# SSA-ICA-algorithm
This is a demo of SSA-ICA algorithm.
## Notations
1. The main program is "main_SSA_ICA.m".
2. Calling relationship:
- main_SSA_ICA.m
- SSA_ICA.m
- A01_Fast_ICA.m
- A02_diag_average.m
*main_SSA_ICA.m* only generates test data and results visualization, the algorithm used is all implemented in *SSA_ICA.m*.
3. How to call *SSA_ICA.m* as a sub-function: *Sest = SSA_ICA(Yobs,Ns,M)*
Parameter | Description | Type
-|-|-
Yobs | Observed single-channel signal, a row vector. | double |
Ns | How many independent source signals are mixed into Yobs. | int |
M | Decomposition coefficient, indicates the length of the decomposition, which must not exceed half of Yobs. | int |
Sest | The output estimation matrix, each row of which is an estimated signal. | double |
4. Need to manual group since grouping process have not been complished. Using classical SSA, the grouping step can be performed based on the magnitude of eigenvalues of the covariance matrix C.
![1](/figures/1.gif)
5. The decomposition coefficient M should be appropriately large, but not more than half the signal length.
## Demonstration
> **Two independent signals:**
![2](/figures/1.jpg)
> **Obderved signal in single channel (by random mix matrix):**
![3](/figures/2.jpg)
> **Estimated results:**
![4](/figures/3.jpg)
## Reference
[1] A. K. Maddirala and R. A. Shaik, “Separation of sources from single-channel eeg signals using independent component analysis,”IEEETransactions on Instrumentation and Measurement, vol. 67, no. 2, pp.382–393, 2018.
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信号处理基于FASTICA的语音分离附matlab代码 上传.zip
共11个文件
m:4个
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png:2个
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【信号处理】基于FASTICA的语音分离附matlab代码 上传.zip (11个子文件)
SSA_ICA.m 739B
figures
2.jpg 111KB
1.jpg 215KB
1.gif 51KB
3.jpg 176KB
SSA-ICA
A02_diag_average.m 188B
1.png 16KB
2.png 16KB
A01_Fast_ICA.m 2KB
README.md 2KB
main_SSA_ICA.m 2KB
共 11 条
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