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首页> 外文期刊>IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems >Joint Charge and Thermal Management for Batteries in Portable Systems With Hybrid Power Sources
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Joint Charge and Thermal Management for Batteries in Portable Systems With Hybrid Power Sources

机译:具有混合电源的便携式系统中电池的联合充电和热管理

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摘要

This paper introduces a joint charge and thermal management problem for batteries in a battery–supercapacitor hybrid power source of a portable system, which has been equipped with a forced convection cooling technique, such as a fan. A key consideration in such a system is that the battery aging depends strongly on the battery temperature, which is in turn a function of the workload running on the device and the control policy for the fan. More precisely, this paper presents a hierarchical algorithm for maximizing the battery lifespan under given workload conditions. The algorithm relies on a combination of reinforcement learning and dynamic programming techniques. Simulation results show that the proposed algorithm achieves up to improvements in battery lifespan, resulting in completion of up to 80% additional workload before the battery expires.
机译:本文介绍了便携式系统的电池-超级电容器混合电源中的电池的联合充电和热管理问题,该系统已配备了强制对流冷却技术,例如风扇。在这样的系统中,一个关键的考虑因素是电池的老化在很大程度上取决于电池的温度,而电池的温度又取决于设备上运行的工作负载和风扇的控制策略。更准确地说,本文提出了一种分层算法,可在给定的工作负载条件下最大限度地延长电池寿命。该算法依赖于强化学习和动态编程技术的结合。仿真结果表明,该算法可以最大程度地提高电池寿命,从而在电池耗尽之前完成多达80%的额外工作量。

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