python代码:生成一个8×8分块对角矩阵,其中包括3个分块矩阵,前两个分块矩阵等于2乘以2阶单位矩阵,第三个分块等于3乘以4阶单位矩阵
时间: 2024-03-24 12:37:32 浏览: 84
以下是生成该分块对角矩阵的 Python 代码:
```python
import numpy as np
def block_diagonal_matrix(block_sizes, block_values):
"""
Create a block diagonal matrix with different values for each block.
Parameters:
block_sizes: list of integers, sizes of each block
block_values: list of 2D arrays, values for each block
Returns:
The block diagonal matrix as a 2D array.
"""
n = sum(block_sizes)
result = np.zeros((n, n))
start = 0
for size, value in zip(block_sizes, block_values):
result[start:start+size, start:start+size] = value * np.eye(size)
start += size
return result
block_sizes = [2, 2, 4]
block_values = [2*np.eye(2), 2*np.eye(2), 3*np.eye(4)]
result = block_diagonal_matrix(block_sizes, block_values)
print(result)
```
该代码会输出如下的分块对角矩阵:
```
array([[2., 0., 0., 0., 0., 0., 0., 0.],
[0., 2., 0., 0., 0., 0., 0., 0.],
[0., 0., 2., 0., 0., 0., 0., 0.],
[0., 0., 0., 2., 0., 0., 0., 0.],
[0., 0., 0., 0., 3., 0., 0., 0.],
[0., 0., 0., 0., 0., 3., 0., 0.],
[0., 0., 0., 0., 0., 0., 3., 0.],
[0., 0., 0., 0., 0., 0., 0., 3.]])
```
其中,前两个分块矩阵等于2乘以2阶单位矩阵,第三个分块等于3乘以4阶单位矩阵。
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