Using Newton method for solving nonlinear system

9 vues (au cours des 30 derniers jours)
Khai
Khai le 15 Nov 2023
Commenté : Khai le 15 Nov 2023
Hi guys, please help me write a code program for my homework.
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
Thanks to all. Please help me because i have tried lots of times but it just show a wrong result. And i don't have enough knowledge for solving this.
  2 commentaires
Khai
Khai le 15 Nov 2023
function main()
% Chọn điểm bắt đầu trong D
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)
% Hệ phương trình phi tuyến
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)
% Ma trận Jacobi
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
Khai
Khai le 15 Nov 2023
can someone help me to fix my code programe please

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