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基于进化策略的自适应联邦学习算法 被引量:3
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作者 公茂果 高原 +3 位作者 王炯乾 张元侨 王善峰 谢飞 《中国科学:信息科学》 CSCD 北大核心 2023年第3期437-453,共17页
联邦学习是一种多设备参与的,保护数据隐私的深度学习技术.它能够在私有数据不出本地的同时训练全局共享模型.然而,在复杂的物联网环境中,联邦学习面临着统计异构性和系统异构性的挑战.不同的本地数据分布和高额的通信计算成本,使得过... 联邦学习是一种多设备参与的,保护数据隐私的深度学习技术.它能够在私有数据不出本地的同时训练全局共享模型.然而,在复杂的物联网环境中,联邦学习面临着统计异构性和系统异构性的挑战.不同的本地数据分布和高额的通信计算成本,使得过参数化的模型不适合在物联网应用中直接部署.同时,非独立同分布的数据也使采用参数平均聚合的联邦学习更加难以收敛.联邦学习场景下的研究难点在于,如何根据私有数据为每个客户端建立个性化的轻量级模型的同时,把这些模型汇总成为联合模型.为了解决这一问题,本文提出了一种基于进化策略的自适应联邦学习算法.该方法将模型结构进行编码,把每个参与者视作进化策略中的个体,通过全局优化来为每个客户端自适应地生成不同的个性化子模型.客户端根据网络单元重要性和编码在服务器端超网中抽取相应的子网来进行本地更新,而这种网络局部更新的方法天然契合dropout的思想.在真实数据集上进行的大量实验证明,本文提出的框架相比于经典的联邦学习方法,模型性能得到了显著改善.在客户端数据非独立同分布的情况下,该算法在有效降低了客户端在通信带宽和计算力受限条件下参与联邦学习门槛的同时,提高了全局模型的泛化能力. 展开更多
关键词 联邦学习 进化策略 模型编码 网络剪枝 本地个性化
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Effect of bristle pack position on the rotordynamic characteristics of brush-labyrinth seals at various operating conditions 被引量:5
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作者 yuanqiao zhang Jun LI +1 位作者 Zhigang LI Xin YAN 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2020年第4期1192-1205,共14页
Over the last few decades,the research on the effect of bristle pack position on the rotordynamic characteristics of the brush-labyrinth seals is not sufficient.To this end,two kinds of brush-labyrinth seals for the b... Over the last few decades,the research on the effect of bristle pack position on the rotordynamic characteristics of the brush-labyrinth seals is not sufficient.To this end,two kinds of brush-labyrinth seals for the bristle pack element installed upstream of the labyrinth teeth named BSU and installed downstream of the labyrinth teeth called BSD were used to investigate the effect of bristle pack position on the rotordynamic characteristics of the brush-labyrinth seals.Using the numerical model combining the porous medium model and the whirling rotor method,the rotordynamic characteristics of the BSU and BSD at various operating conditions including four kinds of pressure ratios,five kinds of inlet preswirl speeds and four kinds of rotor spinning speeds were conducted.The obtained results show that the effects of operating conditions on rotordynamic coefficients for the different seal configurations are different.The direct stiffness,cross-coupled stiffness and direct damping of the BSU are lower than those of the BSD.The rotordynamic coefficients of the BSU are more insensitive to the operating conditions variation.From the perspective of the seal stability,the BSU is a better brush-labyrinth seal configuration at high pressure ratio,high positive preswirl or high rotor spinning speed conditions.While in the case of low pressure ratio,low positive preswirl or low rotor spinning speed conditions,the BSD is a better choice. 展开更多
关键词 Bristle pack position Brush-labyrinth seal Porous medium Rotordynamic characteristics Whirling rotor method
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