Bio-inspired computing;
Membrane computing;
Spiking neural P systems;
Polarizations;
Astrocytes;
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摘要:
Spiking neural P systems with polarizations (PSN P systems) use charges (+,-,0)\documentclass[12pt]{minimal}
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\begin{document}$$(+,-,0)$$\end{document} instead of regular expression to obtain excellent computation power and broad application prospect. In this work, astrocyte control mechanism is introduced into PSN P systems, spiking neural P systems with polarizations and astrocytes (PASN P systems) are constructed. Astrocytes are both excitatory and inhibitory influences on synapses, which can effectively reduce the consumption of computing resources (the use of fewer neurons). Because of the effects of astrocytes, PASN P systems are proved to have the computation power equivalent to Turing machines in generation and accepting modes. Furthermore, a small universal PASN P system with 82 neurons is given for computing any Turing computable function, that is, fewer neurons are used to construct the relatively simple and universal PASN P systems.
机构:
School of Electrical Engineering and Electronic Information, Xihua University, Chengdu,Sichuan,610039, China
Key Laboratory of Fluid and Power Machinery, Ministry of Education, Xihua University, Chengdu,Sichuan,610039, ChinaSchool of Electrical Engineering and Electronic Information, Xihua University, Chengdu,Sichuan,610039, China
Song, Xiaoxiao
Valencia-Cabrera, Luis
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机构:
Research Group on Natural Computing, Department of Computer Science and Artificial Intelligence, University of Sevilla, SpainSchool of Electrical Engineering and Electronic Information, Xihua University, Chengdu,Sichuan,610039, China
Valencia-Cabrera, Luis
Peng, Hong
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机构:
School of Computer and Software Engineering, Xihua University, Chengdu,Sichuan,610039, ChinaSchool of Electrical Engineering and Electronic Information, Xihua University, Chengdu,Sichuan,610039, China
Peng, Hong
Wang, Jun
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机构:
School of Electrical Engineering and Electronic Information, Xihua University, Chengdu,Sichuan,610039, China
Key Laboratory of Fluid and Power Machinery, Ministry of Education, Xihua University, Chengdu,Sichuan,610039, ChinaSchool of Electrical Engineering and Electronic Information, Xihua University, Chengdu,Sichuan,610039, China
机构:
Univ Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93106 USAUniv Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93106 USA
Ibarra, Oscar H.
Paun, Gheorghe
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机构:
Romanian Acad, Inst Math, Bucharest 014700, Romania
Univ Seville, Dept Comp Sci & Al, E-41012 Seville, SpainUniv Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93106 USA
Paun, Gheorghe
Egecioglu, Omer
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机构:
Univ Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93106 USAUniv Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93106 USA
Egecioglu, Omer
Ionescu, Mihai
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机构:
Univ Rovira & Virgili, Res Grp Math Linguist, Tarragona 43005, SpainUniv Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93106 USA
Ionescu, Mihai
Woodworth, Sara
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Univ Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93106 USAUniv Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93106 USA
机构:University of Science and Technology,Key Laboratory of Image Processing and Intelligent Control, Department of Control Science and Engineering, Huazhong
Tao Song
Xiaolong Shi
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机构:University of Science and Technology,Key Laboratory of Image Processing and Intelligent Control, Department of Control Science and Engineering, Huazhong
Xiaolong Shi
Jinbang Xu
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机构:University of Science and Technology,Key Laboratory of Image Processing and Intelligent Control, Department of Control Science and Engineering, Huazhong
Jinbang Xu
Frontiers of Computer Science,
2013,
7
: 350
-
358
机构:
City Univ Hong Kong, Dept Comp Sci, Hong Kong, Peoples R ChinaSoochow Univ, Prov Key Lab Comp Informat Proc Technol, Suzhou 215006, Peoples R China