| 基于情感强度定律的社会情感优化算法 |
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| 引用本文： | 王瑛岐,崔志华,谭瑛.基于情感强度定律的社会情感优化算法[J].太原科技大学学报,2012,33(4):249-253. |
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| 作者姓名： | 王瑛岐 崔志华 谭瑛 |
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| 作者单位： | 1. 太原科技大学复杂系统与计算智能实验室,太原,030024
2. 太原科技大学复杂系统与计算智能实验室,太原030024 南京大学计算机软件新技术国家重点实验室,南京210093 |
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| 基金项目： | 国家青年科学基金(61003053);教育部科学技术研究重点项目(209021) |
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| 摘 要： | 情感强度定律是在受到外界刺激作用时指导个体情感变化的理论基础。在社会情感优化算法的基础上引入了情感强度定律,考虑到情感在人类个体决策上所起的重要作用,我们对源于外界刺激的情感强度值进行了量化,使个体在自身认知和社会活动中表现了合理的自适应能力,完善了算法的全局、局部搜索协调能力。最后对算法的参数也做了分析和讨论。仿真实验结果表明,该算法有效地提高了求解的性能,能高效地解决高维复杂多模态优化问题。
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| 关 键 词： | 群体智能 社会情感优化算法 情感强度 |
A Social Emotional Optimization Algorithm Based on Emotional Intensity Law |
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| WANG Ying-qi,CUI Zhi-hua,TAN Ying.A Social Emotional Optimization Algorithm Based on Emotional Intensity Law[J].Journal of Taiyuan University of Science and Technology,2012,33(4):249-253. |
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| Authors: | WANG Ying-qi CUI Zhi-hua TAN Ying |
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| Institution: | 1(1.Complex System and Computational Intelligence Laboratory,Taiyuan University of Science and Technology,Taiyuan 030024,China;2.State Key Laboratory for Novel Software Technology,Nanjing University,Nanjing 210093,China) |
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| Abstract: | The law of emotional intensity is the theoretical basis of emotional changes for individuals.In this paper,a new social emotional optimization algorithm based on emotional intensity law(SEOAEIL)is proposed.Considering the vital function that emotion acts in human’s decision,the variation of emotional intensity caused by outside stimulation is quantified.To individual cognition and social activities,the algorithm displays its rational adaptive ability.By this way,the global and local searching abilities of the algorithm have been further improved.In addition,the settings of parameters are discussed.Finally,experimental results on several real datasets indicate the effectiveness of the SEOAEIL to solve complex and multi-modal problems with high dimension. |
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| Keywords: | swarm intelligence Social Emotional Optimization Algorithm(SEOA) emotional intensity |
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