1 00:00:00,499 --> 00:00:01,460 GILBERT STRANG: OK. 2 00:00:01,460 --> 00:00:05,660 So this is the second lecture about these pictures, 3 00:00:05,660 --> 00:00:09,990 in the phase plane that's with axes y and y 4 00:00:09,990 --> 00:00:14,330 prime, for a second order constant coefficient 5 00:00:14,330 --> 00:00:18,470 linear, good problem. 6 00:00:18,470 --> 00:00:19,160 Good problem. 7 00:00:19,160 --> 00:00:23,330 And you remember that we study that equation 8 00:00:23,330 --> 00:00:31,360 by looking for special solutions y equals e to the st. 9 00:00:31,360 --> 00:00:33,400 When we plug that into the equation, 10 00:00:33,400 --> 00:00:37,250 we get this simple quadratic equation. 11 00:00:37,250 --> 00:00:39,530 And everything depends on that. 12 00:00:39,530 --> 00:00:44,260 So today this video is about the case 13 00:00:44,260 --> 00:00:47,340 when the roots are complex. 14 00:00:47,340 --> 00:00:51,680 You remember, so the roots, complex roots, you 15 00:00:51,680 --> 00:00:56,080 have a real part, plus or minus an imaginary part. 16 00:00:56,080 --> 00:01:01,720 And this happens when b squared is smaller than 4ac. 17 00:01:01,720 --> 00:01:03,830 Because you remember, there's a square root 18 00:01:03,830 --> 00:01:08,280 in the formula for the solution of a quadratic equation. 19 00:01:08,280 --> 00:01:12,620 There's a square root of b squared minus 4ac, 20 00:01:12,620 --> 00:01:16,770 the usual formula from school. 21 00:01:16,770 --> 00:01:21,420 And if b squared is smaller, we have a negative number 22 00:01:21,420 --> 00:01:22,990 under the square root. 23 00:01:22,990 --> 00:01:25,560 And we get complex roots. 24 00:01:25,560 --> 00:01:28,370 So last time the roots were real. 25 00:01:28,370 --> 00:01:32,420 The pictures in the phase plane set off to infinity, 26 00:01:32,420 --> 00:01:38,990 or came in to 0, more or less almost on straight lines. 27 00:01:38,990 --> 00:01:42,970 Now we're going to have curves and spirals, because 28 00:01:42,970 --> 00:01:45,070 of the complex part. 29 00:01:45,070 --> 00:01:48,390 So here are the three possibilities now. 30 00:01:48,390 --> 00:01:50,130 We had three last time. 31 00:01:50,130 --> 00:01:53,560 Here are the other three with complex roots. 32 00:01:53,560 --> 00:01:57,050 So the complex, the real part, everything 33 00:01:57,050 --> 00:02:03,230 depends on this real part that the stability 34 00:02:03,230 --> 00:02:06,850 going in, going out, staying on a circle 35 00:02:06,850 --> 00:02:09,900 depends on that real part. 36 00:02:09,900 --> 00:02:13,640 If the real part is positive, then we go out. 37 00:02:13,640 --> 00:02:21,260 We have an exponential e to the a plus i omega t. 38 00:02:23,970 --> 00:02:30,190 And if a is positive that e to the at would blow up, unstable. 39 00:02:30,190 --> 00:02:32,170 So that's unstable. 40 00:02:32,170 --> 00:02:33,390 Here is a center. 41 00:02:33,390 --> 00:02:38,020 When a is zero, then we just have e to the i omega t. 42 00:02:38,020 --> 00:02:39,660 That's the nicest example. 43 00:02:39,660 --> 00:02:41,430 I do that one first. 44 00:02:41,430 --> 00:02:44,075 So in that case we're just going around in a circle 45 00:02:44,075 --> 00:02:46,620 or around in an ellipse. 46 00:02:46,620 --> 00:02:50,600 And finally, the physical problem 47 00:02:50,600 --> 00:02:54,360 where we have damping, but not too much damping. 48 00:02:54,360 --> 00:02:56,970 So the roots are still complex. 49 00:02:56,970 --> 00:02:58,630 But they're going in. 50 00:02:58,630 --> 00:03:04,930 Because if a is negative, e to the at is going to 0. 51 00:03:04,930 --> 00:03:08,210 So that's a stable case. 52 00:03:08,210 --> 00:03:11,970 That's a physical case. 53 00:03:11,970 --> 00:03:16,340 We hope to have a little damping in our system, and be stable. 54 00:03:16,340 --> 00:03:19,730 This one we could say neutrally stable. 55 00:03:19,730 --> 00:03:22,010 This one is certainly unstable. 56 00:03:22,010 --> 00:03:27,360 Let me start with that, the neutrally stable. 57 00:03:27,360 --> 00:03:31,920 Because that's the most famous equation in second order 58 00:03:31,920 --> 00:03:34,240 equation in mechanics. 59 00:03:34,240 --> 00:03:38,170 It's pure oscillation, a spring going up and down, 60 00:03:38,170 --> 00:03:43,440 an LC circuit going back and forth, pure oscillation. 61 00:03:43,440 --> 00:03:46,720 And we see the solutions. 62 00:03:46,720 --> 00:03:53,160 So I've written-- I've taken this particular equation. 63 00:03:53,160 --> 00:03:54,740 You notice no damping. 64 00:03:54,740 --> 00:03:56,630 There's no y prime term. 65 00:03:56,630 --> 00:03:57,320 OK. 66 00:03:57,320 --> 00:04:01,500 So here is the solution, famous, famous solution. 67 00:04:01,500 --> 00:04:05,910 And y prime it will be c1, I guess 68 00:04:05,910 --> 00:04:09,990 the derivative of the cosine is minus omega times 69 00:04:09,990 --> 00:04:14,380 sine omega t, plus c2. 70 00:04:14,380 --> 00:04:20,600 The derivative of that is omega cos omega t. 71 00:04:20,600 --> 00:04:25,630 So that's the y and y prime. 72 00:04:25,630 --> 00:04:30,170 So for every t, it's going to be an easy figure. 73 00:04:30,170 --> 00:04:32,530 Here is y. 74 00:04:32,530 --> 00:04:34,400 Here is y prime. 75 00:04:34,400 --> 00:04:37,650 And that's the phase plane, phase plane. 76 00:04:37,650 --> 00:04:42,810 So at each time t, I have a y and a y prime. 77 00:04:42,810 --> 00:04:44,245 And it gives me a point. 78 00:04:44,245 --> 00:04:48,110 So let me put it in there. 79 00:04:48,110 --> 00:04:52,440 As time moves on that point moves. 80 00:04:52,440 --> 00:04:55,080 And it's the picture in the phase plane, 81 00:04:55,080 --> 00:04:57,320 the orbit sometimes you could say, 82 00:04:57,320 --> 00:05:00,840 it's kind of like a planet or a moon. 83 00:05:00,840 --> 00:05:05,740 So for that, what is the orbit for that one? 84 00:05:05,740 --> 00:05:08,390 Well it goes around in an ellipse. 85 00:05:08,390 --> 00:05:11,280 It would be a circle with-- let me draw it. 86 00:05:13,810 --> 00:05:16,800 This is the case omega equal 1. 87 00:05:16,800 --> 00:05:20,150 In that case, in that most famous case, 88 00:05:20,150 --> 00:05:24,310 we simply go around a circle. 89 00:05:24,310 --> 00:05:25,250 There's y. 90 00:05:25,250 --> 00:05:27,120 There's y prime. 91 00:05:27,120 --> 00:05:31,630 We have cosine and sine and cos squared plus sine squared 92 00:05:31,630 --> 00:05:33,100 is 1 squared. 93 00:05:33,100 --> 00:05:37,780 And we're going around a circle of radius 1, or another circle 94 00:05:37,780 --> 00:05:39,930 depending on the initial condition. 95 00:05:39,930 --> 00:05:46,460 Here there's a factor omega, giving an extra push 96 00:05:46,460 --> 00:05:48,050 to y prime. 97 00:05:48,050 --> 00:05:53,160 So if omega was 2, for example, then we'd have a 2 98 00:05:53,160 --> 00:05:57,160 in y prime from the omega, which is not in the y. 99 00:05:57,160 --> 00:05:59,860 And that would make y prime a little larger. 100 00:05:59,860 --> 00:06:04,750 And it would be twice as-- it would go up to twice as-- 101 00:06:04,750 --> 00:06:10,850 that's meant to be, meant to be an ellipse with height 2 up 102 00:06:10,850 --> 00:06:17,320 there, or in general omega, and 1 there. 103 00:06:17,320 --> 00:06:21,180 So in the y direction there is no factor omega. 104 00:06:21,180 --> 00:06:23,670 And we just have cosine and sine. 105 00:06:23,670 --> 00:06:28,260 And that would be a typical picture in the phase plane. 106 00:06:28,260 --> 00:06:31,730 But if we started with smaller initial conditions, 107 00:06:31,730 --> 00:06:35,950 we would travel on another ellipse. 108 00:06:35,950 --> 00:06:38,200 But the point is-- and these are called, 109 00:06:38,200 --> 00:06:40,060 this picture is called a center. 110 00:06:44,210 --> 00:06:47,010 So that's one of the six possibilities, and in some way, 111 00:06:47,010 --> 00:06:48,980 kind of the most beautiful. 112 00:06:48,980 --> 00:06:53,200 You get ellipsis in the phase plane. 113 00:06:53,200 --> 00:06:54,370 They close off. 114 00:06:54,370 --> 00:06:59,870 Because the solution just repeats itself every period. 115 00:06:59,870 --> 00:07:01,470 It's periodic. 116 00:07:01,470 --> 00:07:02,700 y is periodic. 117 00:07:02,700 --> 00:07:04,280 y prime is periodic. 118 00:07:04,280 --> 00:07:07,280 They come around again and again and again. 119 00:07:07,280 --> 00:07:12,450 No energy is lost, conservation of energy, perfection. 120 00:07:12,450 --> 00:07:18,735 And I would say neutrally stable, neutral stability. 121 00:07:23,980 --> 00:07:26,670 The solution doesn't go into 0. 122 00:07:26,670 --> 00:07:28,260 Because there's no damping. 123 00:07:28,260 --> 00:07:30,500 It doesn't go out to infinity. 124 00:07:30,500 --> 00:07:32,030 Because there's constant energy. 125 00:07:32,030 --> 00:07:34,560 And that's the picture in the phase plane. 126 00:07:34,560 --> 00:07:35,490 OK. 127 00:07:35,490 --> 00:07:36,820 So that's the center. 128 00:07:36,820 --> 00:07:41,950 And now I'll draw one with a source, or a sink. 129 00:07:41,950 --> 00:07:44,730 I just have to change the sign on damping 130 00:07:44,730 --> 00:07:46,640 to get source or sink. 131 00:07:46,640 --> 00:07:48,560 So let me do that. 132 00:07:48,560 --> 00:07:56,235 So now I'm going to do a spiral source or sink. 133 00:07:59,590 --> 00:08:03,090 This is the unstable one, going out to infinity. 134 00:08:03,090 --> 00:08:05,970 This is the stable one coming in to 0. 135 00:08:05,970 --> 00:08:14,960 And let me do y double prime, plus or maybe minus 4y prime, 136 00:08:14,960 --> 00:08:17,470 plus 4y equals 0. 137 00:08:17,470 --> 00:08:19,850 Suppose I take that equation. 138 00:08:19,850 --> 00:08:25,570 Then I have s squared plus 4s, oh maybe-- 139 00:08:25,570 --> 00:08:27,740 maybe 2 is a nicer number. 140 00:08:27,740 --> 00:08:30,340 2 is nicer than 4. 141 00:08:30,340 --> 00:08:35,510 Let me change this to a 2, and a 2. 142 00:08:35,510 --> 00:08:41,210 And so I have s squared plus 2s plus 2 143 00:08:41,210 --> 00:08:44,390 or minus 2s plus 2 equals 0. 144 00:08:44,390 --> 00:08:53,400 So those are my-- positive damping would be with a plus. 145 00:08:53,400 --> 00:09:01,010 So with a plus sign, the roots are s squared plus 2s plus 2. 146 00:09:01,010 --> 00:09:08,200 The roots are 1, or rather a minus 1 plus or minus i. 147 00:09:12,270 --> 00:09:19,890 Plus sign, and then the minus sign, with a minus 2. 148 00:09:19,890 --> 00:09:26,320 Then all the roots have a plus, plus or minus i. 149 00:09:26,320 --> 00:09:30,890 Everything is depending on these roots, these exponents, 150 00:09:30,890 --> 00:09:34,900 which are the solutions of the special characteristic 151 00:09:34,900 --> 00:09:37,970 equation, the simple quadratic equation. 152 00:09:37,970 --> 00:09:42,190 And you see that depending on positive damping 153 00:09:42,190 --> 00:09:48,110 or a negative damping, I get stability or instability. 154 00:09:48,110 --> 00:09:51,240 And let me draw a picture. 155 00:09:51,240 --> 00:09:54,050 I don't if I can try two pictures in the same thing, 156 00:09:54,050 --> 00:09:54,830 probably not. 157 00:09:54,830 --> 00:09:56,170 That wouldn't be smart. 158 00:09:56,170 --> 00:09:58,620 So what's happening then? 159 00:09:58,620 --> 00:10:00,040 Let's take this one. 160 00:10:00,040 --> 00:10:06,010 So this solution y is e to the minus t. 161 00:10:06,010 --> 00:10:10,120 That's what's making it stable coming into 0, times-- 162 00:10:10,120 --> 00:10:20,810 and from here we have c1 cos t and c2 sine t. 163 00:10:20,810 --> 00:10:23,460 That's what we get from the usual, 164 00:10:23,460 --> 00:10:28,560 as in the case of a center that carries us around the circle. 165 00:10:28,560 --> 00:10:32,540 So what's happening in this picture, in this phase plane? 166 00:10:32,540 --> 00:10:38,080 Here's a phase plane again, y and y prime. 167 00:10:38,080 --> 00:10:41,270 Without the minus 1, we have a center. 168 00:10:41,270 --> 00:10:43,830 We just go around in a circle. 169 00:10:43,830 --> 00:10:47,780 But now because of the minus 1, which 170 00:10:47,780 --> 00:10:51,380 is the factor e to the minus t in the solution, 171 00:10:51,380 --> 00:10:54,360 as we go around we come in. 172 00:10:54,360 --> 00:10:57,300 And the word for that curve is a spiral. 173 00:10:57,300 --> 00:11:08,130 So this would be the center, going around in a circle. 174 00:11:08,130 --> 00:11:10,630 But now suppose we start here. 175 00:11:10,630 --> 00:11:17,210 Suppose we start at y equal 1, and y prime equal 0, 176 00:11:17,210 --> 00:11:20,090 start there at time 0. 177 00:11:20,090 --> 00:11:21,190 Let time go. 178 00:11:21,190 --> 00:11:24,980 Plot where we go. 179 00:11:24,980 --> 00:11:27,310 Where does this y and the y prime, 180 00:11:27,310 --> 00:11:29,770 where is the point, y, y prime? 181 00:11:29,770 --> 00:11:30,410 OK. 182 00:11:30,410 --> 00:11:35,950 I'm starting it at-- so I'm probably taking c1 as 1, 183 00:11:35,950 --> 00:11:37,560 and c2 as 0. 184 00:11:37,560 --> 00:11:39,780 So I'm starting it right there. 185 00:11:39,780 --> 00:11:45,680 And then I'll travel along, depending on sines. 186 00:11:45,680 --> 00:11:51,330 I would go, I think, probably this way. 187 00:11:51,330 --> 00:11:55,150 So it will travel on a-- it comes in 188 00:11:55,150 --> 00:11:56,960 pretty fast, of course. 189 00:11:56,960 --> 00:12:00,780 Because that exponential is a powerful guy 190 00:12:00,780 --> 00:12:02,460 that e to the minus t. 191 00:12:02,460 --> 00:12:12,980 So this is the solution, damping out to 0. 192 00:12:12,980 --> 00:12:17,890 That's with the plus sign, plus damping, 193 00:12:17,890 --> 00:12:23,240 which gives the minus sign in the s, in the exponent. 194 00:12:23,240 --> 00:12:26,310 And then so that is a spiral sink. 195 00:12:29,670 --> 00:12:32,790 Sink meaning just as water in a bathtub 196 00:12:32,790 --> 00:12:35,330 flows in, that's what happens. 197 00:12:35,330 --> 00:12:39,260 Now what happens in a spiral source that's 198 00:12:39,260 --> 00:12:41,490 what we have with a minus sign. 199 00:12:41,490 --> 00:12:43,110 Now we have a 1. 200 00:12:43,110 --> 00:12:45,500 Now we have an e to the plus t. 201 00:12:45,500 --> 00:12:46,940 Everything is growing. 202 00:12:46,940 --> 00:12:53,340 So instead of decaying, we're going around but growing-- OK. 203 00:12:53,340 --> 00:12:59,110 I'm off the board, way off the board with that spiral. 204 00:12:59,110 --> 00:13:01,170 Which is going to keep going around, 205 00:13:01,170 --> 00:13:05,240 but explode out to infinity. 206 00:13:05,240 --> 00:13:08,640 So those are the three possibilities 207 00:13:08,640 --> 00:13:14,790 for complex roots, centers, spiral source, and spiral sink. 208 00:13:14,790 --> 00:13:18,520 For real roots we had ordinary source, 209 00:13:18,520 --> 00:13:21,070 and ordinary sink, no spiral. 210 00:13:21,070 --> 00:13:25,060 And then the other possibility was a saddle point, 211 00:13:25,060 --> 00:13:28,000 where almost surely we go out. 212 00:13:28,000 --> 00:13:32,160 But there was one direction that came into the saddle point. 213 00:13:32,160 --> 00:13:32,660 OK. 214 00:13:32,660 --> 00:13:35,560 Those six pictures are going to control 215 00:13:35,560 --> 00:13:39,790 the whole problem of stability, which is our next subject. 216 00:13:39,790 --> 00:13:41,570 Thank you.