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基于HSDPA混合群集智能算法的多用户调度
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作者 方杰 杨世杰 +1 位作者 吴曦德 周庆标 《计算机工程与应用》 CSCD 2014年第8期231-236,250,共7页
传统的基于粒子群最优化的混合启发式算法和模拟退火算法往往以牺牲解的质量或者求解速度来实现有效的调度,为了解决这一问题,提出了一种基于高速下行分组接入(HSDPA)标准的混合群集智能算法。首先假定HSDPA标准所指定的是现实性不... 传统的基于粒子群最优化的混合启发式算法和模拟退火算法往往以牺牲解的质量或者求解速度来实现有效的调度,为了解决这一问题,提出了一种基于高速下行分组接入(HSDPA)标准的混合群集智能算法。首先假定HSDPA标准所指定的是现实性不完善的信道状态信息(CSI)反馈,并以有限集合的形式存在于信道指示符(CQI)中;接着在最优化过程中,利用模拟退火算法和粒子群最优化算法各自的优点设计混合群集智能算法;最后利用混合算法进行数据处理,得到最优解的同时降低了复杂度,从而实现提升系统通量,达到调度最优化的目的。实验结果表明,与传统的基于粒子群最优化的算法相比,所提的混合算法取得了更好的调度效果。 展开更多
关键词 混合集智能算法 粒子群最优化算法 模拟退火算法 多用户调度 高速下行分组接入
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Dynamic services selection algorithm in Web services composition supporting cross-enterprises collaboration 被引量:7
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作者 胡春华 陈晓红 梁昔明 《Journal of Central South University》 SCIE EI CAS 2009年第2期269-274,共6页
Based on the deficiency of time convergence and variability of Web services selection for services composition supporting cross-enterprises collaboration,an algorithm QCDSS(QoS constraints of dynamic Web services sele... Based on the deficiency of time convergence and variability of Web services selection for services composition supporting cross-enterprises collaboration,an algorithm QCDSS(QoS constraints of dynamic Web services selection)to resolve dynamic Web services selection with QoS global optimal path,was proposed.The essence of the algorithm was that the problem of dynamic Web services selection with QoS global optimal path was transformed into a multi-objective services composition optimization problem with QoS constraints.The operations of the cross and mutation in genetic algorithm were brought into PSOA(particle swarm optimization algorithm),forming an improved algorithm(IPSOA)to solve the QoS global optimal problem.Theoretical analysis and experimental results indicate that the algorithm can better satisfy the time convergence requirement for Web services composition supporting cross-enterprises collaboration than the traditional algorithms. 展开更多
关键词 Web services composition optimal service selection improved particle swarm optimization algorithm (IPSOA) cross-enterprises collaboration
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Layout problem of multi-component systems arising for improving maintainability 被引量:5
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作者 罗旭 杨拥民 +2 位作者 葛哲学 温熙森 官凤娇 《Journal of Central South University》 SCIE EI CAS 2014年第5期1833-1841,共9页
To improve the mainlainability design efficiency and quality, a layout optimization method for maintainability of multi-component systems was proposed. The impact of the component layout design on system maintainabili... To improve the mainlainability design efficiency and quality, a layout optimization method for maintainability of multi-component systems was proposed. The impact of the component layout design on system maintainability was analyzed, and the layout problem for maintainability was presented. It was formulated as an optimization problem, where maintainability, layout space and distance requirement were formulated as objective functions. A multi-objective particle swarm optimization algorithm, in which the constrained-domination relationship and the update strategy of the global best were simply modified, was then used to obtain Pareto optimal solutions for the maintainability layout design problem. Finally, application in oxygen generation system of a spacecraft was studied in detail to illustrate the effectiveness and usefulness of the proposed method. The results show that the concurrent maintainability design can be carried out during the layout design process by solving the layout optimization problem for maintainability. 展开更多
关键词 MAINTAINABILITY layout problem OPTIMIZATION multi-component system multi-objective particle swarm optimization
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