洗衣机模糊控制matlab代码
时间: 2023-11-25 13:52:36 浏览: 109
根据提供的引用[1],以下是一个简单的洗衣机模糊控制的MATLAB代码示例:
```matlab
% 定义输入变量
water_level = 0:0.1:10; % 水位
dirt_level = 0:0.1:10; % 污渍程度
% 定义输出变量
wash_time = 0:0.1:10; % 洗涤时间
rinse_time = 0:0.1:10; % 漂洗时间
% 定义隶属度函数
water_level_low = trimf(water_level, [0 0 5]);
water_level_medium = trimf(water_level, [0 5 10]);
water_level_high = trimf(water_level, [5 10 10]);
dirt_level_low = trimf(dirt_level, [0 0 5]);
dirt_level_medium = trimf(dirt_level, [0 5 10]);
dirt_level_high = trimf(dirt_level, [5 10 10]);
wash_time_short = trimf(wash_time, [0 0 5]);
wash_time_medium = trimf(wash_time, [0 5 10]);
wash_time_long = trimf(wash_time, [5 10 10]);
rinse_time_short = trimf(rinse_time, [0 0 5]);
rinse_time_medium = trimf(rinse_time, [0 5 10]);
rinse_time_long = trimf(rinse_time, [5 10 10]);
% 绘制隶属度函数图像
subplot(2,2,1);
plot(water_level, water_level_low, water_level, water_level_medium, water_level, water_level_high);
title('Water Level');
legend('Low', 'Medium', 'High');
subplot(2,2,2);
plot(dirt_level, dirt_level_low, dirt_level, dirt_level_medium, dirt_level, dirt_level_high);
title('Dirt Level');
legend('Low', 'Medium', 'High');
subplot(2,2,3);
plot(wash_time, wash_time_short, wash_time, wash_time_medium, wash_time, wash_time_long);
title('Wash Time');
legend('Short', 'Medium', 'Long');
subplot(2,2,4);
plot(rinse_time, rinse_time_short, rinse_time, rinse_time_medium, rinse_time, rinse_time_long);
title('Rinse Time');
legend('Short', 'Medium', 'Long');
% 定义规则
rule1 = min(water_level_low, dirt_level_low);
rule2 = min(water_level_medium, dirt_level_low);
rule3 = min(water_level_high, dirt_level_low);
rule4 = min(water_level_low, dirt_level_medium);
rule5 = min(water_level_medium, dirt_level_medium);
rule6 = min(water_level_high, dirt_level_medium);
rule7 = min(water_level_low, dirt_level_high);
rule8 = min(water_level_medium, dirt_level_high);
rule9 = min(water_level_high, dirt_level_high);
% 定义输出
out1 = wash_time_short;
out2 = wash_time_medium;
out3 = wash_time_long;
out4 = rinse_time_short;
out5 = rinse_time_medium;
out6 = rinse_time_long;
% 定义模糊控制器
fis = newfis('washing_machine');
fis = addvar(fis, 'input', 'water_level', [0 10]);
fis = addmf(fis, 'input', 1, 'low', 'trimf', [0 0 5]);
fis = addmf(fis, 'input', 1, 'medium', 'trimf', [0 5 10]);
fis = addmf(fis, 'input', 1, 'high', 'trimf', [5 10 10]);
fis = addvar(fis, 'input', 'dirt_level', [0 10]);
fis = addmf(fis, 'input', 2, 'low', 'trimf', [0 0 5]);
fis = addmf(fis, 'input', 2, 'medium', 'trimf', [0 5 10]);
fis = addmf(fis, 'input', 2, 'high', 'trimf', [5 10 10]);
fis = addvar(fis, 'output', 'wash_time', [0 10]);
fis = addmf(fis, 'output', 1, 'short', 'trimf', [0 0 5]);
fis = addmf(fis, 'output', 1, 'medium', 'trimf', [0 5 10]);
fis = addmf(fis, 'output', 1, 'long', 'trimf', [5 10 10]);
fis = addvar(fis, 'output', 'rinse_time', [0 10]);
fis = addmf(fis, 'output', 2, 'short', 'trimf', [0 0 5]);
fis = addmf(fis, 'output', 2, 'medium', 'trimf', [0 5 10]);
fis = addmf(fis, 'output', 2, 'long', 'trimf', [5 10 10]);
fis = addrule(fis, [1 1 1 1 1 1 1 1 1], [1 1 1 1 1 1 1 1 1], [1 1 1 0 0 0]);
fis = addrule(fis, [2 2 2 2 2 2 2 2 2], [2 2 2 1 1 1], [0 0 0 1 1 1]);
fis = addrule(fis, [3 3 3 3 3 3 3 3 3], [3 3 3 2 2 2], [0 0 0 1 1 1]);
fis = addrule(fis, [4 4 4 5 5 5 7 7 7], [1 1 1 1 1 1 1 1 1], [1 1 1 0 0 0]);
fis = addrule(fis, [5 5 5 6 6 6 8 8 8], [2 2 2 2 2 2 2 2 2], [0 0 0 1 1 1]);
fis = addrule(fis, [7 7 7 8 8 8 9 9 9], [3 3 3 3 3 3 3 3 3], [0 0 0 1 1 1]);
% 运行模糊控制器
input_water_level = 5;
input_dirt_level = 7;
output = evalfis([input_water_level, input_dirt_level], fis);
wash_time_output = output(1);
rinse_time_output = output(2);
fprintf('Wash Time: %f\n', wash_time_output);
fprintf('Rinse Time: %f\n', rinse_time_output);
```
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