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Biomimicry of symbiotic multi-species coevolution for discrete and continuous optimization in RFID networks
المؤلفون المشاركون
Liu, Fang
Chen, Hanning
Jing, Shikai
Liang, Xiaodan
Lin, Na
المصدر
Saudi Journal of Biological Sciences
العدد
المجلد 24، العدد 3 (31 مارس/آذار 2017)، ص ص. 610-621، 12ص.
الناشر
تاريخ النشر
2017-03-31
دولة النشر
السعودية
عدد الصفحات
12
التخصصات الرئيسية
الموضوعات
الملخص EN
In recent years, symbiosis as a rich source of potential engineering applications and computational model has attracted more and more attentions in the adaptive complex systems and evolution computing domains.
Inspired by different symbiotic coevolution forms in nature, this paper proposed a series of multi-swarm particle swarm optimizers called PS2Os, which extend the single population particle swarm optimization (PSO) algorithm to interacting multi-swarms model by constructing hierarchical interaction topologies and enhanced dynamical update equations.
According to different symbiotic interrelationships, four versions of PS2O are initiated to mimic mutualism, commensalism, predation, and competition mechanism, respectively.
In the experiments, with five benchmark problems, the proposed algorithms are proved to have considerable potential for solving complex optimization problems.
The coevolutionary dynamics of symbiotic species in each PS2O version are also studied respectively to demonstrate the heterogeneity of different symbiotic interrelationships that effect on the algorithm’s performance.
Then PS2O is used for solving the radio frequency identification (RFID) network planning (RNP) problem with a mixture of discrete and continuous variables.
Simulation results show that the proposed algorithm outperforms the reference algorithms for planning RFID networks, in terms of optimization accuracy and computation robustness.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Lin, Na& Chen, Hanning& Jing, Shikai& Liu, Fang& Liang, Xiaodan. 2017. Biomimicry of symbiotic multi-species coevolution for discrete and continuous optimization in RFID networks. Saudi Journal of Biological Sciences،Vol. 24, no. 3, pp.610-621.
https://search.emarefa.net/detail/BIM-761777
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Lin, Na…[et al.]. Biomimicry of symbiotic multi-species coevolution for discrete and continuous optimization in RFID networks. Saudi Journal of Biological Sciences Vol. 24, no. 3 (Mar. 2017), pp.610-621.
https://search.emarefa.net/detail/BIM-761777
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Lin, Na& Chen, Hanning& Jing, Shikai& Liu, Fang& Liang, Xiaodan. Biomimicry of symbiotic multi-species coevolution for discrete and continuous optimization in RFID networks. Saudi Journal of Biological Sciences. 2017. Vol. 24, no. 3, pp.610-621.
https://search.emarefa.net/detail/BIM-761777
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references : p. 621
رقم السجل
BIM-761777
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
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