Mathematical Problems in Engineering / 2019 / Article / Alg 1

Research Article

Target Signal Extraction Method Based on Enhanced ICA with Reference

Algorithm 1

Iterative implementation process for and .
Input: The observation signal , the number of signal sources , the reference signal , the difference terminates of distance metric errors.
 Output: The target signal , separation vector .
 Step 1: Preprocessing: whiten the observational signal , in which is obtained by using equation (3).
 Step 2: Initialize:
 Step 2.1: Determines the initial separation vector with a unit norm.
 Step 2.2: Determines the initial estimation signal and the initial distance metric error
 Step 2.3: Determine the initial parameters: , , , .
 Step 3: Iterations:
 Step 3.1: According to equation (31), update , get . .
 Step 3.2: Normalize : .
 Step 3.3: Update and distance metric error: , .
 Step 3.4: Update the parameters , , and . , , .
 Step 3.6: Update the difference between the distance metric errors for the iterative .
 Step 3.7: Compare with , if , then stop iterating; otherwise, , go to step 3.1 to continue the iteration.
 Step 4: Output results: , .

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