English(EN) nBMS, a Neuromorphic Battery Management System with a Silicon-Validated Spiking State-of-Charge Core for eVTOL Aircraft

为eVTOL飞机开发神经形态电池管理系统

作者 PulseAugur 编辑部 · [1 个来源] · 2026-09-11 20:12

研究人员开发了nBMS，一种专为eVTOL飞机设计的神经形态电池管理系统。该系统采用低功耗、事件驱动设计的脉冲荷电状态核心，与经过调优的LSTM基线相比，RMSE达到2.45%。nBMS架构实现在Artix-7 FPGA上，展示了每次推理1.30 μJ的高效能耗。 AI

影响这项研究可能为eVTOL飞机等关键应用带来更高效、更专业的AI硬件。

排序理由该集群包含一篇详细介绍新型系统架构及其评估的学术论文。[lever_c_demoted from research: ic=1 ai=1.0]

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arXiv cs.NE (Neural & Evolutionary) TIER_1 English(EN) · İsmail Can Dikmen · 2026-09-11 20:12

nBMS，一款具有硅验证的脉冲状态充电核心的神经形态电池管理系统，用于 eVTOL 飞机

State-of-charge (SoC) estimation for electric vertical take-off and landing (eVTOL) aircraft must run on the vehicle under hard energy and certification budgets, on a duty cycle unlike anything in the automotive literature. In this study an event-driven spiking network, the state…