Newton methods for solving nonlinear

Please help me fix this code programe
main()
X = 4×1
22.1000 20.0000 5.0000 2.0000
Kết quả: Nhiệt độ nước lớn nhất là: 22.1
function main()
X0 = [25; 20; 4; 1];
% Áp dụng phương pháp Newton
X = newtons_method(X0)
% Hiển thị kết quả
disp('Kết quả:')
disp(['Nhiệt độ nước lớn nhất là: ', num2str(X(1))]);
end
function F = equations(X)
F = [X(1) - (X(2) + 0.5 * X(3) - 0.2 * X(4));
X(2) - 20;
X(3) - 5;
X(4) - 2];
end
function J = jacobian(X)
J = [1, -0.5, -0.1, 0.2;
0, 1, 0, 0;
0, 0, 1, 0;
0, 0, 0, 1];
end
function X = newtons_method(X0)
% Phương pháp Newton
max_iterations = 100;
tolerance = 1e-6;
X = X0;
for i = 1:max_iterations
F = equations(X);
J = jacobian(X);
delta_X = -J \ F;
X = X + delta_X;
if norm(delta_X, inf) < tolerance
break;
end
end
end

댓글 수: 8

Torsten
Torsten 2023년 11월 15일
Ok, the first row of your Jacobian is wrong and your system of equations is a linear one so that you could have solved it easier than with Newton's method, but the iteration converges. So what exactly is your question ?
Khai
Khai 2023년 11월 15일
This is my lesson: We have a lake and we want to determine its maximum teamperature, the temperature is T, and other affecting factors are the temperature of surrounding environment(Te), the amounts of UV rays(UV), the amounts of nutrients(N). F1(T,Te,UV,N)=T−(Te+0.5*UV−0.2*N) F2(T,Te,UV,N)=Te-20 F3(T,Te,UV,N)=UV-5 F4(T,Te,UV,N)=N-2 T_zero=25, Te_zero=20, UV_zero=4, N_zero=1
Torsten
Torsten 2023년 11월 15일
편집: Torsten 2023년 11월 15일
I don't understand your lesson. If F1,...,F4 have to be 0, why are you talking about a "maximum temperature" ? T is uniquely determined by the four equations - there is no degree of freedom to maximize T.
Khai
Khai 2023년 11월 15일
Oh because this lesson is created by myself, therefore it is will not suistable. If you have any ideas, please introduce for me a new one. The only condition is that using the newton method for solving nonlinear to determine the maximum temperature of a source water
Torsten
Torsten 2023년 11월 15일
We have enough problems in the world - why inventing a new one ?
John D'Errico
John D'Errico 2023년 11월 15일
Your "solver" works. At least it does on the trivial example problem you chose, which is purely linear, so it will "converge" in one iteration. So where is the problem?
Khai
Khai 2023년 11월 16일
Khai
Khai 2023년 11월 16일
this is my new lesson. Please help me solve it

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2023년 11월 15일

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