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高效多电池使用策略的自动构建

Automatic Construction of Efficient Multiple Battery Usage Policies
课程网址: http://videolectures.net/icaps2011_magazzeni_automatic/  
主讲教师: Daniele Magazzeni
开课单位: 基耶蒂佩斯卡拉大学
开课时间: 信息不详。欢迎您在右侧留言补充。
课程语种: 英语
中文简介:
多电池的高效利用是一个应用广泛且日益广泛的实际问题。这个问题可以被认为是一个计划问题。我们描述了我们采用的方法来建模和解决这个问题,被视为一个马尔可夫决策问题,建立了有效的政策,电池开关面临随机负荷分布。我们的解决方案利用并改编了规划文献中的几种现有技术,从而构建了显著优于当前使用的策略以及针对电池管理问题的最佳发布解决方案。我们实现的解决方案与理论极限相比,效率超过99%,而且使用的电池开关比现有的政策要少得多。我们详细描述了该方法,并提供了实证评估,证明了其有效性。
课程简介: Efficient use of multiple batteries is a practical problem with wide and growing application. The problem can be cast as a planning problem. We describe the approach we have adopted to modelling and solving this problem, seen as a Markov Decision Problem, building effective policies for battery switching in the face of stochastic load profiles. Our solution exploits and adapts several existing techniques from the planning literature and leads to the construction of policies that significantly outperform those that are currently in use and the best published solutions to the battery management problem. We achieve solutions that achieve more than 99\% efficiency compared with the theoretical limit and do so with far fewer battery switches than existing policies. We describe the approach in detail and provide empirical evaluation demonstrating its effectiveness.
关 键 词: 计算机科学; 人工智能; 规划与调度
课程来源: 视频讲座网
最后编审: 2019-11-16:cwx
阅读次数: 42