arXiv:2502.16848cs.AIphysics.comp-ph2025-02被引 147

构建首个面向真实退役电池的多维脉冲测试数据集,助力电池再利用安全评估。

PulseBat: A field-accessible dataset for second-life battery diagnostics from realistic histories using multidimensional rapid pulse test

  • 通过多维度脉冲测试采集464块退役电池的电压与温度响应数据
  • 覆盖3种正极材料、6种使用历史、3种物理形态,测试条件达千级组合
  • 适合电池健康状态评估、材料识别等研究,尤其支持资源匮乏地区应用

随着电动汽车进入使用寿命末期,其电池仍具有显著经济价值,为二次利用和材料回收提供了广阔前景,尤其对电网薄弱或缺失的全球南方地区至关重要。然而,由于技术性能、安全性和再认证存在重大不确定性,实际应用常因预期与实际性能不匹配而沦为隐患,加剧能源获取不平等,损害能源正义愿景。为此,本文构建了PulseBat数据集,对464块退役锂离子电池进行了多维快速脉冲测试,涵盖3种正极材料、6种历史使用模式、3种物理形态及6种容量设计。每块电池在0.37至1.03的荷电状态(SOC)与健康状态(SOH)范围内,以10种脉冲宽度、10种脉冲幅值重复测试,记录电压响应与温度信号。该数据集可支撑荷电状态估计、健康状态估计、正极材料识别、开路电压重建、热管理等关键诊断任务。

原文摘要 · Abstract (English)

As electric vehicles (EVs) approach the end of their operational life, their batteries retain significant economic value and present promising opportunities for second-life use and material recycling. This is particularly compelling for Global South and other underdeveloped regions, where reliable energy storage is vital to addressing critical challenges posed by weak and even nonexistent power grid and energy infrastructures. However, despite this potential, widespread adoption has been hindered by critical uncertainties surrounding the technical performance, safety, and recertification of second-life batteries. In cases where they have been redeployed, mismatches between estimated and actual performance often render batteries technically unsuitable or hazardous, turning them into liabilities for communities they were intended to benefit. This considerable misalignment exacerbates energy access disparities and undermines the broader vision of energy justice, highlighting an urgent need for robust and scalable solutions to unlock the potential. In the PulseBat Dataset, the authors tested 464 retired lithium-ion batteries, covering 3 cathode material types, 6 historical usages, 3 physical formats, and 6 capacity designs. The pulse test experiments were performed repeatedly for each second-life battery with 10 pulse width, 10 pulse magnitude, multiple state-of-charge, and state-of-health conditions, e.g., from 0.37 to 1.03. The PulseBat Dataset recorded these test conditions and the voltage response as well as the temperature signals that were subject to the injected pulse current, which could be used as a valuable data resource for critical diagnostics tasks such as state-of-charge estimation, state-of-health estimation, cathode material type identification, open-circuit voltage reconstruction, thermal management, and beyond.

电池再利用数据集脉冲测试退役电池

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