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基于模糊神经网络的电池剩余电量计算模型 被引量:13

The SOC Compute Model of Batteries Based on Fuzzy Neural Network
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摘要 为了有效地对电池剩余容量进行预测,在分析了与电池剩余电量相关因数的基础上,提出了基于模糊神经网络的电池剩余电量预测模型,充分利用了模型可逼近任何多输入输出参数函数的性能.系统通过样本训练达到了较好的仿真结果.从现场实验的数据分析,该模型能较准确地预测电池剩余电量,为电池管理系统提供了一种新的预测方法. In order t factors influencing th neural network. The Simulated results and o predict the state of e SOC of batteries, model can approach experimental results charge ( the auth the nonproved t SOC) of batteries during discharge, by analyzing the or lin he proposed a predictive SOC model based on fuzzy ear function with many input/output parameters. advantages of the new method and the significance for battery manage system.
出处 《测试技术学报》 2007年第5期405-409,共5页 Journal of Test and Measurement Technology
基金 国家973重点基础研究计划资助项目(2002CB211803)
关键词 模糊神经网络 电池 SOC估计 fuzzy neural network battery the estimation of state of charge
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