1 00:00:05,379 --> 00:00:07,030 PROFESSOR: Hi everyone. 2 00:00:07,030 --> 00:00:08,780 Welcome back. 3 00:00:08,780 --> 00:00:10,550 So in this problem, I'd like to take 4 00:00:10,550 --> 00:00:13,874 a look at autonomous equations and phase lines. 5 00:00:13,874 --> 00:00:16,290 And specifically, we're going to take a look at the simple 6 00:00:16,290 --> 00:00:19,820 equation x dot equals a*x plus 1, 7 00:00:19,820 --> 00:00:23,530 which models births and death rates and a fixed replenishment 8 00:00:23,530 --> 00:00:26,010 rate for a population. 9 00:00:26,010 --> 00:00:30,930 So in this case, the variable a represents births 10 00:00:30,930 --> 00:00:34,050 minus deaths in a population. 11 00:00:34,050 --> 00:00:40,410 And 1 represents the constant input of new creatures. 12 00:00:40,410 --> 00:00:43,060 So for part A, we're asked to find intervals 13 00:00:43,060 --> 00:00:45,870 of the variable a which determine 14 00:00:45,870 --> 00:00:50,430 the long-time stability of the population. 15 00:00:50,430 --> 00:00:54,340 And then secondly, for each typical case 16 00:00:54,340 --> 00:00:57,540 of a in the first part of the problem, 17 00:00:57,540 --> 00:01:00,350 we're asked to sketch a phase line 18 00:01:00,350 --> 00:01:05,550 and then also to sketch the solution x of t versus t. 19 00:01:05,550 --> 00:01:07,600 So I'll let you take a look at this problem, 20 00:01:07,600 --> 00:01:09,214 and I'll be back in a moment. 21 00:01:23,337 --> 00:01:24,380 Hi Everyone. 22 00:01:24,380 --> 00:01:26,950 Welcome back. 23 00:01:26,950 --> 00:01:30,280 So the problem we're looking at is x dot equals a*x. 24 00:01:36,920 --> 00:01:39,320 And as mentioned in the title of the problem, 25 00:01:39,320 --> 00:01:41,540 this is an autonomous equation which 26 00:01:41,540 --> 00:01:44,210 means that the right-hand side is not a function of time. 27 00:01:44,210 --> 00:01:47,240 The right-hand side only depends on x. 28 00:01:47,240 --> 00:01:51,400 And for these types of problems, the critical points 29 00:01:51,400 --> 00:01:55,340 or the points at which the right-hand side vanish 30 00:01:55,340 --> 00:01:57,340 tend to determine the long-time characteristics 31 00:01:57,340 --> 00:01:59,420 of the solution. 32 00:01:59,420 --> 00:02:03,220 So we can kind of get a handle on what intervals of a 33 00:02:03,220 --> 00:02:11,760 determine the long-time stability by sketching what 34 00:02:11,760 --> 00:02:16,290 x dot versus x might look like. 35 00:02:16,290 --> 00:02:19,070 And we see that if a is positive, 36 00:02:19,070 --> 00:02:29,280 this represents a line with a positive slope a. 37 00:02:32,880 --> 00:02:40,984 So on the right-hand side of the intercept with the x-axis, 38 00:02:40,984 --> 00:02:50,500 x dot is positive, which means that when the line goes through 39 00:02:50,500 --> 00:02:56,215 the point x dot equals 0, the term a*x plus 1 is going to be 40 00:02:56,215 --> 00:02:56,715 positive. 41 00:03:02,590 --> 00:03:05,390 I'll just point out that this point right here 42 00:03:05,390 --> 00:03:08,670 is when x dot is equal to 0. 43 00:03:08,670 --> 00:03:14,030 And this happens when x is equal to negative 1 over a. 44 00:03:14,030 --> 00:03:17,970 So this point right here is negative 1 over a. 45 00:03:23,590 --> 00:03:26,516 And when x is below negative 1 over a, 46 00:03:26,516 --> 00:03:29,607 x dot is negative, which means that solutions 47 00:03:29,607 --> 00:03:31,940 will want to move away from the point negative 1 over a. 48 00:03:38,760 --> 00:03:41,130 What other qualitative behavior could we have? 49 00:03:41,130 --> 00:03:47,530 Well, when a is below 0, when a is less than 0, 50 00:03:47,530 --> 00:03:51,100 the slope of this curve is going to be negative. 51 00:03:51,100 --> 00:03:53,250 So I'll plot again x dot versus x. 52 00:03:56,862 --> 00:03:59,070 And again, the intercept is going to be at negative 1 53 00:03:59,070 --> 00:03:59,569 over a. 54 00:04:04,110 --> 00:04:07,612 However, when x is above the critical point, 55 00:04:07,612 --> 00:04:09,920 x dot is negative. 56 00:04:09,920 --> 00:04:13,130 So solutions will want to tend to move back towards negative 1 57 00:04:13,130 --> 00:04:15,270 over a. 58 00:04:15,270 --> 00:04:17,380 And when x is below the critical point, 59 00:04:17,380 --> 00:04:21,700 we see that x dot is in the upper plane, which 60 00:04:21,700 --> 00:04:22,829 means it's positive. 61 00:04:22,829 --> 00:04:24,120 So solutions will want to grow. 62 00:04:27,080 --> 00:04:29,390 So we have two cases right now. 63 00:04:29,390 --> 00:04:31,700 One is when a is bigger than 0. 64 00:04:31,700 --> 00:04:33,684 One is when a is less than 0. 65 00:04:33,684 --> 00:04:35,100 And then, of course, there's going 66 00:04:35,100 --> 00:04:42,790 to be an intermediate point, which is when a is equal to 0. 67 00:04:42,790 --> 00:04:56,280 And in this case, the curve x dot versus x, 68 00:04:56,280 --> 00:05:00,290 it's just going to be a straight line hat goes through 1. 69 00:05:04,410 --> 00:05:08,280 So this gives us three regions that will determine 70 00:05:08,280 --> 00:05:10,840 the long-time behavior. 71 00:05:10,840 --> 00:05:17,410 So the three regions are a equals 0, a less than 0, 72 00:05:17,410 --> 00:05:21,000 and then a bigger than 0. 73 00:05:21,000 --> 00:05:23,890 So this concludes part A. And for part B, 74 00:05:23,890 --> 00:05:27,610 we're asked to investigate the behavior of each of these three 75 00:05:27,610 --> 00:05:31,950 regions by constructing a phase line, 76 00:05:31,950 --> 00:05:33,790 and then, secondly, by sketching a solution 77 00:05:33,790 --> 00:05:34,664 or several solutions. 78 00:05:37,880 --> 00:05:46,230 So for part B, let's take a look at the case when 79 00:05:46,230 --> 00:05:48,700 a is bigger than 0 first. 80 00:05:48,700 --> 00:05:51,290 And I'm just going to pick one value of a. 81 00:05:51,290 --> 00:05:56,590 I'll just pick a is equal to 1 to work things out concretely. 82 00:05:59,220 --> 00:06:01,660 And we're asked to sketch a phase line. 83 00:06:01,660 --> 00:06:03,335 So plot the phase line x here. 84 00:06:06,000 --> 00:06:08,570 And we know from the ODE that the critical point 85 00:06:08,570 --> 00:06:10,880 occurs at negative 1 over a. 86 00:06:10,880 --> 00:06:14,160 So in this case, there's going to be one critical point, 87 00:06:14,160 --> 00:06:15,800 and it's going to be at negative 1. 88 00:06:18,690 --> 00:06:21,190 Now when x is bigger than negative 1, 89 00:06:21,190 --> 00:06:27,390 we've already seen that x dot is going to be positive. 90 00:06:27,390 --> 00:06:32,040 So when x is bigger than negative 1, in this region, 91 00:06:32,040 --> 00:06:35,000 x dot is positive. 92 00:06:35,000 --> 00:06:38,410 So above negative 1, x dot is positive, 93 00:06:38,410 --> 00:06:41,170 which means that if a solution starts 94 00:06:41,170 --> 00:06:44,640 at a point above negative 1, it's going 95 00:06:44,640 --> 00:06:48,800 to constantly increase forever. 96 00:06:48,800 --> 00:06:50,890 And likewise, if it's below negative 1, 97 00:06:50,890 --> 00:06:53,940 it's going to decrease forever. 98 00:06:53,940 --> 00:06:58,160 So this is x dot is negative in this region. 99 00:06:58,160 --> 00:07:06,824 And of course, x dot is 0 at the critical point, which 100 00:07:06,824 --> 00:07:08,490 means if we start at the critical point, 101 00:07:08,490 --> 00:07:11,159 we stay there for all time. 102 00:07:11,159 --> 00:07:12,450 So let's sketch some solutions. 103 00:07:15,190 --> 00:07:23,830 So whenever I have to sketch solutions for a phase line, 104 00:07:23,830 --> 00:07:25,550 the first solution I always plot is 105 00:07:25,550 --> 00:07:27,940 going to be the critical point. 106 00:07:27,940 --> 00:07:30,831 So note that x equals negative 1 solves the differential 107 00:07:30,831 --> 00:07:31,330 equation. 108 00:07:31,330 --> 00:07:34,010 So x equals a critical point always solves the differential 109 00:07:34,010 --> 00:07:35,500 equation. 110 00:07:35,500 --> 00:07:41,632 So that means when x is equal to negative 1, 111 00:07:41,632 --> 00:07:43,090 we solve the differential equation. 112 00:07:45,980 --> 00:07:50,190 When x is bigger than negative 1, 113 00:07:50,190 --> 00:07:51,500 we attain exponential growth. 114 00:07:58,640 --> 00:08:00,430 And when x is less than negative 1, 115 00:08:00,430 --> 00:08:05,020 we have exponential growth in the opposite direction. 116 00:08:05,020 --> 00:08:09,590 So this is sometimes said to be an unstable critical point, 117 00:08:09,590 --> 00:08:12,410 because any small perturbation away from negative 1 118 00:08:12,410 --> 00:08:15,230 will make the solution diverge. 119 00:08:15,230 --> 00:08:19,690 Also note that once I have one of these curves, 120 00:08:19,690 --> 00:08:23,000 I can generate all the others by just picking it up and shifting 121 00:08:23,000 --> 00:08:24,110 it over. 122 00:08:24,110 --> 00:08:28,601 And the reason this works is because the original equation 123 00:08:28,601 --> 00:08:30,850 is autonomous, meaning that the right-hand side didn't 124 00:08:30,850 --> 00:08:33,150 depend on time. 125 00:08:33,150 --> 00:08:35,266 So whenever you have an autonomous equation, 126 00:08:35,266 --> 00:08:36,640 when you sketch one solution, you 127 00:08:36,640 --> 00:08:38,850 can always get the others by just picking-- 128 00:08:38,850 --> 00:08:40,539 or you can always get a family of others 129 00:08:40,539 --> 00:08:42,730 by picking up that solution and just shifting it to the right 130 00:08:42,730 --> 00:08:43,480 and to the left. 131 00:08:50,260 --> 00:08:56,280 Now when a is below 0, I'll just pick 132 00:08:56,280 --> 00:09:01,090 the value of a equals negative 1, 133 00:09:01,090 --> 00:09:04,820 we have a critical point at 1. 134 00:09:04,820 --> 00:09:06,640 And in this case, the arrows are going 135 00:09:06,640 --> 00:09:09,970 to point towards 1 like this. 136 00:09:15,590 --> 00:09:19,480 And again, I can sketch some curves. 137 00:09:19,480 --> 00:09:31,680 So I'll first draw the solution when x is equal to 1. 138 00:09:31,680 --> 00:09:36,080 And in this case, solutions are going 139 00:09:36,080 --> 00:09:40,380 to converge towards the critical point. 140 00:09:44,410 --> 00:09:49,015 And in this case, we say that the critical point x equals 1 141 00:09:49,015 --> 00:09:49,515 is stable. 142 00:09:54,450 --> 00:10:05,390 And that's because any small perturbation in the solution 143 00:10:05,390 --> 00:10:08,180 will eventually just come back to the critical point at x 144 00:10:08,180 --> 00:10:08,810 equals 1. 145 00:10:11,570 --> 00:10:14,900 And now lastly, we have the third case 146 00:10:14,900 --> 00:10:16,330 which is when a equals 0. 147 00:10:19,560 --> 00:10:22,050 And in this case, there are no critical points. 148 00:10:22,050 --> 00:10:25,330 In fact, x dot was equal to 1. 149 00:10:25,330 --> 00:10:30,900 So x dot is positive for all values of x. 150 00:10:30,900 --> 00:10:34,930 So our phase line is just a line with arrows. 151 00:10:34,930 --> 00:10:39,440 And in this case, if I were to sketch some solutions, 152 00:10:39,440 --> 00:10:45,990 I'll just draw my axes, x and t, there are no critical points. 153 00:10:45,990 --> 00:10:48,160 X is just increasing. 154 00:10:48,160 --> 00:10:50,700 So the solutions are going to look something like this. 155 00:10:53,750 --> 00:10:57,460 They're just going to be a family of straight lines. 156 00:11:02,500 --> 00:11:04,530 So we've just sketched some phase lines, 157 00:11:04,530 --> 00:11:06,940 and we sketched several solutions for each phase line. 158 00:11:06,940 --> 00:11:10,510 We've seen how the critical points and the arrows 159 00:11:10,510 --> 00:11:12,950 around the critical points affect the long time 160 00:11:12,950 --> 00:11:15,130 behavior of the solutions. 161 00:11:15,130 --> 00:11:18,140 And this is typically the process 162 00:11:18,140 --> 00:11:22,900 that you go through when looking at autonomous equations. 163 00:11:22,900 --> 00:11:26,277 You always first, A, find the critical points, then B, 164 00:11:26,277 --> 00:11:28,110 find the regions between the critical points 165 00:11:28,110 --> 00:11:32,160 and figure out if x dot is either positive or negative. 166 00:11:32,160 --> 00:11:35,987 And then that automatically gives you the phase line. 167 00:11:35,987 --> 00:11:38,320 Once you have the phase line, you can always just sketch 168 00:11:38,320 --> 00:11:41,140 a family of solutions. 169 00:11:41,140 --> 00:11:42,600 So I'd like to conclude here. 170 00:11:42,600 --> 00:11:44,860 And I'll see you next time.