1 00:00:01,430 --> 00:00:03,030 PROFESSOR: Good morning. 2 00:00:03,030 --> 00:00:07,920 We're going to continue doing perturbation theory today. 3 00:00:07,920 --> 00:00:11,990 We've finished doing non-degenerate perturbation 4 00:00:11,990 --> 00:00:15,650 theory, and then turned to the degenerate perturbation theory 5 00:00:15,650 --> 00:00:17,390 as well. 6 00:00:17,390 --> 00:00:23,660 We had computed already the first order corrections 7 00:00:23,660 --> 00:00:30,080 to the state, first order corrections to the energy, 8 00:00:30,080 --> 00:00:32,710 and second order correction to the energy. 9 00:00:32,710 --> 00:00:36,470 So here in this formulas that I've written 10 00:00:36,470 --> 00:00:40,330 are all the results we have so far. 11 00:00:40,330 --> 00:00:43,700 And a useful thing is to ask yourself 12 00:00:43,700 --> 00:00:47,030 whether you know what every symbol here means. 13 00:00:47,030 --> 00:00:51,740 This is the state who change the deformation 14 00:00:51,740 --> 00:00:56,520 of the original state n0 of the Hamiltonian H0. 15 00:00:56,520 --> 00:00:59,550 We have the Hamiltonian H of lambda, 16 00:00:59,550 --> 00:01:05,840 which was equal to H0 plus lambda delta H. 17 00:01:05,840 --> 00:01:12,560 And n0 was an eigenstate of H0 with energy En0. 18 00:01:12,560 --> 00:01:15,380 And we found that as you turn on lambda, 19 00:01:15,380 --> 00:01:17,690 lambda becomes non-zero. 20 00:01:17,690 --> 00:01:19,190 The energies change. 21 00:01:19,190 --> 00:01:22,810 The eigenstate changes. 22 00:01:22,810 --> 00:01:27,560 And here is lambda, first order in lambda, second order 23 00:01:27,560 --> 00:01:28,310 in lambda. 24 00:01:28,310 --> 00:01:31,325 We didn't compute the state to second order in lambda. 25 00:01:33,920 --> 00:01:37,720 Moreover, we have the symbol delta Hkn 26 00:01:37,720 --> 00:01:42,590 that was defined to be the matrix element 27 00:01:42,590 --> 00:01:51,680 on the unperturbed eigenstate of the operator delta H. Well, 28 00:01:51,680 --> 00:01:54,470 that's another symbol in here. 29 00:01:54,470 --> 00:01:58,680 We are summing over all states in the spectrum, 30 00:01:58,680 --> 00:02:02,960 except for the state n here because the denominator here 31 00:02:02,960 --> 00:02:04,590 would give you a 0. 32 00:02:04,590 --> 00:02:07,400 And this would be problematic in general. 33 00:02:07,400 --> 00:02:10,100 So that was what we derived. 34 00:02:10,100 --> 00:02:14,220 And these are the formulas we have. 35 00:02:14,220 --> 00:02:18,120 It's worth making a few remarks as to what 36 00:02:18,120 --> 00:02:20,190 we see from these formulas because they're 37 00:02:20,190 --> 00:02:22,110 a little complicated. 38 00:02:22,110 --> 00:02:27,570 And you may not have immediate intuition about it. 39 00:02:27,570 --> 00:02:30,260 So a few remarks. 40 00:02:37,940 --> 00:02:40,050 And the first one-- 41 00:02:40,050 --> 00:02:42,170 in fact, both remarks that I'm going 42 00:02:42,170 --> 00:02:47,810 to make concern the behavior of the energy as represented 43 00:02:47,810 --> 00:02:50,390 by this formula. 44 00:02:50,390 --> 00:02:55,760 First remark is that if you were to look at the ground state 45 00:02:55,760 --> 00:03:04,040 energy of the system, the first two terms here, so for n 46 00:03:04,040 --> 00:03:09,800 equals 0, if we call the ground state by the label n 47 00:03:09,800 --> 00:03:14,270 equals 0 for this state n equals 0, 48 00:03:14,270 --> 00:03:19,630 these first two terms on the energy overestimate 49 00:03:19,630 --> 00:03:21,730 the ground state energy. 50 00:03:21,730 --> 00:03:25,690 They always give you more than what the true ground state 51 00:03:25,690 --> 00:03:29,560 energy is for any value of lambda. 52 00:03:29,560 --> 00:03:35,350 That is kind of plausible, given that you see here 53 00:03:35,350 --> 00:03:40,310 that for the ground state energy, when n is equal to 0, 54 00:03:40,310 --> 00:03:43,270 and it's the lowest energy state, 55 00:03:43,270 --> 00:03:45,940 these differences are all positive. 56 00:03:45,940 --> 00:03:48,370 All these states have more energy. 57 00:03:48,370 --> 00:03:50,320 Therefore, this term is negative. 58 00:03:50,320 --> 00:03:53,650 And the next correction to order lambda square 59 00:03:53,650 --> 00:03:58,510 tends to lower the energy of the ground state. 60 00:03:58,510 --> 00:04:11,890 So the claim is that the first v lambda ground state 61 00:04:11,890 --> 00:04:30,005 energy overestimate the true ground state energy. 62 00:04:35,930 --> 00:04:38,050 And so how do we see that? 63 00:04:38,050 --> 00:04:44,590 So we consider E0, because we're doing n equals 0. 64 00:04:44,590 --> 00:04:46,210 This is the ground state. 65 00:04:46,210 --> 00:04:49,090 We start labeling with n equals 0 sometimes. 66 00:04:51,810 --> 00:04:54,475 Plus lambda H00. 67 00:04:57,300 --> 00:05:02,610 That is the order lambda estimate for the ground state 68 00:05:02,610 --> 00:05:04,990 energy. 69 00:05:04,990 --> 00:05:12,990 The first term can be viewed as the expectation 70 00:05:12,990 --> 00:05:17,400 value of the original Hamiltonian on the ground 71 00:05:17,400 --> 00:05:17,940 state. 72 00:05:17,940 --> 00:05:24,050 That is E0 because this H0 and 0 is E00. 73 00:05:24,050 --> 00:05:26,910 So this is E00. 74 00:05:30,180 --> 00:05:31,585 Plus lambda. 75 00:05:34,630 --> 00:05:36,990 I'm sorry here. 76 00:05:36,990 --> 00:05:38,950 I made a little mistake. 77 00:05:38,950 --> 00:05:51,190 That should be delta H. Delta H00 78 00:05:51,190 --> 00:06:00,690 plus lambda, the expectation value of delta H 79 00:06:00,690 --> 00:06:03,630 on the same state. 80 00:06:03,630 --> 00:06:06,620 So these two things together are nothing 81 00:06:06,620 --> 00:06:14,450 but the expectation value on the ground state of H0 plus lambda 82 00:06:14,450 --> 00:06:19,690 delta H. 83 00:06:19,690 --> 00:06:20,950 That's kind of nice. 84 00:06:20,950 --> 00:06:22,750 Isn't it? 85 00:06:22,750 --> 00:06:25,960 That these two terms really are nothing else 86 00:06:25,960 --> 00:06:30,550 but the expectation value on the ground state of this thing 87 00:06:30,550 --> 00:06:33,115 that we called H of lambda. 88 00:06:46,240 --> 00:06:52,520 And now comes the variational principal 89 00:06:52,520 --> 00:07:00,470 that says that if you evaluate the Hamiltonian on an arbitrary 90 00:07:00,470 --> 00:07:04,040 state, the expectation value of the Hamilton in an arbitrary 91 00:07:04,040 --> 00:07:08,370 state, you get more energy than the ground state 92 00:07:08,370 --> 00:07:10,760 energy of the system. 93 00:07:10,760 --> 00:07:11,795 You always get more. 94 00:07:11,795 --> 00:07:13,400 And when you hit the ground state, 95 00:07:13,400 --> 00:07:15,180 you get the lowest value. 96 00:07:15,180 --> 00:07:16,100 So look at that. 97 00:07:16,100 --> 00:07:18,260 This is the Hamiltonian. 98 00:07:18,260 --> 00:07:21,630 And this is the unperturbed ground state. 99 00:07:21,630 --> 00:07:24,170 This is not the real ground state. 100 00:07:24,170 --> 00:07:26,510 The real ground state is what we're trying to find. 101 00:07:26,510 --> 00:07:28,950 So this is like saying, OK, you're 102 00:07:28,950 --> 00:07:34,800 evaluating the exact Hamiltonian on some arbitrary state. 103 00:07:34,800 --> 00:07:40,460 Therefore, this is greater than or equal to the true ground 104 00:07:40,460 --> 00:07:46,260 state energy that we would call E0 lambda. 105 00:07:46,260 --> 00:07:50,255 True ground state energy. 106 00:07:54,810 --> 00:07:59,550 Which in that notation, indeed, is E0 lambda. 107 00:07:59,550 --> 00:08:04,800 So that's a nice result. And it matches with the idea 108 00:08:04,800 --> 00:08:16,910 that for the ground state the order lambda squared 109 00:08:16,910 --> 00:08:27,760 correction is minus lambda squared, the sum over k 110 00:08:27,760 --> 00:08:41,590 different from 0 delta Hk0 squared over Ek minus E00. 111 00:08:41,590 --> 00:08:45,440 And this thing, as we mentioned, the numerator is positive. 112 00:08:45,440 --> 00:08:48,010 The denominator is positive because this 113 00:08:48,010 --> 00:08:49,780 was the ground state. 114 00:08:49,780 --> 00:08:53,950 And this is a non-degenerate ground state. 115 00:08:53,950 --> 00:08:59,560 And K, therefore, has more energy here, Ek0. 116 00:08:59,560 --> 00:09:01,280 So everything is positive. 117 00:09:01,280 --> 00:09:03,120 So this is negative. 118 00:09:15,620 --> 00:09:19,190 So actually here, there is a generalization 119 00:09:19,190 --> 00:09:20,670 of this observation. 120 00:09:20,670 --> 00:09:25,830 And you can imagine that you have now a particular state, 121 00:09:25,830 --> 00:09:28,580 n here. 122 00:09:28,580 --> 00:09:32,210 Then you have all these states that are above 123 00:09:32,210 --> 00:09:34,160 and all these states that are below. 124 00:09:37,500 --> 00:09:41,660 So let's look at the second order correction 125 00:09:41,660 --> 00:09:47,060 to the energy of the state En, the second order correction. 126 00:09:47,060 --> 00:09:49,490 The first order correction shifts. 127 00:09:49,490 --> 00:09:53,300 The energy is proportional to delta Hmn. 128 00:09:53,300 --> 00:09:55,930 But the second order correction is 129 00:09:55,930 --> 00:10:02,180 minus lambda squared, the sum over k different from n. 130 00:10:02,180 --> 00:10:04,310 So let's split it. 131 00:10:04,310 --> 00:10:09,070 k greater than n. 132 00:10:09,070 --> 00:10:19,780 And we'll write the same thing Hkn squared over Ek0 minus En0. 133 00:10:19,780 --> 00:10:25,500 And then I want to write the other states, the states where 134 00:10:25,500 --> 00:10:27,840 k is less than n. 135 00:10:33,250 --> 00:10:35,170 But let me do one thing here. 136 00:10:35,170 --> 00:10:40,930 On those states, I'll switch the order of the sum. 137 00:10:40,930 --> 00:10:49,300 I'll put En0, the order of the sign in the denominator, Ek0, 138 00:10:49,300 --> 00:10:51,650 and change the sign here. 139 00:10:51,650 --> 00:10:55,570 So these two changes of sign are correlated. 140 00:10:55,570 --> 00:10:58,070 I changed the sign in the denominator. 141 00:10:58,070 --> 00:11:01,480 And I changed the sign in front. 142 00:11:01,480 --> 00:11:04,210 And now, we see the following. 143 00:11:07,110 --> 00:11:14,690 All these states that are above n, k is greater than n. 144 00:11:14,690 --> 00:11:16,310 This difference is positive. 145 00:11:16,310 --> 00:11:17,810 This is manifestly positive. 146 00:11:17,810 --> 00:11:19,940 This is negative. 147 00:11:19,940 --> 00:11:30,570 So these states are kind of pushing your state down. 148 00:11:30,570 --> 00:11:34,680 The fact of this states on top is a negative correction 149 00:11:34,680 --> 00:11:36,850 are pushing the states down. 150 00:11:36,850 --> 00:11:39,420 On the other hand, the lower states, 151 00:11:39,420 --> 00:11:42,810 the states with k less than n, again, I've 152 00:11:42,810 --> 00:11:44,290 ordered now convenient. 153 00:11:44,290 --> 00:11:47,710 The other states k now have less energy. 154 00:11:47,710 --> 00:11:49,330 So this is positive. 155 00:11:49,330 --> 00:11:50,290 This is positive. 156 00:11:50,290 --> 00:11:51,090 This is positive. 157 00:11:51,090 --> 00:11:59,770 So these states over here are actually pushing that state up. 158 00:12:03,370 --> 00:12:05,620 So the upper states are pushing it down. 159 00:12:05,620 --> 00:12:07,780 The lower states are pushing it up. 160 00:12:07,780 --> 00:12:12,560 This is usually referred to as level repulsion. 161 00:12:12,560 --> 00:12:14,390 The levels repel each other. 162 00:12:14,390 --> 00:12:17,770 The upper states don't want the state n to go close to them. 163 00:12:17,770 --> 00:12:22,580 The lower states don't want them to go close to them either. 164 00:12:22,580 --> 00:12:26,410 So it's a nice dynamic that helps you understand 165 00:12:26,410 --> 00:12:29,610 what's going on here. 166 00:12:29,610 --> 00:12:31,490 Another point we want to make has 167 00:12:31,490 --> 00:12:34,160 to do with the validity of this expansion. 168 00:12:34,160 --> 00:12:39,380 So in general, when you have series expansions 169 00:12:39,380 --> 00:12:42,410 the issues of convergence are delicate. 170 00:12:42,410 --> 00:12:48,440 So we can get a lot of insight just by doing an example. 171 00:12:48,440 --> 00:12:58,255 So let me talk about the validity of the perturbation 172 00:12:58,255 --> 00:12:58,755 series. 173 00:13:01,410 --> 00:13:05,650 This is supposed to give us some insight. 174 00:13:05,650 --> 00:13:13,630 One thing we've said is that we think delta H is 175 00:13:13,630 --> 00:13:17,710 supposed to be smaller than h0. 176 00:13:17,710 --> 00:13:19,150 Now, these are operators. 177 00:13:19,150 --> 00:13:21,520 So the statement that they're smaller 178 00:13:21,520 --> 00:13:23,350 has to be made more precise. 179 00:13:23,350 --> 00:13:25,450 What is the size of an operator? 180 00:13:25,450 --> 00:13:27,700 And you could think, well, we could 181 00:13:27,700 --> 00:13:30,370 say the entries of the matrix elements 182 00:13:30,370 --> 00:13:32,620 should be much smaller. 183 00:13:32,620 --> 00:13:36,070 And that is true, but it's not enough. 184 00:13:36,070 --> 00:13:39,190 For that, let's consider an example. 185 00:13:39,190 --> 00:13:44,320 So this will be a two by two matrix Hamiltonian, in which 186 00:13:44,320 --> 00:13:51,720 H of lambda will be given by some H0 plus lambda v 187 00:13:51,720 --> 00:14:07,870 hat, which will be E1 0 E2 0 plus lambda. 188 00:14:07,870 --> 00:14:12,970 That v hat matrix will be of the form v v star. 189 00:14:12,970 --> 00:14:14,230 And must be her mission. 190 00:14:14,230 --> 00:14:15,915 So v is a number. 191 00:14:18,800 --> 00:14:20,830 v star is the complex conjugate. 192 00:14:20,830 --> 00:14:24,770 These are the two energies, because the Hamiltonian 193 00:14:24,770 --> 00:14:25,820 is known. 194 00:14:25,820 --> 00:14:29,190 Each time we talk about the Hamiltonian that is known, 195 00:14:29,190 --> 00:14:32,540 we write that there's a diagonal matrix. 196 00:14:32,540 --> 00:14:35,960 We're saying, yes, that is the matrix element 197 00:14:35,960 --> 00:14:40,520 of the Hamiltonian in the basis of eigenstates, which we know. 198 00:14:40,520 --> 00:14:47,670 So a known Hamiltonian you can represent by a diagonal matrix. 199 00:14:47,670 --> 00:14:50,220 So here is our whole matrix H of lambda. 200 00:15:08,400 --> 00:15:14,590 And you could say, all right, our perturbation theory, 201 00:15:14,590 --> 00:15:18,880 practically speaking, is these formulas that 202 00:15:18,880 --> 00:15:26,140 allow us to compute the eigenvalues of this matrices, 203 00:15:26,140 --> 00:15:29,020 which are of this matrix, which is 204 00:15:29,020 --> 00:15:32,890 the energies of the system of the eigenstate 205 00:15:32,890 --> 00:15:35,290 and compute the eigenstates. 206 00:15:35,290 --> 00:15:38,320 For H0, these are the eigenvalues. 207 00:15:38,320 --> 00:15:43,050 And the eigenstates are 1 0 and 0 1. 208 00:15:46,130 --> 00:15:48,710 So perturbation theory is really, 209 00:15:48,710 --> 00:15:50,900 you can think in terms of Hamiltonians, 210 00:15:50,900 --> 00:15:53,880 but also you can think of it in terms of matrices. 211 00:15:53,880 --> 00:15:58,100 It's allowing you to find the eigenvalues and eigenvectors 212 00:15:58,100 --> 00:15:59,760 of this matrices. 213 00:15:59,760 --> 00:16:04,040 So this is a two by two matrix with numbers. 214 00:16:04,040 --> 00:16:06,360 You know how to compute the eigenvalues. 215 00:16:06,360 --> 00:16:10,930 So I'll give you the answer. 216 00:16:10,930 --> 00:16:22,960 The eigenvalues E plus minus are E1 plus E2/2 217 00:16:22,960 --> 00:16:32,560 plus minus E1 minus E2/2 times the square root of 1 218 00:16:32,560 --> 00:16:40,330 plus lambda squared absolute value of V2 squared E1 219 00:16:40,330 --> 00:16:47,480 minus E2/2 squared. 220 00:16:47,480 --> 00:16:48,180 Long formula. 221 00:16:51,380 --> 00:16:51,980 That's it. 222 00:16:51,980 --> 00:16:53,525 Those are the exact things. 223 00:16:58,040 --> 00:17:04,190 If you wanted to see this as a result in perturbation theory, 224 00:17:04,190 --> 00:17:08,720 you would say, well, lambda squared v squared 225 00:17:08,720 --> 00:17:11,089 or lambda v is small. 226 00:17:11,089 --> 00:17:14,290 And I'm going to think of this term as small. 227 00:17:14,290 --> 00:17:17,869 And I'm going to expand the square root. 228 00:17:17,869 --> 00:17:19,890 And if I expand this square root, 229 00:17:19,890 --> 00:17:21,950 I'm going to get all kinds of terms 230 00:17:21,950 --> 00:17:24,500 with different powers of lambda. 231 00:17:24,500 --> 00:17:29,840 You can also see there that there's no energy correction 232 00:17:29,840 --> 00:17:32,540 linear in lambda. 233 00:17:32,540 --> 00:17:39,270 Because when you expand 1 plus epsilon square root, 234 00:17:39,270 --> 00:17:44,370 it's roughly 1 plus epsilon over 2 plus dot, dot. 235 00:17:44,370 --> 00:17:46,410 And therefore, when you span the square root, 236 00:17:46,410 --> 00:17:48,000 the first correction is going to be 237 00:17:48,000 --> 00:17:50,850 proportional to lambda squared. 238 00:17:54,380 --> 00:17:56,890 And that actually conforms to that 239 00:17:56,890 --> 00:18:00,610 because the matrix elements of the Hamiltonian delta 240 00:18:00,610 --> 00:18:07,810 Hnn along the diagonals for the perturbation are 0. 241 00:18:07,810 --> 00:18:12,460 So there is no order lambda correction. 242 00:18:12,460 --> 00:18:15,580 So what do you do here then? 243 00:18:15,580 --> 00:18:18,730 You must do this expansion. 244 00:18:18,730 --> 00:18:22,540 And here, I write the relevant series. 245 00:18:22,540 --> 00:18:27,400 f of z, if you define it, as 1 plus z squared 246 00:18:27,400 --> 00:18:34,660 is equal 1 plus z squared over 2 minus z 4th over 8 plus z6/6. 247 00:18:37,360 --> 00:18:39,370 And it's not that simple after that. 248 00:18:39,370 --> 00:18:47,080 Minus 5/128z to the 8 plus order z to the 10. 249 00:18:47,080 --> 00:18:50,770 So that's this perturbative series expansion 250 00:18:50,770 --> 00:18:53,770 that you would use here. 251 00:18:53,770 --> 00:18:58,900 And how good is the convergence of this series? 252 00:18:58,900 --> 00:19:00,195 Well, it's OK. 253 00:19:03,130 --> 00:19:07,690 It's something that when you study complex analysis 254 00:19:07,690 --> 00:19:13,090 you see this function 1 plus square root of z squared 255 00:19:13,090 --> 00:19:23,490 has branch cuts at i and at minus i in the complex plane, 256 00:19:23,490 --> 00:19:25,230 in the z complex plane. 257 00:19:25,230 --> 00:19:27,630 Those are the branch cuts. 258 00:19:27,630 --> 00:19:31,770 These are the places where this square root becomes 0. 259 00:19:31,770 --> 00:19:35,510 And you have to deal with them. 260 00:19:35,510 --> 00:19:42,270 And the function is convergent only up to here. 261 00:19:42,270 --> 00:19:44,570 There is a radius of convergence. 262 00:19:44,570 --> 00:19:46,910 A radius of convergence is 1. 263 00:19:46,910 --> 00:19:51,140 You can try it with Mathematica or with the program 264 00:19:51,140 --> 00:19:54,710 and take 30 terms, 40 terms. 265 00:19:54,710 --> 00:19:59,450 And you will see that as long as you take a point z here, 266 00:19:59,450 --> 00:20:00,380 it converges. 267 00:20:00,380 --> 00:20:03,920 You take a point a little bit out, it blows up the series. 268 00:20:03,920 --> 00:20:06,650 So it has a radius of convergence. 269 00:20:06,650 --> 00:20:08,900 That's not so bad. 270 00:20:08,900 --> 00:20:11,330 Radius of convergence is OK. 271 00:20:11,330 --> 00:20:18,020 But basically, we need z to be small, which corresponds here 272 00:20:18,020 --> 00:20:27,320 to the statement that lambda v z small for a fast convergence 273 00:20:27,320 --> 00:20:32,150 corresponds to lambda v absolute value 274 00:20:32,150 --> 00:20:43,840 being smaller than E1 0 minus E2 0 absolute value over 2. 275 00:20:43,840 --> 00:20:47,040 Roughly smaller. 276 00:20:47,040 --> 00:20:54,910 And now, we see that the thing that matters for a perturbation 277 00:20:54,910 --> 00:21:01,200 series to be good is also that the perturbation be 278 00:21:01,200 --> 00:21:05,720 small compared with the energy differences. 279 00:21:05,720 --> 00:21:08,700 Not just it should be small, the perturbation. 280 00:21:08,700 --> 00:21:11,350 It should be small compared with the energy difference. 281 00:21:11,350 --> 00:21:15,480 So if you have a Hamiltonian with a state of energy 100 282 00:21:15,480 --> 00:21:20,150 and a state of energy 101, you might say, well, 283 00:21:20,150 --> 00:21:22,510 if I take a perturbation of size two 284 00:21:22,510 --> 00:21:25,550 or three, that's very small compared to the energies. 285 00:21:25,550 --> 00:21:29,650 But it's not been small compared to the difference of energies. 286 00:21:29,650 --> 00:21:32,920 And that can cause the perturbation expansion 287 00:21:32,920 --> 00:21:34,280 to go wrong. 288 00:21:34,280 --> 00:21:38,320 So this gives you extra insight that, in fact, 289 00:21:38,320 --> 00:21:42,160 being a small perturbation not only means small compared 290 00:21:42,160 --> 00:21:45,040 to the energies, but also small compared 291 00:21:45,040 --> 00:21:47,020 with the energy differences. 292 00:21:47,020 --> 00:21:49,970 Something that you see here as well. 293 00:21:49,970 --> 00:21:52,480 Energy differences are controlling things. 294 00:21:52,480 --> 00:21:57,750 And if the energy differences are-- 295 00:21:57,750 --> 00:22:02,110 if the perturbation is not small compared to energy differences, 296 00:22:02,110 --> 00:22:06,520 then these ratios can be rather large. 297 00:22:06,520 --> 00:22:09,610 And the perturbation terms are very large. 298 00:22:09,610 --> 00:22:14,300 And nothing is very simple. 299 00:22:14,300 --> 00:22:20,380 So that's what I wanted to say about the convergence 300 00:22:20,380 --> 00:22:22,270 of a perturbation expansion. 301 00:22:22,270 --> 00:22:24,310 More rigorous statements can be made, 302 00:22:24,310 --> 00:22:27,540 but we're not going to try to make them here.