对于一个二元二次方程组,使用最速下降法进行迭代求值并绘制等值图,写出matlab的程序
时间: 2024-04-08 09:33:26 浏览: 107
以下是使用最速下降法迭代求解二元二次方程组并绘制等值图的MATLAB程序:
```matlab
% 定义二元二次方程组
syms x y;
f = x^2 + 3*y^2 - 4*x + 6*y + 6;
grad_f = gradient(f, [x, y]);
% 初始点和迭代步长
x0 = 0;
y0 = 0;
alpha = 0.1; % 步长
% 迭代求解
max_iter = 100; % 最大迭代次数
tolerance = 1e-6; % 收敛容差
iter = 0;
x_sol = [x0; y0]; % 解向量
while iter < max_iter
iter = iter + 1;
% 计算梯度
grad_val = double(subs(grad_f, [x, y], x_sol'));
% 更新解向量
x_sol_new = x_sol - alpha * grad_val;
% 判断是否收敛
if norm(x_sol_new - x_sol) < tolerance
break;
end
x_sol = x_sol_new;
end
% 绘制等值图
[x, y] = meshgrid(-10:0.1:10);
z = double(subs(f, [x, y], {x, y}));
contour(x, y, z, 'ShowText', 'on');
hold on;
plot(x_sol(1), x_sol(2), 'r*', 'MarkerSize', 10);
hold off;
% 输出结果
disp('迭代求解结果:');
disp(['x = ', num2str(x_sol(1))]);
disp(['y = ', num2str(x_sol(2))]);
```
请注意,此程序使用MATLAB的符号计算功能来计算梯度和函数值,并使用`contour`函数绘制等值图。
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