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Comparison of Some Parameter Estimation Techniques Applied to Proton Exchange Membrane Fuel Cell Models

机译:质子交换膜燃料电池模型中几种参数估计技术的比较

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The functioning and the achievable power of a proton exchange membrane fuel cell (PEMFC) are determined by several parameters simultaneously. Part of these cannot be measured directly They must be estimated with parameter fitting techniques. In order to give reliable estimations for the unknown parameters, we first set up an adequate finite difference numerical solution of the mathematical model of the fuel cell. Then the values of the unknown parameters are calculated by fitting the model results to measurements. In this paper our primary aim is to compare several parameter fitting tools on the model of a PEMFC and give a prescription for the use of these methods. We test three methods together with their variants: the Levenberg-Marquardt method, the trust region method, and the simulated annealing method, among which the Levenberg-Marquardt method turns to be the most efficient one.
机译:质子交换膜燃料电池(PEMFC)的功能和可达到的功率由几个参数同时确定。其中一部分无法直接测量。必须使用参数拟合技术对其进行估算。为了对未知参数给出可靠的估计,我们首先建立了燃料电池数学模型的适当有限差分数值解。然后,通过将模型结果拟合到测量结果来计算未知参数的值。在本文中,我们的主要目的是在PEMFC的模型上比较几种参数拟合工具,并为使用这些方法提供处方。我们测试了三种方法及其变体:Levenberg-Marquardt方法,信任区域方法和模拟退火方法,其中Levenberg-Marquardt方法成为最有效的方法。

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