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A Novel Mechanical Analogy-Based Battery Model for SoC Estimation Using a Multicell EKF

机译:一种基于机械模拟的新型电池模型,用于使用多节EKF进行SoC估计

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摘要

The future evolution of technological systems dedicated to improve energy efficiency will strongly depend on effective and reliable energy storage systems, as key components for smart grids, microgrids, and electric mobility. Besides possible improvements in chemical materials and cells design, the battery management system is the most important electronic device that improves the reliability of a battery pack. In fact, a precise state of charge (SoC) estimation allows the energy flows controller to better exploit the full capacity of each cell. In this paper, we propose an alternative definition for the SoC, explaining the rationales by a mechanical analogy. We introduce a novel cell model, conceived as a series of three electric dipoles, together with a procedure for parameters estimation relying only on voltage measures and a given current profile. The three dipoles represent the quasi-stationary, the dynamic, and the instantaneous components of voltage measures. An extended Kalman filter (EKF) is adopted as a nonlinear state estimator. Moreover, we propose a multicell EKF system based on a round-robin approach to allow the same processing block to keep track of many cells at the same time. Performance tests with a prototype battery pack composed by 18 A123 cells connected in series show encouraging results.
机译:致力于提高能源效率的技术系统的未来发展将在很大程度上取决于有效和可靠的储能系统,作为智能电网,微电网和电动汽车的关键组件。除了可能在化学材料和电池设计方面进行改进外,电池管理系统还是提高电池组可靠性的最重要的电子设备。实际上,精确的充电状态(SoC)估算使能量流控制器可以更好地利用每个电池的全部容量。在本文中,我们提出了SoC的替代定义,通过机械类比解释了基本原理。我们介绍了一种新颖的电池模型,该模型被认为是由三个电偶极子组成的系列,以及仅依靠电压测量和给定电流曲线进行参数估计的过程。三个偶极子代表电压测量的准静态,动态和瞬时分量。扩展卡尔曼滤波器(EKF)被用作非线性状态估计器。此外,我们提出了一种基于循环方法的多单元EKF系统,以允许同一处理块同时跟踪多个单元。由18个串联的A123电池组成的原型电池组的性能测试显示出令人鼓舞的结果。

著录项

  • 来源
    《Sustainable Energy, IEEE Transactions on》 |2016年第4期|1695-1702|共8页
  • 作者单位

    Information Engineering, Electronics and Telecommunications Department, Polo per la Mobilità Sostenibile Labs, University of Rome “Sapienza”, Rome, Italy;

    Information Engineering, Electronics and Telecommunications Department, Polo per la Mobilità Sostenibile Labs, University of Rome “Sapienza”, Rome, Italy;

    Information Engineering, Electronics and Telecommunications Department, Polo per la Mobilità Sostenibile Labs, University of Rome “Sapienza”, Rome, Italy;

    Information Engineering, Electronics and Telecommunications Department, Polo per la Mobilità Sostenibile Labs, University of Rome “Sapienza”, Rome, Italy;

    Information Engineering, Electronics and Telecommunications Department, Polo per la Mobilità Sostenibile Labs, University of Rome “Sapienza”, Rome, Italy;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Voltage measurement; Batteries; Reservoirs; Estimation; Current measurement; Shape;

    机译:电压测量;电池;水库;估算;电流测量;形状;

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