A Nonlinear Blind Source Separation Method Based On Radial Basis Function and Quantum Genetic Algorithm
Blind source separation is a hot topic in signal processing. Most existing works focus on dealing with linear combined signals, while in practice we always encounter with nonlinear mixed signals. To address the problem of nonlinear source separation, in this paper we propose a novel algorithm using...
| Main Authors: | , , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
EDP Sciences
2016-01-01
|
| Series: | MATEC Web of Conferences |
| Subjects: | |
| Online Access: | http://dx.doi.org/10.1051/matecconf/20166101014 |
| _version_ | 1818610400972767232 |
|---|---|
| author | Wang Pidong Tang Ruoyun Zhao Di Li Hongyi Chen Jiaxin |
| author_facet | Wang Pidong Tang Ruoyun Zhao Di Li Hongyi Chen Jiaxin |
| author_sort | Wang Pidong |
| collection | DOAJ |
| description | Blind source separation is a hot topic in signal processing. Most existing works focus on dealing with linear combined signals, while in practice we always encounter with nonlinear mixed signals. To address the problem of nonlinear source separation, in this paper we propose a novel algorithm using radial basis function neutral network, optimized by multi-universe parallel quantum genetic algorithm. Experiments show the efficiency of the proposed method. |
| first_indexed | 2024-12-16T15:13:50Z |
| format | Article |
| id | doaj.art-6a19f345de5e4e4b93e83d7bba78548b |
| institution | Directory Open Access Journal |
| issn | 2261-236X |
| language | English |
| last_indexed | 2024-12-16T15:13:50Z |
| publishDate | 2016-01-01 |
| publisher | EDP Sciences |
| record_format | Article |
| series | MATEC Web of Conferences |
| spelling | doaj.art-6a19f345de5e4e4b93e83d7bba78548b2022-12-21T22:26:52ZengEDP SciencesMATEC Web of Conferences2261-236X2016-01-01610101410.1051/matecconf/20166101014matecconf_apop2016_01014A Nonlinear Blind Source Separation Method Based On Radial Basis Function and Quantum Genetic AlgorithmWang PidongTang RuoyunZhao Di0Li HongyiChen Jiaxin1LMIB, School of Mathematics and Systems Science, Beihang UniversitySchool of Computer Science and Engineering, Beihang UniversityBlind source separation is a hot topic in signal processing. Most existing works focus on dealing with linear combined signals, while in practice we always encounter with nonlinear mixed signals. To address the problem of nonlinear source separation, in this paper we propose a novel algorithm using radial basis function neutral network, optimized by multi-universe parallel quantum genetic algorithm. Experiments show the efficiency of the proposed method.http://dx.doi.org/10.1051/matecconf/20166101014EMI signalNon-linear blind source separationRadial basis functionQuantum genetic algorithm |
| spellingShingle | Wang Pidong Tang Ruoyun Zhao Di Li Hongyi Chen Jiaxin A Nonlinear Blind Source Separation Method Based On Radial Basis Function and Quantum Genetic Algorithm MATEC Web of Conferences EMI signal Non-linear blind source separation Radial basis function Quantum genetic algorithm |
| title | A Nonlinear Blind Source Separation Method Based On Radial Basis Function and Quantum Genetic Algorithm |
| title_full | A Nonlinear Blind Source Separation Method Based On Radial Basis Function and Quantum Genetic Algorithm |
| title_fullStr | A Nonlinear Blind Source Separation Method Based On Radial Basis Function and Quantum Genetic Algorithm |
| title_full_unstemmed | A Nonlinear Blind Source Separation Method Based On Radial Basis Function and Quantum Genetic Algorithm |
| title_short | A Nonlinear Blind Source Separation Method Based On Radial Basis Function and Quantum Genetic Algorithm |
| title_sort | nonlinear blind source separation method based on radial basis function and quantum genetic algorithm |
| topic | EMI signal Non-linear blind source separation Radial basis function Quantum genetic algorithm |
| url | http://dx.doi.org/10.1051/matecconf/20166101014 |
| work_keys_str_mv | AT wangpidong anonlinearblindsourceseparationmethodbasedonradialbasisfunctionandquantumgeneticalgorithm AT tangruoyun anonlinearblindsourceseparationmethodbasedonradialbasisfunctionandquantumgeneticalgorithm AT zhaodi anonlinearblindsourceseparationmethodbasedonradialbasisfunctionandquantumgeneticalgorithm AT lihongyi anonlinearblindsourceseparationmethodbasedonradialbasisfunctionandquantumgeneticalgorithm AT chenjiaxin anonlinearblindsourceseparationmethodbasedonradialbasisfunctionandquantumgeneticalgorithm AT wangpidong nonlinearblindsourceseparationmethodbasedonradialbasisfunctionandquantumgeneticalgorithm AT tangruoyun nonlinearblindsourceseparationmethodbasedonradialbasisfunctionandquantumgeneticalgorithm AT zhaodi nonlinearblindsourceseparationmethodbasedonradialbasisfunctionandquantumgeneticalgorithm AT lihongyi nonlinearblindsourceseparationmethodbasedonradialbasisfunctionandquantumgeneticalgorithm AT chenjiaxin nonlinearblindsourceseparationmethodbasedonradialbasisfunctionandquantumgeneticalgorithm |