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基于深度强化学习的充光储能源站调度策略 被引量:10
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作者 孙广明 陈良亮 +2 位作者 王瑞升 陈中 邢强 《电力工程技术》 北大核心 2021年第5期17-24,共8页
为了应对大规模电动汽车调度模型求解复杂、算力要求高的问题,机器学习方法在电动汽车充电导航调度中越来越受到关注。针对充光储一体化能源站,文中提出了一种基于深度强化学习(DRL)的充光储能源站调度策略。首先,分析了能源站运行策略... 为了应对大规模电动汽车调度模型求解复杂、算力要求高的问题,机器学习方法在电动汽车充电导航调度中越来越受到关注。针对充光储一体化能源站,文中提出了一种基于深度强化学习(DRL)的充光储能源站调度策略。首先,分析了能源站运行策略与DRL基本理论。其次,基于后悔理论刻画用户对不同充电方案时间与费用的心理状态,建立了智能体对“人-车-站”状态环境全感知模型,并引入时变ε-greedy策略作为智能体动作选择方法以提高算法收敛速度。最后,结合南京市实际道路与能源站分布设计了多场景算例仿真,结果表明所提方法在考虑用户心理效应的基础上能够有效提高能源站光伏消纳率,为电动汽车充电调度提供了一种新思路。 展开更多
关键词 电动汽车 充光储能源站 充电调度 深度强化学习 后悔理论 全感知模型
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A Secure-Efficient Data Collection Algorithm Based on Self-Adaptive Sensing Model in Mobile Internet of Vehicles 被引量:1
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作者 LIANG Wei RUAN Zhiqiang +1 位作者 TANG Mingdong LI Peng 《China Communications》 SCIE CSCD 2016年第2期121-129,共9页
Existing research on data collection using wireless mobile vehicle network emphasizes the reliable delivery of information.However,other performance requirements such as life cycle of nodes,stability and security are ... Existing research on data collection using wireless mobile vehicle network emphasizes the reliable delivery of information.However,other performance requirements such as life cycle of nodes,stability and security are not set as primary design objectives.This makes data collection ability of vehicular nodes in real application environment inferior.By considering the features of nodes in wireless IoV,such as large scales of deployment,volatility and low time delay,an efficient data collection algorithm is proposed for mobile vehicle network environment.An adaptive sensing model is designed to establish vehicular data collection protocol.The protocol adopts group management in model communication.The vehicular sensing node in group can adjust network sensing chain according to sensing distance threshold with surrounding nodes.It will dynamically choose a combination of network sensing chains on basis of remaining energy and location characteristics of surrounding nodes.In addition,secure data collection between sensing nodes is undertaken as well.The simulation and experiments show that the vehicular node can realize secure and real-time data collection.Moreover,the proposed algorithm is superior in vehicular network life cycle,power consumption and reliability of data collection by comparing to other algorithms. 展开更多
关键词 wireless vehicle network datacollection protocol network sensing chain self'-adaptive sensing sensing distance threshold.
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OSNR comprehensive-awareness model based lightpath control scheme in an Open Flow controlled all-optical network
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作者 白晖峰 王东山 +2 位作者 王立城 王祥 刘慧敏 《Optoelectronics Letters》 EI 2015年第4期290-293,共4页
To enhance the communication quality of Open Flow controlled all-optical networks,an optical signal-to-noise ratio comprehensive-awareness(OSNR-CA) model based lightpath control scheme is proposed.This approach transf... To enhance the communication quality of Open Flow controlled all-optical networks,an optical signal-to-noise ratio comprehensive-awareness(OSNR-CA) model based lightpath control scheme is proposed.This approach transforms main physical-layer optical impairments into OSNR value,and takes this comprehensive OSNR value of the optical signal along the lightpath into consideration,when establishing the lightpath for the connection request using OpenFlow protocol.Moreover,the proposed scheme makes full advantages of the OSNR monitoring function in each node,and assigns the lightpath according to the comprehensive-OSNR value by extending messages of Open Flow protocol,in order to guarantee the reliable establishment of the lightpath.The simulation results show that the proposed scheme has better performance in terms of packet loss rate and lightpath establishment time. 展开更多
关键词 OSNR awareness request establishing guarantee packet Heidelberg match normalized GMPLS
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