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Bi-level programming optimization method for cloud manufacturing service composition based on harmony search

机译:基于和谐搜索的云制造服务组合双层编程优化方法

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摘要

Mobile computing diffluence has become critical technology to break out inherent processing capacity and memory limitation of mobile terminal equipment. Existing mobile cloud computing solution is to gain relatively little delay by visiting adjacent cloud service data center with abundant resources through mobile equipment, but it will increase network energy consumption. To solve the problem, research wireless-optical network model firstly and design new multi-objective model to consider network delay and energy consumption simultaneously, and because magnitude order of 2 indexes is different, single object optimization method is not applicable. So multi-objective water droplet algorithm is utilized to gain its second-best solution, and to improve performance of multi-objective water droplet algorithm simultaneously, improve population diversity of multi-objective intelligent water droplet algorithm by referring to NSGA II density design method and designing quick sorting method on the basis of individual density. Simulation result shows that performance of multi-objective intelligent water droplet algorithm is improved obviously through density design and multi-objective optimization to mobile cloud service of wireless-optical network is realized.
机译:移动计算的普及已经成为突破移动终端设备固有的处理能力和存储限制的关键技术。现有的移动云计算解决方案是通过移动设备访问具有丰富资源的相邻云服务数据中心,从而获得相对较少的延迟,但这会增加网络能耗。为了解决这个问题,首先研究无线网络模型,并设计新的多目标模型同时考虑网络时延和能耗,并且由于两个指标的大小顺序不同,因此不适用单对象优化方法。因此,利用多目标水滴算法获得其次优解,并同时参考NSGA II密度设计方法和改进多目标水滴算法的性能,提高多目标智能水滴算法的种群多样性。设计基于个人密度的快速分选方法。仿真结果表明,通过密度设计明显提高了多目标智能水滴算法的性能,实现了无线网络移动云服务的多目标优化。

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