Use of genetic algorithm for selection of regularization parameters in multiple constraint inverse ECG problem.

Date

2011-01-01

Author

Gavgani, Alireza Mazloumi
Serinağaoğlu Doğrusöz, Yeşim

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Tikhonov regularization is one of the most widely used regularization approaches in literature to overcome the ill-posedness of the inverse electrocardiography problem. However, the resulting solutions are biased towards the constraint used for regularization. One alternative to obtain improved results is to employ multiple constraints in the cost function. This approach has been shown to produce better results; however finding appropriate regularization parameters is a serious limitation of the method. In this study, we propose estimating multiple regularization parameters using a genetic algorithm based approach. Applicability of the approach is demonstrated here using two and three constraints. The results show that GA based multiple constraints approach improves the Tikhonov regularization solutions.

Subject Keywords

POSED PROBLEMS, L-CURVE, ELECTROCARDIOGRAPHY

URI

https://hdl.handle.net/11511/52535

Journal

Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference

Collections

Department of Electrical and Electronics Engineering, Article

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Citation Formats

A. M. Gavgani and Y. Serinağaoğlu Doğrusöz, “Use of genetic algorithm for selection of regularization parameters in multiple constraint inverse ECG problem.,” Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference, pp. 985–988, 2011, Accessed: 00, 2020. [Online]. Available: https://hdl.handle.net/11511/52535.