MATLAB实现Sen‘s斜率趋势分析的代码
时间: 2023-11-07 10:08:40 浏览: 279
MKT.rar_Sen 斜率_mat、sen信号_sen斜率_sen斜率估计_sen趋势
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以下是MATLAB实现Sen's斜率趋势分析的代码:
```matlab
function [slope, intercept, p_value] = sen_slope(x, y)
% This function calculates the Sen's slope, intercept and p-value
% for a given set of x and y values.
if length(x) ~= length(y)
error('The length of x and y should be same.');
end
n = length(x);
slopes = zeros((n*(n-1))/2, 1);
count = 1;
for i=1:n-1
for j=i+1:n
slopes(count) = (y(j)-y(i))/(x(j)-x(i));
count = count+1;
end
end
median_slope = median(slopes);
intercept = median(y) - median_slope*median(x);
z = zeros(length(slopes), 1);
for i=1:length(slopes)
z(i) = (slopes(i) - median_slope)/...
sqrt(var(slopes));
end
p_value = 2*(1-normcdf(abs(z)));
slope = median_slope;
end
```
代码中,`x` 和 `y` 分别表示自变量和因变量的数据向量。函数内部首先检查 `x` 和 `y` 的长度是否相等,然后使用 Sen's 斜率法计算斜率、截距和 p 值。最终函数返回斜率、截距和 p 值。
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