QEAM: An Approximate Algorithm Using P Systems with Active Membranes
This paper proposes an approximate optimization approach, called QEAM, which combines a P system with active membranes and a quantum-inspired evolutionary algorithm. QEAM uses the hierarchical arrangement of the compartments and developmental rules of a P system with active membranes, and the object...
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| Veröffentlicht in: | International Journal of Computers Communications & Control 2015-04, Vol.10 (2), p.263 |
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| container_title | International Journal of Computers Communications & Control |
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| creator | Zhang, Gexiang Cheng, Jixiang Gheorghe, Marian Ipate, Florentin Wang, Xueyuan |
| description | This paper proposes an approximate optimization approach, called QEAM, which combines a P system with active membranes and a quantum-inspired evolutionary algorithm. QEAM uses the hierarchical arrangement of the compartments and developmental rules of a P system with active membranes, and the objects consisting of quantum-inspired bit individuals, a probabilistic observation and the evolutionary rules designed with quantum-inspired gates to specify the membrane algorithms. A large number of experiments carried out on benchmark instances of satisfiability problem show that QEAM outperforms QEPS (quantum-inspired evolutionary algorithm based on P systems) and its counterpart quantum-inspired evolutionary algorithm. |
| doi_str_mv | 10.15837/ijccc.2015.2.1757 |
| format | Article |
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| source | DOAJ Directory of Open Access Journals; Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals |
| subjects | Algorithms Evolutionary algorithms Genetic algorithms Membranes Optimization P system |
| title | QEAM: An Approximate Algorithm Using P Systems with Active Membranes |
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