1 00:00:40,000 --> 00:00:46,000 This is also written in the form, it's the k that's on the 2 00:00:45,000 --> 00:00:51,000 right hand side. Actually, I found that source 3 00:00:49,000 --> 00:00:55,000 is of considerable difficulty. And, in general, 4 00:00:53,000 --> 00:00:59,000 it is. For these, the temperature 5 00:00:56,000 --> 00:01:02,000 concentration model, it's natural to have the k on 6 00:01:01,000 --> 00:01:07,000 the right-hand side, and to separate out the (q)e as 7 00:01:05,000 --> 00:01:11,000 part of it. Another model for which that's 8 00:01:10,000 --> 00:01:16,000 true is mixing, as I think I will show you on 9 00:01:14,000 --> 00:01:20,000 Monday. On the other hand, 10 00:01:16,000 --> 00:01:22,000 there are some common first-order models for which 11 00:01:21,000 --> 00:01:27,000 it's not a natural way to separate things out. 12 00:01:25,000 --> 00:01:31,000 Examples would be the RC circuit, radioactive decay, 13 00:01:29,000 --> 00:01:35,000 stuff like that. So, this is not a universal 14 00:01:34,000 --> 00:01:40,000 utility. But I thought that that form of 15 00:01:38,000 --> 00:01:44,000 writing it was a sufficient utility to make a special case, 16 00:01:43,000 --> 00:01:49,000 and I emphasize it very heavily in the nodes. 17 00:01:47,000 --> 00:01:53,000 Let's look at the equation. And, this form will be good 18 00:01:52,000 --> 00:01:58,000 enough, the y prime. When you solve it, 19 00:01:56,000 --> 00:02:02,000 let me remind you how the solutions look, 20 00:02:00,000 --> 00:02:06,000 because that explains the terminology. 21 00:02:05,000 --> 00:02:11,000 The solution looks like, after you have done the 22 00:02:08,000 --> 00:02:14,000 integrating factor and multiplied through, 23 00:02:11,000 --> 00:02:17,000 and integrated both sides, in short, what you're supposed 24 00:02:16,000 --> 00:02:22,000 to do, the solution looks like y equals, there's the term e to 25 00:02:20,000 --> 00:02:26,000 the negative k out front times an integral which 26 00:02:25,000 --> 00:02:31,000 you can either make definite or indefinite, according to your 27 00:02:30,000 --> 00:02:36,000 preference. q of t times e to the kt inside 28 00:02:34,000 --> 00:02:40,000 dt, it will help you to remember 29 00:02:37,000 --> 00:02:43,000 the opposite signs if you think that when q is a constant, 30 00:02:41,000 --> 00:02:47,000 one, for example, you want these two guys to 31 00:02:44,000 --> 00:02:50,000 cancel out and produce a constant solution. 32 00:02:47,000 --> 00:02:53,000 That's a good way to remember that the signs have to be 33 00:02:50,000 --> 00:02:56,000 opposite. But, I don't encourage you to 34 00:02:53,000 --> 00:02:59,000 remember the formula at all. It's just a convenient thing 35 00:02:56,000 --> 00:03:02,000 for me to be able to use right now. 36 00:03:00,000 --> 00:03:06,000 And then, there's the other term, which comes by putting up 37 00:03:04,000 --> 00:03:10,000 the arbitrary constant explicitly, c e to the negative 38 00:03:09,000 --> 00:03:15,000 kt. So, you could either write it 39 00:03:12,000 --> 00:03:18,000 this way, where this is somewhat vague, or you could make it 40 00:03:17,000 --> 00:03:23,000 definite by putting a zero here and a t there, 41 00:03:21,000 --> 00:03:27,000 and change the dummy variable inside according to the way the 42 00:03:26,000 --> 00:03:32,000 notes tell you to do it. Now, when you do this, 43 00:03:31,000 --> 00:03:37,000 and if k is positive, that's absolutely essential, 44 00:03:35,000 --> 00:03:41,000 only when that is so, then this term, 45 00:03:39,000 --> 00:03:45,000 as I told you a week or so ago, this term goes to zero because 46 00:03:45,000 --> 00:03:51,000 k is positive as t goes to infinity. 47 00:03:48,000 --> 00:03:54,000 So, this goes to zero as t goes, and it doesn't matter what 48 00:03:53,000 --> 00:03:59,000 c is, as t goes to infinity. This term stays some sort of 49 00:03:59,000 --> 00:04:05,000 function. And so, this term is called the 50 00:04:03,000 --> 00:04:09,000 steady-state or long-term solution, or it's called both, 51 00:04:08,000 --> 00:04:14,000 a long-term solution. And this, which disappears, 52 00:04:14,000 --> 00:04:20,000 gets smaller and smaller as time goes on, 53 00:04:17,000 --> 00:04:23,000 is therefore called the transient because it disappears 54 00:04:21,000 --> 00:04:27,000 at the time increases to infinity. 55 00:04:24,000 --> 00:04:30,000 So, this part uses the initial condition, uses the initial 56 00:04:28,000 --> 00:04:34,000 value. Let's call it y of zero, 57 00:04:31,000 --> 00:04:37,000 assuming that you started the initial value, 58 00:04:35,000 --> 00:04:41,000 t, when t was equal to zero, which is a common thing to do, 59 00:04:40,000 --> 00:04:46,000 although of course not necessary. 60 00:04:44,000 --> 00:04:50,000 The starting value appears in this term. 61 00:04:47,000 --> 00:04:53,000 This one is just some function. Now, the general picture or the 62 00:04:53,000 --> 00:04:59,000 way that looks is, the steady-state solution will 63 00:04:57,000 --> 00:05:03,000 be some solution like, I don't know, 64 00:05:01,000 --> 00:05:07,000 like that, let's say. So, that's a steady-state 65 00:05:05,000 --> 00:05:11,000 solution, the SSS. Well, what do the other guys 66 00:05:09,000 --> 00:05:15,000 look like? Well, the steady-state solution 67 00:05:12,000 --> 00:05:18,000 has this starting point. Other solutions can have any of 68 00:05:16,000 --> 00:05:22,000 these other starting points. So, in the beginning, 69 00:05:20,000 --> 00:05:26,000 they won't look like the steady-state solution. 70 00:05:23,000 --> 00:05:29,000 But, we know that as time goes on, they must approach it 71 00:05:27,000 --> 00:05:33,000 because this term represents the difference between the solution 72 00:05:31,000 --> 00:05:37,000 and the steady-state solution. So, this term is going to zero. 73 00:05:37,000 --> 00:05:43,000 And therefore, whatever these guys do to start 74 00:05:41,000 --> 00:05:47,000 out with, after a while they must follow the steady-state 75 00:05:45,000 --> 00:05:51,000 solution more and more closely. They must, in short, 76 00:05:49,000 --> 00:05:55,000 be asymptotic to it. So, the solutions to any 77 00:05:53,000 --> 00:05:59,000 equation of that form will look like this. 78 00:05:56,000 --> 00:06:02,000 Up here, maybe it started at 127. 79 00:05:58,000 --> 00:06:04,000 That's okay. After a while, 80 00:06:00,000 --> 00:06:06,000 it's going to start approaching that green curve. 81 00:06:06,000 --> 00:06:12,000 Of course, they won't cross each other. 82 00:06:09,000 --> 00:06:15,000 That's the rock star, and these are the groupies 83 00:06:13,000 --> 00:06:19,000 trying to get close to it. Now, but something follows from 84 00:06:18,000 --> 00:06:24,000 that picture. Which is the steady-state 85 00:06:22,000 --> 00:06:28,000 solution? What, in short, 86 00:06:24,000 --> 00:06:30,000 is so special about this green curve? 87 00:06:27,000 --> 00:06:33,000 All these other white solution curves have that same property, 88 00:06:33,000 --> 00:06:39,000 the same property that all the other white curves and the green 89 00:06:38,000 --> 00:06:44,000 curve, too, are trying to get close to them. 90 00:06:44,000 --> 00:06:50,000 In other words, there is nothing special about 91 00:06:47,000 --> 00:06:53,000 the green curve. It's just that they all want to 92 00:06:51,000 --> 00:06:57,000 get close to each other. And therefore, 93 00:06:54,000 --> 00:07:00,000 though you can write a formula like this, there isn't one 94 00:06:58,000 --> 00:07:04,000 steady-state solution. There are many. 95 00:07:01,000 --> 00:07:07,000 Now, this produces vagueness. You talk about the steady-state 96 00:07:07,000 --> 00:07:13,000 solution; which one are you talking about? 97 00:07:09,000 --> 00:07:15,000 I have no answer to that; the usual answer is whichever 98 00:07:13,000 --> 00:07:19,000 one looks simplest. Normally, the one that will 99 00:07:16,000 --> 00:07:22,000 look simplest is the one where c is zero. 100 00:07:19,000 --> 00:07:25,000 But, if this is a peculiar function, it might be that for 101 00:07:23,000 --> 00:07:29,000 some other value of c, you get an even simpler 102 00:07:26,000 --> 00:07:32,000 expression. So, the steady-state solution: 103 00:07:29,000 --> 00:07:35,000 about the best I can see, either you integrate that, 104 00:07:32,000 --> 00:07:38,000 don't use an arbitrary constant, and use what you get, 105 00:07:36,000 --> 00:07:42,000 or pick the simplest. Pick the value of c, 106 00:07:41,000 --> 00:07:47,000 which gives you the simplest answer. 107 00:07:46,000 --> 00:07:52,000 Pick the simplest function, and that's what usually called 108 00:07:53,000 --> 00:07:59,000 the steady-state solution. Now, from that point of view, 109 00:08:00,000 --> 00:08:06,000 what I'm calling the input in this input response point of 110 00:08:05,000 --> 00:08:11,000 view, which we are going to be using, by the way, 111 00:08:08,000 --> 00:08:14,000 constantly, well, pretty much all term long, 112 00:08:12,000 --> 00:08:18,000 but certainly for the next month or so, I'm constantly 113 00:08:16,000 --> 00:08:22,000 going to be coming back to it. The input is the q of t. 114 00:08:21,000 --> 00:08:27,000 In other words, 115 00:08:23,000 --> 00:08:29,000 it seems rather peculiar. But the input is the right-hand 116 00:08:27,000 --> 00:08:33,000 side of the equation of the differential equation. 117 00:08:31,000 --> 00:08:37,000 And the reason is because I'm always thinking of the 118 00:08:35,000 --> 00:08:41,000 temperature model. The external water bath at 119 00:08:41,000 --> 00:08:47,000 temperature T external, the internal thing here, 120 00:08:44,000 --> 00:08:50,000 the problem is, given this function, 121 00:08:47,000 --> 00:08:53,000 the external water bath temperature is driving, 122 00:08:51,000 --> 00:08:57,000 so to speak, the temperature of the inside. 123 00:08:54,000 --> 00:09:00,000 And therefore, the input is the temperature of 124 00:08:57,000 --> 00:09:03,000 the water bath. I don't like the word output, 125 00:09:01,000 --> 00:09:07,000 although it would be the natural thing because this 126 00:09:05,000 --> 00:09:11,000 temperature doesn't look like an output. 127 00:09:07,000 --> 00:09:13,000 Anyone might be willing to say, yeah, you are inputting the 128 00:09:11,000 --> 00:09:17,000 value of the temperature here. This, it's more likely, 129 00:09:15,000 --> 00:09:21,000 the normal term is response. This thing, this plus the water 130 00:09:19,000 --> 00:09:25,000 bath, is a little system. And the response of the system, 131 00:09:22,000 --> 00:09:28,000 i.e. the change in the internal 132 00:09:24,000 --> 00:09:30,000 temperature is governed by the driving external temperature. 133 00:09:28,000 --> 00:09:34,000 So, the input is q of t, and the response of 134 00:09:32,000 --> 00:09:38,000 the system is the solution to the differential equation. 135 00:09:45,000 --> 00:09:51,000 Now, if the thing is special, as it's going to be for most of 136 00:09:49,000 --> 00:09:55,000 this period, it has that special form, then I'm going to, 137 00:09:54,000 --> 00:10:00,000 I really want to call q sub e the input. 138 00:09:58,000 --> 00:10:04,000 I want to call q sub e the input, and there is no standard 139 00:10:02,000 --> 00:10:08,000 way of doing that, although there's a most common 140 00:10:06,000 --> 00:10:12,000 way. So, I'm just calling it the 141 00:10:10,000 --> 00:10:16,000 physical input, in other words, 142 00:10:12,000 --> 00:10:18,000 the temperature input, or the concentration input. 143 00:10:16,000 --> 00:10:22,000 And, that will be my (q)e of t, and by the 144 00:10:21,000 --> 00:10:27,000 subscript e, you will understand that I'm writing it in that form 145 00:10:26,000 --> 00:10:32,000 and thinking of this model, or concentration model, 146 00:10:30,000 --> 00:10:36,000 or mixing model as I will show you on Monday. 147 00:10:35,000 --> 00:10:41,000 By the way, this is often handled, I mean, 148 00:10:37,000 --> 00:10:43,000 how would you handle this to get rid of a k? 149 00:10:41,000 --> 00:10:47,000 Well, divide through by k. So, this equation is often, 150 00:10:45,000 --> 00:10:51,000 in the literature, written this way: 151 00:10:47,000 --> 00:10:53,000 one over k times y prime plus y is equal to, well, 152 00:10:51,000 --> 00:10:57,000 now they call it q of t, not (q)e of t because they've 153 00:10:55,000 --> 00:11:01,000 gotten rid of this funny factor. But 154 00:10:59,000 --> 00:11:05,000 I will continue to call it (q)e. So, in other words, 155 00:11:04,000 --> 00:11:10,000 and this part this is just, frankly, called the input. 156 00:11:09,000 --> 00:11:15,000 It doesn't say physical or anything. 157 00:11:11,000 --> 00:11:17,000 And, this is the solution, it's then the response, 158 00:11:16,000 --> 00:11:22,000 and this funny coefficient of y prime, 159 00:11:19,000 --> 00:11:25,000 that's not in standard linear form, is it, anymore? 160 00:11:23,000 --> 00:11:29,000 But, it's a standard form if you want to do this input 161 00:11:28,000 --> 00:11:34,000 response analysis. So, this is also a way of 162 00:11:31,000 --> 00:11:37,000 writing the equation. I'm not going to use it because 163 00:11:38,000 --> 00:11:44,000 how many standard forms could this poor little course absorb? 164 00:11:43,000 --> 00:11:49,000 I'll stick to that one. Okay, you have, 165 00:11:47,000 --> 00:11:53,000 then, the superposition principle, which I don't think 166 00:11:52,000 --> 00:11:58,000 I'm going to-- the solution, which solution? 167 00:11:57,000 --> 00:12:03,000 Well, normally it means any solution, or in other words, 168 00:12:02,000 --> 00:12:08,000 the steady-state solution. Now, notice that terminology 169 00:12:07,000 --> 00:12:13,000 only makes sense if k is positive. 170 00:12:10,000 --> 00:12:16,000 And, in fact, there is nothing like the 171 00:12:13,000 --> 00:12:19,000 picture, the picture doesn't look at all like this if k is 172 00:12:17,000 --> 00:12:23,000 negative, and therefore, the terms would steady state, 173 00:12:20,000 --> 00:12:26,000 transient would be totally inappropriate if k were 174 00:12:24,000 --> 00:12:30,000 negative. So, this assumes definitely 175 00:12:26,000 --> 00:12:32,000 that k has to be greater than zero. 176 00:12:30,000 --> 00:12:36,000 Otherwise, no. So, I'll call this the physical 177 00:12:33,000 --> 00:12:39,000 input. And then, you have the 178 00:12:35,000 --> 00:12:41,000 superposition principle, which I really can't improve 179 00:12:40,000 --> 00:12:46,000 upon what's written in the notes, this superposition of 180 00:12:44,000 --> 00:12:50,000 inputs. Whether they are physical 181 00:12:47,000 --> 00:12:53,000 inputs or nonphysical inputs, if the input q of t produces 182 00:12:51,000 --> 00:12:57,000 the response, y of t, 183 00:12:54,000 --> 00:13:00,000 and q two of t produces the response, y two of t, 184 00:13:02,000 --> 00:13:08,000 -- then a simple calculation with the differential equation 185 00:13:07,000 --> 00:13:13,000 shows you that by, so to speak, 186 00:13:10,000 --> 00:13:16,000 adding, that the sum of these two, I stated it very generally 187 00:13:15,000 --> 00:13:21,000 in the notes but it corresponds, we will have as the response 188 00:13:21,000 --> 00:13:27,000 y1, the steady-state response y1 plus y2, 189 00:13:25,000 --> 00:13:31,000 and a constant times y1. That's an expression, 190 00:13:30,000 --> 00:13:36,000 essentially, of the linear, 191 00:13:32,000 --> 00:13:38,000 it uses the fact that the special form of the equation, 192 00:13:35,000 --> 00:13:41,000 and we will have a very efficient and elegant way of 193 00:13:38,000 --> 00:13:44,000 seeing this when we study higher order equations. 194 00:13:41,000 --> 00:13:47,000 For now, I will just, the little calculation that's 195 00:13:45,000 --> 00:13:51,000 done in the notes will suffice for first-order equations. 196 00:13:48,000 --> 00:13:54,000 If you don't have a complicated equation, there's no point in 197 00:13:52,000 --> 00:13:58,000 making a fuss over proofs using it. 198 00:13:54,000 --> 00:14:00,000 But essentially, it uses the fact that the 199 00:13:57,000 --> 00:14:03,000 equation is linear. Or, that's bad, 200 00:14:01,000 --> 00:14:07,000 so linearity of the ODE. In other words, 201 00:14:04,000 --> 00:14:10,000 it's a consequence of the fact that the equation looks the way 202 00:14:09,000 --> 00:14:15,000 it does. And, something like this would 203 00:14:12,000 --> 00:14:18,000 not, in any sense, be true if the equation, 204 00:14:15,000 --> 00:14:21,000 for example, had here a y squared 205 00:14:18,000 --> 00:14:24,000 instead of t. Everything I'm saying this 206 00:14:21,000 --> 00:14:27,000 period would be total nonsense and totally inapplicable. 207 00:14:27,000 --> 00:14:33,000 Now, today, what I wanted to discuss was, what's in the notes 208 00:14:32,000 --> 00:14:38,000 that I gave you today, which is, what happens when the 209 00:14:36,000 --> 00:14:42,000 physical input is trigonometric? For certain reasons, 210 00:14:41,000 --> 00:14:47,000 that's the most important case there is. 211 00:14:44,000 --> 00:14:50,000 It's because of the existence of what are called Fourier 212 00:14:49,000 --> 00:14:55,000 series, and there are a couple of words about them. 213 00:14:53,000 --> 00:14:59,000 That's something we will be studying in about three weeks or 214 00:14:58,000 --> 00:15:04,000 so. What's going on, 215 00:15:01,000 --> 00:15:07,000 roughly, is that, so I'm going to take the 216 00:15:06,000 --> 00:15:12,000 equation in the form y prime plus ky equals k times 217 00:15:12,000 --> 00:15:18,000 (q)e of t, and the input that I'm 218 00:15:17,000 --> 00:15:23,000 interested in is when this is a simple one that you use on the 219 00:15:23,000 --> 00:15:29,000 visual that you did about two points worth of work for handing 220 00:15:30,000 --> 00:15:36,000 in today, cosine omega t. 221 00:15:36,000 --> 00:15:42,000 So, if you like, k here. 222 00:15:37,000 --> 00:15:43,000 So, the (q)e is cosine omega t. That was the physical input. 223 00:15:41,000 --> 00:15:47,000 And, omega, as you know, is, you have to be careful when 224 00:15:44,000 --> 00:15:50,000 you use the word frequency. I assume you got this from 225 00:15:48,000 --> 00:15:54,000 physics class all last semester. But anyway, just to remind you, 226 00:15:52,000 --> 00:15:58,000 there's a whole yoga of five or six terms that go whenever 227 00:15:56,000 --> 00:16:02,000 you're talking about trigonometric functions. 228 00:16:00,000 --> 00:16:06,000 Instead of giving a long explanation, the end of the 229 00:16:03,000 --> 00:16:09,000 second page of the notes just gives you a reference list of 230 00:16:08,000 --> 00:16:14,000 what you are expected to know for 18.03 and physics as well, 231 00:16:12,000 --> 00:16:18,000 with a brief one or two line description of what each of 232 00:16:17,000 --> 00:16:23,000 those means. So, think of it as something to 233 00:16:20,000 --> 00:16:26,000 refer back to if you have forgotten. 234 00:16:23,000 --> 00:16:29,000 But, omega is what's called the angular frequency or the 235 00:16:27,000 --> 00:16:33,000 circular frequency. It's somewhat misleading to 236 00:16:31,000 --> 00:16:37,000 call it the frequency, although I probably will. 237 00:16:36,000 --> 00:16:42,000 It's the angular frequency. It's, in other words, 238 00:16:39,000 --> 00:16:45,000 it's the number of complete oscillations. 239 00:16:42,000 --> 00:16:48,000 This cosine omega t is going up and down right? 240 00:16:47,000 --> 00:16:53,000 So, a complete oscillation as it goes down and then returns to 241 00:16:51,000 --> 00:16:57,000 where it started. That's a complete oscillation. 242 00:16:55,000 --> 00:17:01,000 This is only half an oscillation because you didn't 243 00:16:58,000 --> 00:17:04,000 give it a chance to get back. Okay, so the number of complete 244 00:17:03,000 --> 00:17:09,000 oscillations in how much time, well, in two pi, 245 00:17:06,000 --> 00:17:12,000 in the distance, two pi on the t-axis in the 246 00:17:09,000 --> 00:17:15,000 interval of length two pi because, for example, 247 00:17:13,000 --> 00:17:19,000 if omega is one, cosine t takes two 248 00:17:16,000 --> 00:17:22,000 pi to repeat itself, right? 249 00:17:20,000 --> 00:17:26,000 If omega were two, it would repeat itself. 250 00:17:23,000 --> 00:17:29,000 It would make two complete oscillations in the interval, 251 00:17:28,000 --> 00:17:34,000 two pi. So, it's what happens to the 252 00:17:31,000 --> 00:17:37,000 interval, two pi, not what happens in the time 253 00:17:35,000 --> 00:17:41,000 interval, one, which is the natural meaning of 254 00:17:39,000 --> 00:17:45,000 the word frequency. There's always this factor of 255 00:17:43,000 --> 00:17:49,000 two pi that floats around to make all of your formulas and 256 00:17:48,000 --> 00:17:54,000 solutions incorrect. Okay, now, so, 257 00:17:51,000 --> 00:17:57,000 what I'm out to do is, the problem is for the physical 258 00:17:55,000 --> 00:18:01,000 input, (q)e cosine omega t, 259 00:17:59,000 --> 00:18:05,000 find the response. In other words, 260 00:18:02,000 --> 00:18:08,000 solve the differential equation. 261 00:18:07,000 --> 00:18:13,000 In short, for the visual that you looked at, 262 00:18:11,000 --> 00:18:17,000 I think I've forgot the colors now. 263 00:18:14,000 --> 00:18:20,000 The input was in green, maybe, but I do remember that 264 00:18:19,000 --> 00:18:25,000 the response was in yellow. I think I remember that. 265 00:18:24,000 --> 00:18:30,000 So, find the response, yellow, and the input was, 266 00:18:28,000 --> 00:18:34,000 what color was it, green? 267 00:18:30,000 --> 00:18:36,000 Blue, blue. Light blue. 268 00:18:34,000 --> 00:18:40,000 Okay, so we've got to solve the differential equation. 269 00:18:39,000 --> 00:18:45,000 Now, it's a question of how I'm going to solve the differential 270 00:18:46,000 --> 00:18:52,000 equation. I'm going to use complex 271 00:18:49,000 --> 00:18:55,000 numbers throughout, A because that's the way it's 272 00:18:54,000 --> 00:19:00,000 usually done. B, to give you practice using 273 00:18:59,000 --> 00:19:05,000 complex numbers, and I don't think I need any 274 00:19:04,000 --> 00:19:10,000 other reasons. So, I'm going to use complex 275 00:19:09,000 --> 00:19:15,000 numbers. I'm going to complexify. 276 00:19:13,000 --> 00:19:19,000 To use complex numbers, what you do is complexification 277 00:19:18,000 --> 00:19:24,000 of the problem. So, I'm going to complexify the 278 00:19:23,000 --> 00:19:29,000 problem, turn it into the domain of complex numbers. 279 00:19:29,000 --> 00:19:35,000 So, take the differential equation, turn it into a 280 00:19:33,000 --> 00:19:39,000 differential equation involving complex numbers, 281 00:19:37,000 --> 00:19:43,000 solve that, and then go back to the real domain to get the 282 00:19:42,000 --> 00:19:48,000 answer, since it's easier to integrate exponentials. 283 00:19:46,000 --> 00:19:52,000 And therefore, try to introduce, 284 00:19:49,000 --> 00:19:55,000 try to change the trigonometric functions into complex 285 00:19:53,000 --> 00:19:59,000 exponentials, simply because the work will be 286 00:19:57,000 --> 00:20:03,000 easier to do. All right, so let's do it. 287 00:20:02,000 --> 00:20:08,000 To change this differential equation, remember, 288 00:20:05,000 --> 00:20:11,000 I've got cosine omega t here. 289 00:20:09,000 --> 00:20:15,000 I'm going to use the fact that e to the i omega t, 290 00:20:14,000 --> 00:20:20,000 Euler's formula, that the real part of it is 291 00:20:17,000 --> 00:20:23,000 cosine omega t. So, I'm going to view this as 292 00:20:22,000 --> 00:20:28,000 the real part of this complex function. 293 00:20:25,000 --> 00:20:31,000 But, I will throw at the imaginary part, 294 00:20:28,000 --> 00:20:34,000 too, since at one point we will need it. 295 00:20:31,000 --> 00:20:37,000 Now, what is the equation, then, that it's going to turn 296 00:20:36,000 --> 00:20:42,000 into? The complexified equation is 297 00:20:41,000 --> 00:20:47,000 going to be y prime plus ky equals, and now, 298 00:20:46,000 --> 00:20:52,000 instead of the right hand side, k times cosine omega t, 299 00:20:53,000 --> 00:20:59,000 I'll use the whole complex exponential, e i omega t. 300 00:21:00,000 --> 00:21:06,000 Now, I have a problem because 301 00:21:06,000 --> 00:21:12,000 y, here, in this equation, y means the real function which 302 00:21:09,000 --> 00:21:15,000 solves that problem. I therefore cannot continue to 303 00:21:13,000 --> 00:21:19,000 call this y because I want y to be a real function. 304 00:21:16,000 --> 00:21:22,000 I have to change its name. Since this is complex function 305 00:21:20,000 --> 00:21:26,000 on the right-hand side, I will have to expect a complex 306 00:21:24,000 --> 00:21:30,000 solution to the differential equation. 307 00:21:28,000 --> 00:21:34,000 I'm going to call that complex solution y tilda. 308 00:21:32,000 --> 00:21:38,000 Now, that's what I would also use as the designation for the 309 00:21:38,000 --> 00:21:44,000 variable. So, y tilda is the complex 310 00:21:42,000 --> 00:21:48,000 solution. And, it's going to have the 311 00:21:46,000 --> 00:21:52,000 form y1 plus i times y2. 312 00:21:49,000 --> 00:21:55,000 It's going to be the complex solution. 313 00:21:53,000 --> 00:21:59,000 And now, what I say is, so, solve it. 314 00:21:57,000 --> 00:22:03,000 Find this complex solution. So, find the program is to find 315 00:22:03,000 --> 00:22:09,000 y tilde, -- -- that's the complex solution. 316 00:22:08,000 --> 00:22:14,000 And then I say, all you have to do is take the 317 00:22:12,000 --> 00:22:18,000 real part of that, and that will answer the 318 00:22:16,000 --> 00:22:22,000 original problem. Then, y1, that's the real part 319 00:22:20,000 --> 00:22:26,000 of it, right? It's a function, 320 00:22:23,000 --> 00:22:29,000 you know, like this is cosine plus sine, as it was over here, 321 00:22:28,000 --> 00:22:34,000 it will naturally be something different. 322 00:22:31,000 --> 00:22:37,000 It will be something different, but that part of it, 323 00:22:36,000 --> 00:22:42,000 the real part will solve the original problem, 324 00:22:40,000 --> 00:22:46,000 the original, real, ODE. 325 00:22:44,000 --> 00:22:50,000 Now, you will say, you expect us to believe that? 326 00:22:47,000 --> 00:22:53,000 Well, yes, in fact. I think we've got a lot to do, 327 00:22:51,000 --> 00:22:57,000 so since the argument for this is given in the nodes, 328 00:22:54,000 --> 00:23:00,000 so, read this in the notes. It only takes a line or two of 329 00:22:58,000 --> 00:23:04,000 standard work with differentiation. 330 00:23:02,000 --> 00:23:08,000 So, read in the notes the argument for that, 331 00:23:05,000 --> 00:23:11,000 why that's so. It just amounts to separating 332 00:23:09,000 --> 00:23:15,000 real and imaginary parts. Okay, so let's, 333 00:23:13,000 --> 00:23:19,000 now, solve this. Since that's our program, 334 00:23:17,000 --> 00:23:23,000 all we have to find is the solution. 335 00:23:20,000 --> 00:23:26,000 Well, just use integrating factors and just do it. 336 00:23:25,000 --> 00:23:31,000 So, the integrating factor will be, what, e to the, 337 00:23:29,000 --> 00:23:35,000 I don't want to use that formula. 338 00:23:34,000 --> 00:23:40,000 So, the integrating factor will be e to the kt is the 339 00:23:38,000 --> 00:23:44,000 integrating factor. If I multiply through both 340 00:23:42,000 --> 00:23:48,000 sides by the integrating factor, then the left-hand side will 341 00:23:46,000 --> 00:23:52,000 become y e to the kt, the way it always does, 342 00:23:50,000 --> 00:23:56,000 prime, Y tilde, sorry, 343 00:23:53,000 --> 00:23:59,000 and the right-hand side will be, now I'm going to start 344 00:23:57,000 --> 00:24:03,000 combining exponentials. It will be k times e to the 345 00:24:03,000 --> 00:24:09,000 power i times omega t plus k. 346 00:24:11,000 --> 00:24:17,000 I'm going to write that k plus omega t. 347 00:24:31,000 --> 00:24:37,000 i omega t plus k. 348 00:24:36,000 --> 00:24:42,000 Thank you. i omega t plus k, 349 00:24:40,000 --> 00:24:46,000 or k plus i omega t. 350 00:24:47,000 --> 00:24:53,000 kt? Sorry. 351 00:24:48,000 --> 00:24:54,000 So, it's k times e to the i omega t times e to the kt. 352 00:24:57,000 --> 00:25:03,000 So, that's (k plus i omega) 353 00:25:06,000 --> 00:25:12,000 times t. Sorry. 354 00:25:10,000 --> 00:25:16,000 So, y tilda e to the kt is k divided by, 355 00:25:17,000 --> 00:25:23,000 now I integrate this, so it essentially reproduces 356 00:25:23,000 --> 00:25:29,000 itself, except you have to put down on the bottom k plus i 357 00:25:30,000 --> 00:25:36,000 omega. I'll take the final step. 358 00:25:35,000 --> 00:25:41,000 What's y tilda equals, see, when you do it this way, 359 00:25:38,000 --> 00:25:44,000 then you don't get a messy looking formula that you 360 00:25:42,000 --> 00:25:48,000 substitute into and that is scary looking. 361 00:25:44,000 --> 00:25:50,000 This is never scary. Now, I'm going to do two things 362 00:25:48,000 --> 00:25:54,000 simultaneously. First of all, 363 00:25:49,000 --> 00:25:55,000 here, if I multiply, after I get the answer, 364 00:25:52,000 --> 00:25:58,000 I'm going to want to multiply it by e to the negative kt, 365 00:25:56,000 --> 00:26:02,000 right, to solve for y tilda. 366 00:26:00,000 --> 00:26:06,000 If I multiply this by e to the negative kt, then that just gets 367 00:26:04,000 --> 00:26:10,000 rid of the k that I put in, and left back with e to the i 368 00:26:08,000 --> 00:26:14,000 omega t. So, that side is easy. 369 00:26:10,000 --> 00:26:16,000 All that is left is e to the i omega t. 370 00:26:14,000 --> 00:26:20,000 Now, what's interesting is this thing out here, 371 00:26:18,000 --> 00:26:24,000 k plus i omega. I'm going to take a typical 372 00:26:22,000 --> 00:26:28,000 step of scaling it. And you scale it. 373 00:26:24,000 --> 00:26:30,000 I'm going to divide the top and bottom by k. 374 00:26:29,000 --> 00:26:35,000 And, what does that produce? One divided by one plus i times 375 00:26:35,000 --> 00:26:41,000 omega over k. 376 00:26:40,000 --> 00:26:46,000 What I've done is take these two separate constants, 377 00:26:45,000 --> 00:26:51,000 and shown that the critical thing is their ratio. 378 00:26:51,000 --> 00:26:57,000 Okay, now, what I have to do now is take the real part. 379 00:26:57,000 --> 00:27:03,000 Now, there are two ways to do this. 380 00:27:01,000 --> 00:27:07,000 There are two ways to do this. Both are instructive. 381 00:27:08,000 --> 00:27:14,000 So, there are two methods. I have a multiplication. 382 00:27:13,000 --> 00:27:19,000 The problem is, of course, that these two 383 00:27:17,000 --> 00:27:23,000 things are multiplied together. And, one of them is, 384 00:27:23,000 --> 00:27:29,000 essentially, in Cartesian form, 385 00:27:26,000 --> 00:27:32,000 and the other is, essentially, 386 00:27:29,000 --> 00:27:35,000 in polar form. You have to make a decision. 387 00:27:35,000 --> 00:27:41,000 Either go polar, it sounds like go postal, 388 00:27:40,000 --> 00:27:46,000 doesn't it, or worse, like a bear, 389 00:27:45,000 --> 00:27:51,000 savage, attack it savagely, which that's a very good, 390 00:27:52,000 --> 00:27:58,000 aggressive attitude to have when doing a problem, 391 00:27:58,000 --> 00:28:04,000 or we can go Cartesian. Going polar is a little faster, 392 00:28:05,000 --> 00:28:11,000 and I think it's what's done in the nodes. 393 00:28:08,000 --> 00:28:14,000 The notes to do both of these. They just do the first. 394 00:28:11,000 --> 00:28:17,000 On the other hand, they give you a formula, 395 00:28:14,000 --> 00:28:20,000 which is the critical thing that you will need to go 396 00:28:18,000 --> 00:28:24,000 Cartesian. I hope I can do both of them if 397 00:28:21,000 --> 00:28:27,000 we sort of hurry along. How do I go polar? 398 00:28:24,000 --> 00:28:30,000 To go polar, what you want to do is express 399 00:28:27,000 --> 00:28:33,000 this thing in polar form. Now, one of the things I didn't 400 00:28:32,000 --> 00:28:38,000 emphasize enough, probably, when I talked to you 401 00:28:35,000 --> 00:28:41,000 about complex numbers last time is, so I will remind you, 402 00:28:40,000 --> 00:28:46,000 which saves my conscience and doesn't hurt yours, 403 00:28:43,000 --> 00:28:49,000 suppose you have alpha as a complex number. 404 00:28:47,000 --> 00:28:53,000 See, this complex number is a reciprocal. 405 00:28:50,000 --> 00:28:56,000 The good number is what's down below. 406 00:28:52,000 --> 00:28:58,000 Unfortunately, it's downstairs. 407 00:28:55,000 --> 00:29:01,000 You should know, like you know the back of your 408 00:28:58,000 --> 00:29:04,000 hand, which nobody knows, one over alpha. 409 00:29:03,000 --> 00:29:09,000 So that's the form. The number I'm interested in, 410 00:29:05,000 --> 00:29:11,000 that coefficient, it is of the form one over 411 00:29:08,000 --> 00:29:14,000 alpha. One over alpha times alpha is 412 00:29:10,000 --> 00:29:16,000 equal to one. 413 00:29:13,000 --> 00:29:19,000 And, from that, it follows, first of all, 414 00:29:15,000 --> 00:29:21,000 if I take absolute values, if the absolute value of one 415 00:29:19,000 --> 00:29:25,000 over alpha times the absolute value of this is equal to one, 416 00:29:22,000 --> 00:29:28,000 so, this is equal to one over the absolute value of alpha. 417 00:29:26,000 --> 00:29:32,000 I think you all knew that. I'm a little less certain you 418 00:29:29,000 --> 00:29:35,000 knew how to take care of the angles. 419 00:29:33,000 --> 00:29:39,000 How about the argument? Well, the argument of the 420 00:29:36,000 --> 00:29:42,000 angle, in other words, the angle of one over alpha 421 00:29:40,000 --> 00:29:46,000 plus, because when you multiply, angles add. 422 00:29:44,000 --> 00:29:50,000 Remember that. Plus, the angle associated with 423 00:29:48,000 --> 00:29:54,000 alpha has to be the angle associated with one. 424 00:29:51,000 --> 00:29:57,000 But what's that? One is out here. 425 00:29:54,000 --> 00:30:00,000 What's the angle of one? Zero. 426 00:30:06,000 --> 00:30:12,000 Therefore, the argument, the absolute value of this 427 00:30:10,000 --> 00:30:16,000 thing is want over the absolute value. 428 00:30:14,000 --> 00:30:20,000 That's easy. And, you should know that the 429 00:30:18,000 --> 00:30:24,000 argument of want over alpha is equal to minus the argument of 430 00:30:23,000 --> 00:30:29,000 alpha. So, when you take reciprocal, 431 00:30:27,000 --> 00:30:33,000 the angle turns into its negative. 432 00:30:30,000 --> 00:30:36,000 Okay, I'm going to use that now, because my aim is to turn 433 00:30:35,000 --> 00:30:41,000 this into polar form. So, let's do that someplace, 434 00:30:40,000 --> 00:30:46,000 I guess here. So, I want the polar form for 435 00:30:48,000 --> 00:30:54,000 one over one plus i times omega over k. 436 00:31:00,000 --> 00:31:06,000 Okay, I will draw a picture. 437 00:31:04,000 --> 00:31:10,000 Here's one. Here is omega over k. 438 00:31:09,000 --> 00:31:15,000 Let's call this angle phi. 439 00:31:12,000 --> 00:31:18,000 It's a natural thing to call it. 440 00:31:15,000 --> 00:31:21,000 It's a right triangle, of course. 441 00:31:18,000 --> 00:31:24,000 Okay, now, this is going to be a complex number times e to an 442 00:31:24,000 --> 00:31:30,000 angle. Now, what's the angle going to 443 00:31:28,000 --> 00:31:34,000 be? Well, this is a complex number, 444 00:31:32,000 --> 00:31:38,000 the angle for the complex number. 445 00:31:35,000 --> 00:31:41,000 So, the argument of the complex number, one plus i times omega 446 00:31:40,000 --> 00:31:46,000 over k is how much? 447 00:31:43,000 --> 00:31:49,000 Well, there's the complex number one plus i over one plus 448 00:31:48,000 --> 00:31:54,000 i times omega over k. 449 00:31:53,000 --> 00:31:59,000 Its angle is phi. So, the argument of this is 450 00:31:57,000 --> 00:32:03,000 phi, and therefore, the argument of its reciprocal 451 00:32:01,000 --> 00:32:07,000 is negative phi. So, it's e to the minus i phi. 452 00:32:06,000 --> 00:32:12,000 And, what's A? 453 00:32:09,000 --> 00:32:15,000 A is one over the absolute value of that complex number. 454 00:32:14,000 --> 00:32:20,000 Well, the absolute value of this complex number is one plus 455 00:32:20,000 --> 00:32:26,000 omega over k squared. 456 00:32:24,000 --> 00:32:30,000 So, the A is going to be one over that, the square root of 457 00:32:29,000 --> 00:32:35,000 one plus omega over k, the quantity squared, 458 00:32:33,000 --> 00:32:39,000 times e to the minus i phi. 459 00:32:39,000 --> 00:32:45,000 See, I did that. 460 00:32:43,000 --> 00:32:49,000 That's a critical step. You must turn that coefficient. 461 00:32:46,000 --> 00:32:52,000 If you want to go polar, you must turn is that 462 00:32:49,000 --> 00:32:55,000 coefficient, write that coefficient in the polar form. 463 00:32:52,000 --> 00:32:58,000 And for that, you need these basic facts 464 00:32:54,000 --> 00:33:00,000 about, draw the complex number, draw its angle, 465 00:32:57,000 --> 00:33:03,000 and so on and so forth. And now, what's there for the 466 00:33:02,000 --> 00:33:08,000 solution? Once you've done that, 467 00:33:06,000 --> 00:33:12,000 the work is over. What's the complex solution? 468 00:33:10,000 --> 00:33:16,000 The complex solution is this. I've just found the polar form 469 00:33:16,000 --> 00:33:22,000 for this. So, I multiply it by e to the i 470 00:33:20,000 --> 00:33:26,000 omega t, which means these things add. 471 00:33:25,000 --> 00:33:31,000 So, it's equal to A, this A, times e to the i omega 472 00:33:30,000 --> 00:33:36,000 t minus i times phi. 473 00:33:37,000 --> 00:33:43,000 Or, in other words, the coefficient is one over, 474 00:33:42,000 --> 00:33:48,000 this is a real number, now, square root of one plus 475 00:33:47,000 --> 00:33:53,000 omega over k squared. 476 00:33:53,000 --> 00:33:59,000 And, this is e to the, see if I get it right, 477 00:33:58,000 --> 00:34:04,000 now. And finally, 478 00:34:00,000 --> 00:34:06,000 now, what's the answer to our real problem? 479 00:34:05,000 --> 00:34:11,000 y1: the real answer. I mean: the really real answer. 480 00:34:11,000 --> 00:34:17,000 What is it? Well, this is a real number. 481 00:34:13,000 --> 00:34:19,000 So, I simply reproduce that as the coefficient out front. 482 00:34:17,000 --> 00:34:23,000 And for the other part, I want the real part of that. 483 00:34:20,000 --> 00:34:26,000 But you can write that down instantly. 484 00:34:23,000 --> 00:34:29,000 So, let's recopy the coefficient. 485 00:34:25,000 --> 00:34:31,000 And then, I want just the real part of this. 486 00:34:28,000 --> 00:34:34,000 Well, this is e to the i times some crazy angle. 487 00:34:32,000 --> 00:34:38,000 So, the real part is the cosine of that crazy angle. 488 00:34:36,000 --> 00:34:42,000 So, it's the cosine of omega t minus phi. 489 00:34:40,000 --> 00:34:46,000 And, if somebody says, 490 00:34:42,000 --> 00:34:48,000 yeah, well, okay, I got the omega k, 491 00:34:45,000 --> 00:34:51,000 I know what that is. That came from the problem, 492 00:34:49,000 --> 00:34:55,000 the driving frequency, driving angular frequency. 493 00:34:52,000 --> 00:34:58,000 That was omega, and k, I guess, 494 00:34:55,000 --> 00:35:01,000 k was the conductivity, the thing which told you how 495 00:34:59,000 --> 00:35:05,000 quickly the heat that penetrated the walls of the little inner 496 00:35:03,000 --> 00:35:09,000 chamber. So, that's okay, 497 00:35:07,000 --> 00:35:13,000 but what's this phi? Well, the best way to get phi 498 00:35:11,000 --> 00:35:17,000 is just to draw that picture, but if you want a formula for 499 00:35:15,000 --> 00:35:21,000 phi, phi will be, well, I guess from the picture, 500 00:35:19,000 --> 00:35:25,000 it's the arc tangent of omega, k, divided by k, 501 00:35:23,000 --> 00:35:29,000 over one, which I don't have to put 502 00:35:28,000 --> 00:35:34,000 in. So, it's this number, 503 00:35:30,000 --> 00:35:36,000 phi, in reference to this function. 504 00:35:34,000 --> 00:35:40,000 See, if the phi weren't there, this would be cosine omega t, 505 00:35:39,000 --> 00:35:45,000 and we all know what that looks 506 00:35:44,000 --> 00:35:50,000 like. The phi is called the phase lag 507 00:35:48,000 --> 00:35:54,000 or phase delay, something like that, 508 00:35:51,000 --> 00:35:57,000 the phase lag of the function. What does it represent? 509 00:35:56,000 --> 00:36:02,000 It represents, let me draw you a picture. 510 00:36:02,000 --> 00:36:08,000 Let's draw the picture like this. 511 00:36:05,000 --> 00:36:11,000 Here's cosine omega t. 512 00:36:08,000 --> 00:36:14,000 Now, regular cosine would look sort of like that. 513 00:36:13,000 --> 00:36:19,000 But, I will indicate that the angular frequency is not one by 514 00:36:18,000 --> 00:36:24,000 making my cosine squinchy up a little too much. 515 00:36:23,000 --> 00:36:29,000 Everybody can tell that that's the cosine on a limp axis, 516 00:36:28,000 --> 00:36:34,000 something for Salvador Dali, okay. 517 00:36:31,000 --> 00:36:37,000 So, there's cosine of something. 518 00:36:36,000 --> 00:36:42,000 So, what was it? Blue? 519 00:36:37,000 --> 00:36:43,000 I don't have blue. Yes, I have blue. 520 00:36:41,000 --> 00:36:47,000 Okay, so now you will know what I'm talking about because this 521 00:36:46,000 --> 00:36:52,000 looks just like the screen on your computer when you put in 522 00:36:52,000 --> 00:36:58,000 the visual for this. Frequency: your response order 523 00:36:56,000 --> 00:37:02,000 one. So, this is cosine omega t. 524 00:36:59,000 --> 00:37:05,000 Now, how will cosine omega t 525 00:37:04,000 --> 00:37:10,000 minus phi look? 526 00:37:07,000 --> 00:37:13,000 Well, it'll be moved over. Let's, for example, 527 00:37:10,000 --> 00:37:16,000 suppose phi were pi over two. Now, where's pi over two on the 528 00:37:15,000 --> 00:37:21,000 picture? Well, what I do is cosine omega 529 00:37:18,000 --> 00:37:24,000 t minus this. I move it over by one, 530 00:37:22,000 --> 00:37:28,000 so that this point becomes that one, and it looks like, 531 00:37:26,000 --> 00:37:32,000 the site will look like this. In other words, 532 00:37:30,000 --> 00:37:36,000 I shove it over by, so this is the point where 533 00:37:33,000 --> 00:37:39,000 omega t equals pi over two. 534 00:37:39,000 --> 00:37:45,000 It's not the value of t. It's not the value of t. 535 00:37:43,000 --> 00:37:49,000 It's the value of omega t. 536 00:37:46,000 --> 00:37:52,000 And, when I do that, then the blue curve has been 537 00:37:50,000 --> 00:37:56,000 shoved over one quarter of its total cycle, and that turns it, 538 00:37:55,000 --> 00:38:01,000 of course, into the sine curve, which I hope I can draw. 539 00:38:01,000 --> 00:38:07,000 So, this goes up to there, and then, it's got to get back 540 00:38:05,000 --> 00:38:11,000 through. Let me stop there while I'm 541 00:38:08,000 --> 00:38:14,000 ahead. So, this is sine omega t, 542 00:38:11,000 --> 00:38:17,000 the yellow thing, 543 00:38:13,000 --> 00:38:19,000 but that's also, in another life, 544 00:38:16,000 --> 00:38:22,000 cosine of omega t minus pi over two. 545 00:38:21,000 --> 00:38:27,000 The main thing is you don't subtract, the pi over two is not 546 00:38:26,000 --> 00:38:32,000 being subtracted from the t. It's being subtracted from the 547 00:38:32,000 --> 00:38:38,000 whole expression, and this whole expression 548 00:38:35,000 --> 00:38:41,000 represents an angle, which tells you where you are 549 00:38:39,000 --> 00:38:45,000 in the travel, a long cosine to this. 550 00:38:41,000 --> 00:38:47,000 What this quantity gets to be two pi, you're back where you 551 00:38:46,000 --> 00:38:52,000 started. That's not the distance on the 552 00:38:49,000 --> 00:38:55,000 t axis. It's the angle through which 553 00:38:51,000 --> 00:38:57,000 you go through. In other words, 554 00:38:54,000 --> 00:39:00,000 does number describes where you are on the cosine cycle. 555 00:38:58,000 --> 00:39:04,000 It doesn't tell you, it's not aiming at telling you 556 00:39:01,000 --> 00:39:07,000 exactly where you are on the t axis. 557 00:39:04,000 --> 00:39:10,000 The response function looks like one over the square root of 558 00:39:09,000 --> 00:39:15,000 one plus omega over k squared times cosine omega t minus phi. 559 00:39:19,000 --> 00:39:25,000 And, I asked you on the problem set, if k goes up, 560 00:39:24,000 --> 00:39:30,000 in other words, if the conductivity rises, 561 00:39:28,000 --> 00:39:34,000 if heat can get more rapidly from the outside to the inside, 562 00:39:34,000 --> 00:39:40,000 for example, how does that affect the 563 00:39:38,000 --> 00:39:44,000 amplitude? This is the amplitude, 564 00:39:42,000 --> 00:39:48,000 A, and the phase lag. In other words, 565 00:39:47,000 --> 00:39:53,000 how does this affect the response? 566 00:39:51,000 --> 00:39:57,000 And now, you can see. If k goes up, 567 00:39:55,000 --> 00:40:01,000 this fraction is becoming smaller. 568 00:39:59,000 --> 00:40:05,000 That means the denominator is becoming smaller, 569 00:40:05,000 --> 00:40:11,000 and therefore, the amplitude is going up. 570 00:40:12,000 --> 00:40:18,000 What's happening to the phase lag? 571 00:40:14,000 --> 00:40:20,000 Well, the phase lag looks like this: phi one omega over k. 572 00:40:20,000 --> 00:40:26,000 If k is going up, 573 00:40:23,000 --> 00:40:29,000 then the size of this side is going down, and the angle is 574 00:40:28,000 --> 00:40:34,000 going down. Now, that part is intuitive. 575 00:40:32,000 --> 00:40:38,000 I would have expected everybody to get that. 576 00:40:36,000 --> 00:40:42,000 It's the heat gets in quickly, more quickly, 577 00:40:40,000 --> 00:40:46,000 then the amplitude will match more quickly. 578 00:40:44,000 --> 00:40:50,000 This will rise, and get fairly close to one, 579 00:40:47,000 --> 00:40:53,000 in fact, and there should be very little lag in the way the 580 00:40:53,000 --> 00:40:59,000 response follows input. But how about the other one? 581 00:40:57,000 --> 00:41:03,000 Okay, I give you two minutes. The other one, 582 00:41:01,000 --> 00:41:07,000 you will figure out yourself.