:08,000 --> 00:22:14,000 Well, now, the real part of what's left would be cosine t. 339 00:22:12,000 --> 00:22:18,000 And, how about the imaginary part? 340 00:22:15,000 --> 00:22:21,000 Do you see, it will be i sine t because i times i 341 00:22:21,000 --> 00:22:27,000 gives me that negative one. 342 00:22:24,000 --> 00:22:30,000 And, what's that? e to the it. 343 00:22:27,000 --> 00:22:33,000 i times e to the i t. 344 00:22:30,000 --> 00:22:36,000 So, that works too. What about the initial 345 00:22:35,000 --> 00:22:41,000 condition? No problem. 346 00:22:38,000 --> 00:22:44,000 What is y of zero? What's the function at zero? 347 00:22:43,000 --> 00:22:49,000 Well, don't say right away, i times zero is zero, 348 00:22:49,000 --> 00:22:55,000 so it must be one. That's illegal because, 349 00:22:54,000 --> 00:23:00,000 why is that illegal? It's because in that formula, 350 00:23:00,000 --> 00:23:06,000 you are not multiplying i times theta. 351 00:23:06,000 --> 00:23:12,000 I mean, sort of, you are, but that formula is 352 00:23:09,000 --> 00:23:15,000 the meaning of e to the i theta. 353 00:23:12,000 --> 00:23:18,000 Now, it would be very nice if this is like, 354 00:23:16,000 --> 00:23:22,000 well, anyway, you can't do that. 355 00:23:18,000 --> 00:23:24,000 So, you have to do it by saying it's the cosine of zero plus i 356 00:23:23,000 --> 00:23:29,000 times the sine of zero. 357 00:23:26,000 --> 00:23:32,000 And, how much is that? The sine of zero is zero. 358 00:23:31,000 --> 00:23:37,000 Now, it's okay to say i times zero is zero because that's the 359 00:23:35,000 --> 00:23:41,000 way complex numbers multiply. What is the cosine of zero? 360 00:23:40,000 --> 00:23:46,000 That's one. So, the answer, 361 00:23:42,000 --> 00:23:48,000 indeed, turns out to be one. So, this checks, 362 00:23:46,000 --> 00:23:52,000 really, from every conceivable standpoint down as I indicated, 363 00:23:51,000 --> 00:23:57,000 also from the standpoint of infinite series. 364 00:23:54,000 --> 00:24:00,000 So, we are definitely allowed to use this. 365 00:23:58,000 --> 00:24:04,000 Now, the more general exponential law is true. 366 00:24:03,000 --> 00:24:09,000 I'm not going to say much about it. 367 00:24:05,000 --> 00:24:11,000 So, in other words, e to the a, this is really a 368 00:24:09,000 --> 00:24:15,000 definition. e to the (a plus ib) 369 00:24:13,000 --> 00:24:19,000 is going to be, in order for the general 370 00:24:17,000 --> 00:24:23,000 exponential law to be true, this is really a definition. 371 00:24:21,000 --> 00:24:27,000 It's e to the a times e to the ib. 372 00:24:26,000 --> 00:24:32,000 Now, notice when I look at the-- at any complex number, 373 00:24:30,000 --> 00:24:36,000 -- -- so, in terms of this, 374 00:24:34,000 --> 00:24:40,000 the polar form of a complex number, to draw the little 375 00:24:38,000 --> 00:24:44,000 picture again, if here is our complex number, 376 00:24:42,000 --> 00:24:48,000 and here is r, and here is the angle theta, 377 00:24:46,000 --> 00:24:52,000 so the nice way to write this complex number is r e to the i 378 00:24:51,000 --> 00:24:57,000 theta. The e to the i theta 379 00:24:56,000 --> 00:25:02,000 is, now, why is that? 380 00:25:00,000 --> 00:25:06,000 What is the magnitude of this? This is r. 381 00:25:04,000 --> 00:25:10,000 The length of the absolute value, I didn't talk about 382 00:25:10,000 --> 00:25:16,000 magnitude in argument. I guess I should have. 383 00:25:14,000 --> 00:25:20,000 But, it's in the notes. So, r is called the modulus. 384 00:25:20,000 --> 00:25:26,000 Well, the fancy word is the modulus. 385 00:25:24,000 --> 00:25:30,000 And, we haven't given the complex number a name. 386 00:25:29,000 --> 00:25:35,000 Let's call it alpha, modulus of alpha, 387 00:25:33,000 --> 00:25:39,000 and theta is called, it's the angle. 388 00:25:39,000 --> 00:25:45,000 It's called the argument. I didn't make up these words. 389 00:25:44,000 --> 00:25:50,000 There, from a tradition of English that has long since 390 00:25:49,000 --> 00:25:55,000 vanished, when I was a kid, and you wanted to know what a 391 00:25:55,000 --> 00:26:01,000 play was about, you looked in the playbill, 392 00:25:59,000 --> 00:26:05,000 and it said the argument of the play, it's that old-fashioned 393 00:26:05,000 --> 00:26:11,000 use of the word argument. Argument means the angle, 394 00:26:11,000 --> 00:26:17,000 and sometimes that's abbreviated by arg alpha. 395 00:26:16,000 --> 00:26:22,000 And, this is abbreviated, 396 00:26:21,000 --> 00:26:27,000 of course, as absolute value of alpha, its length. 397 00:26:26,000 --> 00:26:32,000 Okay, the notes give you a little practice changing things 398 00:26:33,000 --> 00:26:39,000 to a polar form. I think we will skip that in 399 00:26:39,000 --> 00:26:45,000 favor of doing a couple of other things because that's pretty 400 00:26:46,000 --> 00:26:52,000 easy. But let me, you should at least 401 00:26:50,000 --> 00:26:56,000 realize when you should look at polar form. 402 00:26:55,000 --> 00:27:01,000 The great advantage of polar form is, particularly once 403 00:27:01,000 --> 00:27:07,000 you've mastered the exponential law, the great advantage of 404 00:27:08,000 --> 00:27:14,000 polar form is it's good for multiplication. 405 00:27:15,000 --> 00:27:21,000 Now, of course, you know how to multiply 406 00:27:17,000 --> 00:27:23,000 complex numbers, even when they are in the 407 00:27:20,000 --> 00:27:26,000 Cartesian form. That's the first thing you 408 00:27:23,000 --> 00:27:29,000 learn in high school, how to multiply a plus bi times 409 00:27:27,000 --> 00:27:33,000 c plus di. But, as you will see, 410 00:27:31,000 --> 00:27:37,000 when push comes to shove, you will see this very clearly 411 00:27:35,000 --> 00:27:41,000 on Friday when we talk about trigonometric inputs to 412 00:27:39,000 --> 00:27:45,000 differential equations, -- 413 00:27:42,000 --> 00:27:48,000 -- that the changing to complex numbers makes all sorts of 414 00:27:46,000 --> 00:27:52,000 things easy to calculate, and the answers come out 415 00:27:49,000 --> 00:27:55,000 extremely clear, whereas if we had to do it any 416 00:27:52,000 --> 00:27:58,000 other way, it's a lot more work. And worst of all, 417 00:27:56,000 --> 00:28:02,000 when you finally slog through to the end, you fear you are 418 00:28:00,000 --> 00:28:06,000 none the wiser. It's good for multiplication 419 00:28:03,000 --> 00:28:09,000 because the product, so here's any number in its 420 00:28:07,000 --> 00:28:13,000 polar form. That's a general complex 421 00:28:09,000 --> 00:28:15,000 number. It's modulus times e to the i 422 00:28:12,000 --> 00:28:18,000 theta times r two e to the i theta two-- 423 00:28:16,000 --> 00:28:22,000 Well, you just multiply them as 424 00:28:19,000 --> 00:28:25,000 ordinary numbers. So, the part out front will be 425 00:28:22,000 --> 00:28:28,000 r1 r2, and the e to the i theta parts gets 426 00:28:26,000 --> 00:28:32,000 multiplied by the exponential law and becomes e to the i 427 00:28:30,000 --> 00:28:36,000 (theta one plus theta two) -- 428 00:28:36,000 --> 00:28:42,000 -- which makes very clear that the multiply geometrically two 429 00:28:42,000 --> 00:28:48,000 complex numbers, you multiply the moduli, 430 00:28:46,000 --> 00:28:52,000 the r's, the absolute values, how long the arrow is from zero 431 00:28:52,000 --> 00:28:58,000 to the complex number, multiply the moduli, 432 00:28:56,000 --> 00:29:02,000 and add the arguments. So the new number, 433 00:29:02,000 --> 00:29:08,000 its modulus is the product of r1 and r2. 434 00:29:07,000 --> 00:29:13,000 And, its argument, its angle, polar angle, 435 00:29:12,000 --> 00:29:18,000 is the sum of the old two angles. 436 00:29:15,000 --> 00:29:21,000 And, you add the angles. And, you put down in your books 437 00:29:22,000 --> 00:29:28,000 angles, but I'm being photographed, 438 00:29:26,000 --> 00:29:32,000 so I'm going to write arguments. 439 00:29:31,000 --> 00:29:37,000 In other words, it makes the geometric content 440 00:29:34,000 --> 00:29:40,000 of multiplication clear, in a sense in which this is 441 00:29:38,000 --> 00:29:44,000 extremely unclear. From this law, 442 00:29:40,000 --> 00:29:46,000 blah, blah, blah, blah, blah, whatever it turns 443 00:29:44,000 --> 00:29:50,000 out to be, you have not the slightest intuition that this is 444 00:29:48,000 --> 00:29:54,000 true about the complex numbers. That first thing is just a 445 00:29:52,000 --> 00:29:58,000 formula, whereas this thing is insightful representation of 446 00:29:57,000 --> 00:30:03,000 complex multiplication. Now, I'd like to use it for 447 00:30:02,000 --> 00:30:08,000 something, but before we do that, let me just indicate how 448 00:30:08,000 --> 00:30:14,000 just the exponential notation enables you to do things in 449 00:30:14,000 --> 00:30:20,000 calculus, formulas that are impossible to remember from 450 00:30:19,000 --> 00:30:25,000 calculus. It makes them very easy to 451 00:30:23,000 --> 00:30:29,000 derive. A typical example of that is, 452 00:30:27,000 --> 00:30:33,000 suppose you want to, for example, 453 00:30:30,000 --> 00:30:36,000 integrate (e to the negative x) cosine x. 454 00:30:38,000 --> 00:30:44,000 Well, number one, you spend a few minutes running 455 00:30:41,000 --> 00:30:47,000 through a calculus textbook and try to find out the answer 456 00:30:45,000 --> 00:30:51,000 because you know you are not going to remember how to do it. 457 00:30:49,000 --> 00:30:55,000 Or, you run to a computer, and type in Matlab and 458 00:30:53,000 --> 00:30:59,000 something. Or, you fish out your little 459 00:30:55,000 --> 00:31:01,000 pocket calculator, which will give you a formula, 460 00:30:59,000 --> 00:31:05,000 and so on. So, you have aides for doing 461 00:31:03,000 --> 00:31:09,000 that. But, the way to do it if you're 462 00:31:06,000 --> 00:31:12,000 on a desert island, and the way I always do it 463 00:31:10,000 --> 00:31:16,000 because I never have any of these little aides around, 464 00:31:14,000 --> 00:31:20,000 and I cannot trust my memory, probably a certain number of 465 00:31:19,000 --> 00:31:25,000 you remember how you did it at high school, or how you did it 466 00:31:24,000 --> 00:31:30,000 in 18.01, if you took it here. You have to use integration by 467 00:31:29,000 --> 00:31:35,000 parts. But, it's one of the tricky 468 00:31:33,000 --> 00:31:39,000 things that's not required on an exam because you had to use 469 00:31:37,000 --> 00:31:43,000 integration by parts twice in the same direction, 470 00:31:40,000 --> 00:31:46,000 and then suddenly by comparing the end product with the initial 471 00:31:45,000 --> 00:31:51,000 product and writing an equation. Somehow, the value falls out. 472 00:31:50,000 --> 00:31:56,000 Well, that's tricky. And it's not the sort of thing 473 00:31:53,000 --> 00:31:59,000 you can waste time stuffing into your head, unless you are going 474 00:31:58,000 --> 00:32:04,000 to be the integration bee during IAP or something like that. 475 00:32:04,000 --> 00:32:10,000 Instead, using complex numbers is the way to do this. 476 00:32:09,000 --> 00:32:15,000 How do I think of this, cosine x? 477 00:32:12,000 --> 00:32:18,000 What I do, is I think of that e to the negative x cosine x 478 00:32:18,000 --> 00:32:24,000 is the real part, the real part of what? 479 00:32:24,000 --> 00:32:30,000 Well, cosine x is the real part of e to the ix. 480 00:32:29,000 --> 00:32:35,000 So, this thing, this is real. 481 00:32:32,000 --> 00:32:38,000 This is real, too. 482 00:32:34,000 --> 00:32:40,000 But I'm thinking of it as the real part of e to the ix. 483 00:32:39,000 --> 00:32:45,000 Now, if I multiply these two 484 00:32:45,000 --> 00:32:51,000 together, this is going to turn out to be, therefore, 485 00:32:49,000 --> 00:32:55,000 the real part of e to the minus x. 486 00:32:53,000 --> 00:32:59,000 I'll write it out very pompously, and then I will fix 487 00:32:57,000 --> 00:33:03,000 it. I would never write this, 488 00:33:00,000 --> 00:33:06,000 you are you. Okay, it's e to the minus x 489 00:33:04,000 --> 00:33:10,000 times, when I write cosine x plus i sine x, 490 00:33:09,000 --> 00:33:15,000 so it is the real part of that is cosine x. 491 00:33:14,000 --> 00:33:20,000 So, it's the real part of, write it this way for real part 492 00:33:20,000 --> 00:33:26,000 of e to the, factor out the x, and what's up there is 493 00:33:26,000 --> 00:33:32,000 (negative one plus i) times x. 494 00:33:33,000 --> 00:33:39,000 Okay, and now, so, the idea is the same thing 495 00:33:36,000 --> 00:33:42,000 is going to be true for the integral. 496 00:33:39,000 --> 00:33:45,000 This is going to be the real part of that, 497 00:33:43,000 --> 00:33:49,000 the integral of e to the (minus one plus i) times x dx. 498 00:33:48,000 --> 00:33:54,000 In other words, 499 00:33:51,000 --> 00:33:57,000 what you do is, this procedure is called 500 00:33:54,000 --> 00:34:00,000 complexifying the integral. Instead of looking at the 501 00:33:58,000 --> 00:34:04,000 original real problem, I'm going to turn it into a 502 00:34:03,000 --> 00:34:09,000 complex problem by turning this thing into a complex 503 00:34:07,000 --> 00:34:13,000 exponential. This is the real part of that 504 00:34:12,000 --> 00:34:18,000 complex exponential. Now, what's the advantage of 505 00:34:15,000 --> 00:34:21,000 doing that? Simple. 506 00:34:16,000 --> 00:34:22,000 It's because nothing is easier to integrate than an 507 00:34:20,000 --> 00:34:26,000 exponential. And, though you may have some 508 00:34:23,000 --> 00:34:29,000 doubts as to whether the familiar laws work also with 509 00:34:26,000 --> 00:34:32,000 complex exponentials, I assure you they all do. 510 00:34:30,000 --> 00:34:36,000 It would be lovely to sit and prove them. 511 00:34:34,000 --> 00:34:40,000 On the other hand, I think after a while, 512 00:34:37,000 --> 00:34:43,000 you find it rather dull. So, I'm going to do the fun 513 00:34:41,000 --> 00:34:47,000 things, and assume that they are true because they are. 514 00:34:46,000 --> 00:34:52,000 So, what's the integral of e to the (minus one plus i) x dx? 515 00:34:54,000 --> 00:35:00,000 Well, if there is justice in heaven, it must be e to the 516 00:34:58,000 --> 00:35:04,000 (minus one plus i) times x divided by minus one plus i. 517 00:35:03,000 --> 00:35:09,000 In some sense, 518 00:35:08,000 --> 00:35:14,000 that's the answer. This does, in fact, 519 00:35:12,000 --> 00:35:18,000 give that. That's correct. 520 00:35:15,000 --> 00:35:21,000 I want the real part of this. I want the real part because 521 00:35:22,000 --> 00:35:28,000 that's the way the original problem was stated. 522 00:35:27,000 --> 00:35:33,000 I want the real part only. So, I want the real part of 523 00:35:34,000 --> 00:35:40,000 this. Now, this is what separates the 524 00:35:38,000 --> 00:35:44,000 girls from the women. [LAUGHTER] This is why you have 525 00:35:44,000 --> 00:35:50,000 to know how to divide complex numbers. 526 00:35:48,000 --> 00:35:54,000 So, watch how I find the real part. 527 00:35:52,000 --> 00:35:58,000 I write it this way. Normally when I do the 528 00:35:56,000 --> 00:36:02,000 calculations for myself, I would skip a couple of these 529 00:36:02,000 --> 00:36:08,000 steps. But this time, 530 00:36:05,000 --> 00:36:11,000 I will write everything out. You're going to have to do this 531 00:36:09,000 --> 00:36:15,000 a lot in this course, by the way, both over the 532 00:36:12,000 --> 00:36:18,000 course of the next few weeks, and especially towards the end 533 00:36:16,000 --> 00:36:22,000 of the term where we get into a complex systems, 534 00:36:19,000 --> 00:36:25,000 which involve complex numbers. There's a lot of this. 535 00:36:22,000 --> 00:36:28,000 So, now is the time to learn to do it, and to feel skillful at 536 00:36:26,000 --> 00:36:32,000 it. So, it's this times e to the 537 00:36:28,000 --> 00:36:34,000 negative x times e to the ix, 538 00:36:31,000 --> 00:36:37,000 which is cosine x plus i sine x. 539 00:36:36,000 --> 00:36:42,000 Now, I'm not ready, yet, to do the calculation to 540 00:36:39,000 --> 00:36:45,000 find the real part because I don't like the way this looks. 541 00:36:43,000 --> 00:36:49,000 I want to go back to the thing I did right at the very 542 00:36:46,000 --> 00:36:52,000 beginning of the hour, and turn it into an a plus bi 543 00:36:50,000 --> 00:36:56,000 type of complex number. 544 00:36:52,000 --> 00:36:58,000 In other words, what we have to do is the 545 00:36:55,000 --> 00:37:01,000 division. So, the division is going to 546 00:36:57,000 --> 00:37:03,000 be, now, I'm going to ask you to do it in your head. 547 00:37:02,000 --> 00:37:08,000 I multiply the top and bottom by negative one minus I. 548 00:37:06,000 --> 00:37:12,000 What does that put in the denominator? 549 00:37:09,000 --> 00:37:15,000 One squared plus one squared: Two. 550 00:37:13,000 --> 00:37:19,000 And in the numerator, negative one minus i. 551 00:37:17,000 --> 00:37:23,000 This is the same as that. 552 00:37:20,000 --> 00:37:26,000 But now, it looks at the form a + bi. 553 00:37:24,000 --> 00:37:30,000 It's negative one over two minus i times one half. 554 00:37:28,000 --> 00:37:34,000 So, this is multiplied by e to 555 00:37:33,000 --> 00:37:39,000 the minus x and cosine x. 556 00:37:36,000 --> 00:37:42,000 So, if you are doing it, and practice a little bit, 557 00:37:40,000 --> 00:37:46,000 please don't put in all these steps. 558 00:37:42,000 --> 00:37:48,000 Go from here; well, I would go from here to 559 00:37:46,000 --> 00:37:52,000 here by myself. Maybe you shouldn't. 560 00:37:48,000 --> 00:37:54,000 Practice a little before you do that. 561 00:37:51,000 --> 00:37:57,000 And now, what do we do with this? 562 00:37:53,000 --> 00:37:59,000 Now, this is in a form to pick out the real part. 563 00:37:57,000 --> 00:38:03,000 We want the real part of this. So, you don't have to write the 564 00:38:03,000 --> 00:38:09,000 whole thing out as a complex number. 565 00:38:05,000 --> 00:38:11,000 In other words, you don't have to do all the 566 00:38:08,000 --> 00:38:14,000 multiplications. You only have to find the real 567 00:38:11,000 --> 00:38:17,000 part of it, which is what? Well, e to the negative x 568 00:38:14,000 --> 00:38:20,000 will be simply a factor. 569 00:38:16,000 --> 00:38:22,000 That's a real factor, which I don't have to worry 570 00:38:20,000 --> 00:38:26,000 about. And, in that category, 571 00:38:21,000 --> 00:38:27,000 I can include the two also. So, I only have to pick out the 572 00:38:25,000 --> 00:38:31,000 real part of this times that. And, what's that? 573 00:38:30,000 --> 00:38:36,000 It's negative cosine x. 574 00:38:32,000 --> 00:38:38,000 And, the other real part comes from the product of these two 575 00:38:37,000 --> 00:38:43,000 things. I times negative i is one. 576 00:38:40,000 --> 00:38:46,000 And, what's left is sine x. 577 00:38:42,000 --> 00:38:48,000 So, that's the answer to the 578 00:38:45,000 --> 00:38:51,000 question. That's the integral of e to the 579 00:38:48,000 --> 00:38:54,000 negative x * cosine x. 580 00:38:52,000 --> 00:38:58,000 Notice, it's a completely straightforward process. 581 00:38:56,000 --> 00:39:02,000 It doesn't involve any tricks, unless you call going to the 582 00:39:00,000 --> 00:39:06,000 complex domain a trick. But, I don't. 583 00:39:04,000 --> 00:39:10,000 As soon as you see in this course the combination of e to 584 00:39:08,000 --> 00:39:14,000 ax times cosine bx or sine bx, 585 00:39:11,000 --> 00:39:17,000 you should immediately think, 586 00:39:14,000 --> 00:39:20,000 and you're going to get plenty of it in the couple of weeks 587 00:39:18,000 --> 00:39:24,000 after the exam, you are going to get plenty of 588 00:39:21,000 --> 00:39:27,000 it, and you should immediately think of passing to the complex 589 00:39:25,000 --> 00:39:31,000 domain. That will be the standard way 590 00:39:27,000 --> 00:39:33,000 we solve such problems. So, you're going to get lots of 591 00:39:32,000 --> 00:39:38,000 practice doing this. But, this was the first time. 592 00:39:37,000 --> 00:39:43,000 Now, I guess in the time remaining, I'm not going to talk 593 00:39:42,000 --> 00:39:48,000 about in the notes, i, R, at all, 594 00:39:44,000 --> 00:39:50,000 but I would like to talk a little bit about the extraction 595 00:39:49,000 --> 00:39:55,000 of the complex roots, since you have a problem about 596 00:39:54,000 --> 00:40:00,000 that and because it's another beautiful application of this 597 00:39:59,000 --> 00:40:05,000 polar way of writing complex numbers. 598 00:40:04,000 --> 00:40:10,000 Suppose I want to calculate. So, the basic problem is to 599 00:40:09,000 --> 00:40:15,000 calculate the nth roots of one. Now, in the real domain, 600 00:40:15,000 --> 00:40:21,000 of course, the answer is, sometimes there's only one of 601 00:40:21,000 --> 00:40:27,000 these, one itself, and sometimes there are two, 602 00:40:26,000 --> 00:40:32,000 depending on whether n is an even number or an odd number. 603 00:40:34,000 --> 00:40:40,000 But, in the complex domain, there are always n answers as 604 00:40:40,000 --> 00:40:46,000 complex numbers. One always has n nth roots. 605 00:40:45,000 --> 00:40:51,000 Now, where are they? Well, geometrically, 606 00:40:50,000 --> 00:40:56,000 it's easy to see where they are. 607 00:40:54,000 --> 00:41:00,000 Here's the unit circle. Here's the unit circle. 608 00:41:01,000 --> 00:41:07,000 One of the roots is right here at one. 609 00:41:04,000 --> 00:41:10,000 Now, where are the others? Well, do you see that if I 610 00:41:09,000 --> 00:41:15,000 place, let's take n equal five because that's a nice, 611 00:41:14,000 --> 00:41:20,000 dramatic number. If I place these peptides 612 00:41:18,000 --> 00:41:24,000 equally spaced points around the unit circle, so, 613 00:41:23,000 --> 00:41:29,000 in other words, this angle is alpha. 614 00:41:26,000 --> 00:41:32,000 Alpha should be the angle. What would be the expression 615 00:41:32,000 --> 00:41:38,000 for that? If there were five such equally 616 00:41:37,000 --> 00:41:43,000 spaced, it would be one fifth of all the way around the circle. 617 00:41:43,000 --> 00:41:49,000 All the way around the circle is two pi. 618 00:41:47,000 --> 00:41:53,000 So, it will be one fifth of two pi in radians. 619 00:41:52,000 --> 00:41:58,000 Now, it's geometrically clear that those are the five fifth 620 00:41:58,000 --> 00:42:04,000 roots because, how do I multiply complex 621 00:42:02,000 --> 00:42:08,000 numbers? I multiply the moduli. 622 00:42:06,000 --> 00:42:12,000 Well, they all have moduli one. So, if I take this guy, 623 00:42:11,000 --> 00:42:17,000 let's call that complex number, oh, I hate to give you, 624 00:42:16,000 --> 00:42:22,000 they are always giving you Greek notation. 625 00:42:20,000 --> 00:42:26,000 All right, why not torture you? Zeta. 626 00:42:23,000 --> 00:42:29,000 At least you will learn how to make a zeta in this period, 627 00:42:28,000 --> 00:42:34,000 small zeta, so that's zeta. There's our fifth root of 628 00:42:34,000 --> 00:42:40,000 unity. It's the first one that occurs 629 00:42:36,000 --> 00:42:42,000 on the circle that isn't the trivial one, one. 630 00:42:40,000 --> 00:42:46,000 Now, do you see that, how would I calculate zeta to 631 00:42:44,000 --> 00:42:50,000 the fifth? Well, if I write zeta in polar 632 00:42:47,000 --> 00:42:53,000 notation, what would it be? The modulus would be one, 633 00:42:51,000 --> 00:42:57,000 and therefore it will be simply, the r will be one 634 00:42:56,000 --> 00:43:02,000 for it because its length is one. 635 00:42:59,000 --> 00:43:05,000 Its modulus is one. What's up here? 636 00:43:03,000 --> 00:43:09,000 I times that angle, and that angle is two pi over 637 00:43:06,000 --> 00:43:12,000 five. So, there's just, 638 00:43:09,000 --> 00:43:15,000 geometrically I see where zeta is. 639 00:43:11,000 --> 00:43:17,000 And, if I translate that geometry into the e to the i 640 00:43:15,000 --> 00:43:21,000 theta form for the formula, I see that it must 641 00:43:20,000 --> 00:43:26,000 be that number. Now, let's say somebody gives 642 00:43:23,000 --> 00:43:29,000 you that number and says, hey, is this the fifth root of 643 00:43:27,000 --> 00:43:33,000 one? I forbid you to draw any 644 00:43:30,000 --> 00:43:36,000 pictures. What would you do? 645 00:43:33,000 --> 00:43:39,000 You say, well, I'll raise it to the fifth 646 00:43:36,000 --> 00:43:42,000 power. What's zeta to the fifth power? 647 00:43:39,000 --> 00:43:45,000 Well, it's e to the i two pi / five, 648 00:43:43,000 --> 00:43:49,000 and now, if I think of raising that to the fifth power, 649 00:43:48,000 --> 00:43:54,000 by the exponential law, that's the same thing as 650 00:43:51,000 --> 00:43:57,000 putting a five in front of the exponent. 651 00:43:54,000 --> 00:44:00,000 So, this times five, and what's that? 652 00:43:57,000 --> 00:44:03,000 That's e to the i times two pi. 653 00:44:01,000 --> 00:44:07,000 And, what is that? Well, it's the angle. 654 00:44:06,000 --> 00:44:12,000 If the angle is two pi, I've gone all the way around 655 00:44:13,000 --> 00:44:19,000 the circle and come back here again. 656 00:44:17,000 --> 00:44:23,000 I've got the number one. So, this is one. 657 00:44:22,000 --> 00:44:28,000 Since the argument, two pi, is the same as an 658 00:44:28,000 --> 00:44:34,000 angle, it's the same as, well, let's not write it that 659 00:44:35,000 --> 00:44:41,000 way. It's wrong. 660 00:44:39,000 --> 00:44:45,000 It's just wrong since two pi and zero are the same angle. 661 00:44:52,000 --> 00:44:58,000 So, I could replace this by zero. 662 00:45:01,000 --> 00:45:07,000 Oh dear. Well, I guess I have to stop 663 00:45:09,000 --> 00:45:15,000 right in the middle of things. So, you're going to have to 664 00:45:22,000 --> 00:45:28,000 read a little bit about how to find roots in order to do that 665 00:45:36,000 --> 00:45:42,000 problem. And, we will go on from that 666 00:45:44,000 --> 00:45:50,000 point Friday.