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基于区块链和机器学习的分散式电力交易研究 被引量:3
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作者 陈江尧 穆海伦 +2 位作者 裘雨音 俞佳乐 翁胜平 《制造业自动化》 北大核心 2023年第8期136-140,共5页
联网电动汽车可以通过其充电或放电操作来帮助电网稳定,还能够用来进行分散式电力交易。所以提出了一种基于区块链、机器学习和博弈论模型的联网电动汽车停车场进行电力交易研究。在提出的能源交易系统中,假设使用具有安全隐私保护机制... 联网电动汽车可以通过其充电或放电操作来帮助电网稳定,还能够用来进行分散式电力交易。所以提出了一种基于区块链、机器学习和博弈论模型的联网电动汽车停车场进行电力交易研究。在提出的能源交易系统中,假设使用具有安全隐私保护机制的高效通信网络系统来链接交易系统中的所有参与者。设计了一个基于随机竞价流程的分布式智能合约解决方案,帮助联网电动汽车以最大的盈利能力买卖电力,优化了联网电动汽车的利润率,提高了智能合约的效率。模型考虑了电力交易系统中结合区块链、机器学习和博弈论的模型,提出了在联网电动汽车之间的停车场采用分散的电力交易框架(DETF)。将为了证明方案的性能,提出的HLProfitX算法与PETCON进行了比较,并证明了解决方案的有效性。 展开更多
关键词 电力市场 区块链 机器学习 联网电动汽车 移动发电厂
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入网电动汽车集群的分层控制方法 被引量:7
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作者 唐佳 高爽 +2 位作者 王丹 宋毅 杨占勇 《电力建设》 北大核心 2015年第7期146-152,共7页
电动汽车(electric vehicle,EV)规模化接入电网需要合理的控制框架和算法。为了优化电动汽车的充放电管理,首先介绍了电动汽车代理商(aggregator)的概念,并在此基础上提出了一种电动汽车集群的分层控制架构。基于电动汽车分层控制的结构... 电动汽车(electric vehicle,EV)规模化接入电网需要合理的控制框架和算法。为了优化电动汽车的充放电管理,首先介绍了电动汽车代理商(aggregator)的概念,并在此基础上提出了一种电动汽车集群的分层控制架构。基于电动汽车分层控制的结构,构建了电动汽车双层优化控制数学模型,从而实现了电网负荷削峰填谷的目的。为了避免随着电动汽车数目增加导致的集中式方法难以求解的问题,提出了一种改进的求解算法,将高维的优化问题分解成多个低维的子优化问题,得到了很好的收敛特性,显著提高了计算效率。最后,通过不同的算例场景,验证了所提出模型与改进算法的有效性和实用性。 展开更多
关键词 电动汽车(EV) 电动汽车联网(V2G) 电动汽车代理商 分层优化
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Revenue optimization strategy of V2G based on evolutionary game 被引量:2
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作者 Lin Guoying Feng Xiaofeng Lu Shixiang 《Journal of Southeast University(English Edition)》 EI CAS 2020年第1期50-55,共6页
In order to protect the interests of electric vehicle users and grid companies with vehicle-to-grid(V2G)technology,a reasonable electric vehicle discharge electricity price is established through the evolutionary game... In order to protect the interests of electric vehicle users and grid companies with vehicle-to-grid(V2G)technology,a reasonable electric vehicle discharge electricity price is established through the evolutionary game model.A game model of power grid companies and electric vehicle users based on the evolutionary game theory is established to balance the revenue of both players in the game.By studying the dynamic evolution process of both sides of the game,the range of discharge price that satisfies the interests of both sides is obtained.The results are compared with those obtained by the static Bayesian game.The results show that the discharge price which can benefit both sides of the game exists in a specific range.According to the setting of the example,the reasonable discharge electricity price is 1.1060 to 1.4811 yuan/(kW·h).Only within this range can the power grid company and electric vehicle users achieve positive interactions.In addition,the evolutionary game model is easier to balance the interests of the two players than the static Bayesian game. 展开更多
关键词 evolutionary game electric vehicle VEHICLE-TO-GRID electricity price
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Smart Grids with Intelligent Periphery:An Architecture for the Energy Internet 被引量:24
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作者 Felix F.Wu Pravin P.Varaiya Ron S.Y.Hui 《Engineering》 SCIE EI 2015年第4期436-446,共11页
A future smart grid must fulfill the vision of the Energy Internet in which millions of people produce their own energy from renewables in their homes, offices, and factories and share it with each other. Electric veh... A future smart grid must fulfill the vision of the Energy Internet in which millions of people produce their own energy from renewables in their homes, offices, and factories and share it with each other. Electric vehicles and local energy storage will be widely deployed. Internet technology will be utilized to transform the power grid into an energysharing inter-grid. To prepare for the future, a smart grid with intelligent periphery, or smart GRIP, is proposed. The building blocks of GRIP architecture are called clusters and include an energy-management system (EMS)-controlled transmission grid in the core and distribution grids, micro-grids, and smart buildings and homes on the periphery; all of which are hierarchically structured. The layered architecture of GRIP allows a seamless transition from the present to the future and plug-and-play interoperability. The basic functions of a cluster consist of (1) dispatch, (2) smoothing, and (3) mitigation. A risk-limiting dispatch methodology is presented; a new device, called the electric spring, is developed for smoothing out fluctuations in periphery clusters; and means to mitigate failures are discussed. 展开更多
关键词 smart grid future grid Energy Internet energy- management system integrating renewables power system operation power system control distribution automation systems demand-side management
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