i am trying to make code for automatic differentiation method. kindly help me out with that. i have asked chatgpt too. i am going to attach my file alongwith chatgpt code kindly help meautomatic_differentiation.mw
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![for i from 0 to N do x[i] := i*h end do](/view.aspx?sf=238771_question/e09f73e5377b4bbc4d9da2e43e375ab4.gif)
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![initial_conditions := []; for i to N do initial_conditions := [op(initial_conditions), 2*v*Pi*sin(Pi*x[i])/(a+cos(Pi*x[i]))] end do](/view.aspx?sf=238771_question/4a8d9754f25d28240405380886c0d238.gif)
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![u := proc (i) local u_x, u_xx, expr, j; u_x := (1/2)*(u[i+1]-u[i-1])/h; u_xx := (u[i-1]-2*u[i]+u[i+1])/h^2; expr := -alpha*u[i]*u_x+v*u_xx; expr end proc](/view.aspx?sf=238771_question/faed0861c6ded1123556f972d3b4deb1.gif)

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![odes := [seq(u(i, [seq(u[j], j = 1 .. N-1)]), i = 1 .. N-1)]](/view.aspx?sf=238771_question/f292006408ec3170c899a971a964c59b.gif)
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![for i to N-1 do assign(o[i] = odes[i]) end do](/view.aspx?sf=238771_question/53b89b8838974e7257451d8a6681a8a2.gif)
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u_1 = -alpha*u[1]*(20*u[2]-20*u[0])+1600*u[0]-3200*u[1]+1600*u[2]
u_2 = -alpha*u[2]*(20*u[3]-20*u[1])+1600*u[1]-3200*u[2]+1600*u[3]
u_3 = -alpha*u[3]*(20*u[4]-20*u[2])+1600*u[2]-3200*u[3]+1600*u[4]
u_4 = -alpha*u[4]*(20*u[5]-20*u[3])+1600*u[3]-3200*u[4]+1600*u[5]
u_5 = -alpha*u[5]*(20*u[6]-20*u[4])+1600*u[4]-3200*u[5]+1600*u[6]
u_6 = -alpha*u[6]*(20*u[7]-20*u[5])+1600*u[5]-3200*u[6]+1600*u[7]
u_7 = -alpha*u[7]*(20*u[8]-20*u[6])+1600*u[6]-3200*u[7]+1600*u[8]
u_8 = -alpha*u[8]*(20*u[9]-20*u[7])+1600*u[7]-3200*u[8]+1600*u[9]
u_9 = -alpha*u[9]*(20*u[10]-20*u[8])+1600*u[8]-3200*u[9]+1600*u[10]
u_10 = -alpha*u[10]*(20*u[11]-20*u[9])+1600*u[9]-3200*u[10]+1600*u[11]
u_11 = -alpha*u[11]*(20*u[12]-20*u[10])+1600*u[10]-3200*u[11]+1600*u[12]
u_12 = -alpha*u[12]*(20*u[13]-20*u[11])+1600*u[11]-3200*u[12]+1600*u[13]
u_13 = -alpha*u[13]*(20*u[14]-20*u[12])+1600*u[12]-3200*u[13]+1600*u[14]
u_14 = -alpha*u[14]*(20*u[15]-20*u[13])+1600*u[13]-3200*u[14]+1600*u[15]
u_15 = -alpha*u[15]*(20*u[16]-20*u[14])+1600*u[14]-3200*u[15]+1600*u[16]
u_16 = -alpha*u[16]*(20*u[17]-20*u[15])+1600*u[15]-3200*u[16]+1600*u[17]
u_17 = -alpha*u[17]*(20*u[18]-20*u[16])+1600*u[16]-3200*u[17]+1600*u[18]
u_18 = -alpha*u[18]*(20*u[19]-20*u[17])+1600*u[17]-3200*u[18]+1600*u[19]
u_19 = -alpha*u[19]*(20*u[20]-20*u[18])+1600*u[18]-3200*u[19]+1600*u[20]
u_20 = -alpha*u[20]*(20*u[21]-20*u[19])+1600*u[19]-3200*u[20]+1600*u[21]
u_21 = -alpha*u[21]*(20*u[22]-20*u[20])+1600*u[20]-3200*u[21]+1600*u[22]
u_22 = -alpha*u[22]*(20*u[23]-20*u[21])+1600*u[21]-3200*u[22]+1600*u[23]
u_23 = -alpha*u[23]*(20*u[24]-20*u[22])+1600*u[22]-3200*u[23]+1600*u[24]
u_24 = -alpha*u[24]*(20*u[25]-20*u[23])+1600*u[23]-3200*u[24]+1600*u[25]
u_25 = -alpha*u[25]*(20*u[26]-20*u[24])+1600*u[24]-3200*u[25]+1600*u[26]
u_26 = -alpha*u[26]*(20*u[27]-20*u[25])+1600*u[25]-3200*u[26]+1600*u[27]
u_27 = -alpha*u[27]*(20*u[28]-20*u[26])+1600*u[26]-3200*u[27]+1600*u[28]
u_28 = -alpha*u[28]*(20*u[29]-20*u[27])+1600*u[27]-3200*u[28]+1600*u[29]
u_29 = -alpha*u[29]*(20*u[30]-20*u[28])+1600*u[28]-3200*u[29]+1600*u[30]
u_30 = -alpha*u[30]*(20*u[31]-20*u[29])+1600*u[29]-3200*u[30]+1600*u[31]
u_31 = -alpha*u[31]*(20*u[32]-20*u[30])+1600*u[30]-3200*u[31]+1600*u[32]
u_32 = -alpha*u[32]*(20*u[33]-20*u[31])+1600*u[31]-3200*u[32]+1600*u[33]
u_33 = -alpha*u[33]*(20*u[34]-20*u[32])+1600*u[32]-3200*u[33]+1600*u[34]
u_34 = -alpha*u[34]*(20*u[35]-20*u[33])+1600*u[33]-3200*u[34]+1600*u[35]
u_35 = -alpha*u[35]*(20*u[36]-20*u[34])+1600*u[34]-3200*u[35]+1600*u[36]
u_36 = -alpha*u[36]*(20*u[37]-20*u[35])+1600*u[35]-3200*u[36]+1600*u[37]
u_37 = -alpha*u[37]*(20*u[38]-20*u[36])+1600*u[36]-3200*u[37]+1600*u[38]
u_38 = -alpha*u[38]*(20*u[39]-20*u[37])+1600*u[37]-3200*u[38]+1600*u[39]
u_39 = -alpha*u[39]*(20*u[40]-20*u[38])+1600*u[38]-3200*u[39]+1600*u[40]
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![eval_derivatives := proc (k, u) local T1i, T2i, T3i, T1ik, T2ik, T3ik, ui_k, i, j; T1i := Array(0 .. N); T2i := Array(0 .. N); T3i := Array(0 .. N); ui_k := Array(0 .. N); for i to N-1 do T1i[i] := (1/2)*(u[i+1]-u[i-1])/h; T2i[i] := u[i]*T1i[i]; T3i[i] := (u[i-1]-2*u[i]+u[i+1])/h^2; ui_k[i] := v*T3i[i]-T2i[i] end do; T1ik := Array(0 .. N); T2ik := Array(0 .. N); T3ik := Array(0 .. N); for i to N-1 do T1ik[i] := (1/2)*(u[i+1, k]-u[i-1, k])/h; T2ik[i] := add(u[i, j]*T1i[i, k-j], j = 0 .. k); T3ik[i] := (u[i-1, k]-2*u[i, k]+u[i+1, k])/h^2; ui_k[i] := (v*T3ik[i]-T2ik[i])/(k+1) end do; return ui_k end proc](/view.aspx?sf=238771_question/6403e70f089b90d2e9de48e1711227b8.gif)

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![proc (k, u) local T1i, T2i, T3i, T1ik, T2ik, T3ik, ui_k, i, j; T1i := Array(0 .. N); T2i := Array(0 .. N); T3i := Array(0 .. N); ui_k := Array(0 .. N); for i to N-1 do T1i[i] := (1/2)*(u[i+1]-u[i-1])/h; T2i[i] := u[i]*T1i[i]; T3i[i] := (u[i-1]-2*u[i]+u[i+1])/h^2; ui_k[i] := v*T3i[i]-T2i[i] end do; T1ik := Array(0 .. N); T2ik := Array(0 .. N); T3ik := Array(0 .. N); for i to N-1 do T1ik[i] := (1/2)*(u[i+1, k]-u[i-1, k])/h; T2ik[i] := add(u[i, j]*T1i[i, k-j], j = 0 .. k); T3ik[i] := (u[i-1, k]-2*u[i, k]+u[i+1, k])/h^2; ui_k[i] := (v*T3ik[i]-T2ik[i])/(k+1) end do; return ui_k end proc](/view.aspx?sf=238771_question/fa6e919851205192bf2f2b89f2389bfb.gif)
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![u := Array(1 .. N, 0 .. K); for i to N do u[i, 0] := evalf(initial_conditions[i]) end do](/view.aspx?sf=238771_question/3632a9176ea310b57918e715d0c5a8a0.gif)
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![for k to K do ui_k := eval_derivatives(k, u); for i to N-1 do u[i, k] := ui_k[i] end do end do](/view.aspx?sf=238771_question/98cdb19720c7130042fe0b301b847467.gif)
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![" local u_new, i, k; u_new := Array(1..N); for i from 1 to N do u_new[i] := evalf(add(u[i, k] * dt^k / factorial(k), k = 0 .. K)); end do; return u_new; end proc;"](/view.aspx?sf=238771_question/f5197089824ac1f1f639b35c0d62fde3.gif)
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![num_steps := round(0.1e-2/dt); for step to num_steps do u_new := advance_solution(t, dt, K, u); for i to N do u[i, 0] := u_new[i] end do; for k to K do ui_k := eval_derivatives(k, u); for i to N do u[i, k] := ui_k[i] end do end do; t := t+dt end do; print(u_new)](/view.aspx?sf=238771_question/65cdb5037f869a1dffe4604a552f422f.gif)
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Download automatic_differentiation.mw
resolve the issue