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基于I-Greedy求解CVaR模型的传感器网络布局优化
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作者 高安迪 吴晓霞 李峰 《机械设计与制造》 北大核心 2023年第12期138-141,共4页
无线传感器网络在机械设备状态监测领域有着重要的作用,为了解决传统随机优化方法不适合某些复杂场传感器网络布局景的问题,提出了一种基于I-Greedy求解CVaR模型。采用惰性赋值的方法完成算法的简化过程,为τ设置了相应的搜索间隔Δ和... 无线传感器网络在机械设备状态监测领域有着重要的作用,为了解决传统随机优化方法不适合某些复杂场传感器网络布局景的问题,提出了一种基于I-Greedy求解CVaR模型。采用惰性赋值的方法完成算法的简化过程,为τ设置了相应的搜索间隔Δ和搜索区间(0,Γ),防止算法出现局部最优解的情况,通过惰性赋值的方式实现快速搜索的功能。研究结果表明:τ搜索上界Γ设定成50和置信水平α=0.9时,能够确保各置信水平都搜索获得全局最优解。逐渐增加传感器节点数量后,布局效益获得了持续提升。计算得到互信息相对随机部署方法增加69%,与传统贪婪算法相比增加14.1%。CVaR布局模型相对传统布局模型可以达到更低损失程度,能够获得更优布局结果,提升了模型鲁棒性。算法能够显著降低时间复杂度,特别是进行大规模传感器布局时表现出了更强的优越性。 展开更多
关键词 传感器网络 布局优化 贪婪算法 布局损失
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Flow Field and Heat Transfer Analysis of Local Structure for Regenerative Cooling Panel 被引量:5
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作者 Yu Feng Hongyan Huang Tao Li Duo Zhang Zhongqi Wang 《Journal of Thermal Science》 SCIE EI CAS CSCD 2012年第2期172-178,共7页
Local structure of cooling panel has great effects on the heat transfer in the cooling channel for the scramjet. The problems of flow dead area and mass flow rate non-uniform distribution caused by the local structure... Local structure of cooling panel has great effects on the heat transfer in the cooling channel for the scramjet. The problems of flow dead area and mass flow rate non-uniform distribution caused by the local structure effect the cooling effectiveness in the channel seriously. Numerical simulation to the flow field of scramjet cold panel with four different fuel injection island structures respectively has been carried out using the CFD commercial software-CFX in this research. The results reveal that flow dead area has been eliminated and flow field has been improved for the optimized structure. Furthermore, local resistance loss has been decreased and the mass flow rate non-uniform distribution in the channel has been reduced. Based on the optimized results, some suggestions about the local design of cooling panel have been proposed in this research. 展开更多
关键词 numerical simulation cooling panel fuel injection island
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