Model-based prognostic algorithm for online RUL estimation of PEMFCs

机译：PEMFC在线RUL估计的基于模型的预测算法

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摘要

The proposed work deals with the development of a simple but effective prognostic algorithm, able to predict to a certain extent the Remaining Useful Life (RUL) of a Polymer Electrolyte Membrane Fuel Cell (PEMFC). The algorithm is based on mathematical equations derived from physical analysis of the key degradation mechanisms, mainly focusing on those involving the electrochemical surface area (ECSA). Through the understanding of ECSA reduction rate, a proper formulation for voltage decay is given. This formulation allows performing quick online RUL estimation at given operating conditions, representing a useful guideline for suitable mitigation strategies choice.

机译：拟议的工作涉及一种简单但有效的预后算法的开发，该算法能够在一定程度上预测聚合物电解质膜燃料电池（PEMFC）的剩余使用寿命（RUL）。该算法基于对关键降解机理的物理分析得出的数学方程式，主要侧重于涉及电化学表面积（ECSA）的那些方程式。通过了解ECSA降低率，给出了电压衰减的适当公式。该公式允许在给定的工作条件下进行快速的在线RUL估算，这代表了选择合适的缓解策略的有用指南。

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来源
《2016 3rd Conference on Control and Fault-Tolerant Systems》|2016年|599-604|共6页
会议地点 Barcelona(ES)
作者
Pierpaolo Polverino; Cesare Pianese;
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作者单位

Department of Industrial Engineering, University of Salerno, 84084, Fisciano (SA), Italy;

Department of Industrial Engineering, University of Salerno, 84084, Fisciano (SA), Italy;

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会议组织
原文格式 PDF
正文语种 eng
中图分类
关键词
Degradation; Fuel cells; Estimation; Current density; Prediction algorithms; Algorithm design and analysis; Electric potential;

机译：降解;燃料电池;估计;电流密度;预测算法;算法设计与分析;电势;

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1. An improved similarity-based prognostic algorithm for RUL estimation using an RNN autoencoder scheme [J] . Yu Wennian, Kim Ii Yong, Mechefske Chris Reliability Engineering & System Safety . 2020,第Jula期

机译：一种利用RNN AutoEncoder方案的RUL估计的基于改进的基于相似性的预测算法
2. A hybrid system-level prognostics approach with online RUL forecasting for electronics-rich systems with unknown degradation behaviors [J] . Al-Mohamad Ahmad, Hoblos Ghaleb, Puig Vicenc Microelectronics & Reliability . 2020,第Auga期

机译：具有未知退化行为的电子丰富系统的在线RUL预测的混合系统级预测方法
3. A Novel Prognostic Approach for RUL Estimation With Evolving Joint Prediction of Continuous and Discrete States [J] . Bao Rong-Jing, Rong Hai-Jun, Yang Zhi-Xin, IEEE transactions on industrial informatics . 2019,第9期

机译：连续状态和离散状态联合预测的RUL估计新预测方法。
4. Model-based prognostic algorithm for online RUL estimation of PEMFCs [C] . Pierpaolo Polverino, Cesare Pianese Conference on Control and Fault-Tolerant Systems . 2016

机译：基于模型的PEMFC在线rul估算的预测算法
5. Online Model-Based Estimation for Automated Optical System Alignment and Phase Retrieval Algorithm [D] . Fang, Joyce. 2018

机译：基于在线模型的光学系统自动对准和相位提取算法估计
6. Towards an Ethical Framework for Publishing Twitter Data in Social Research: Taking into Account Users’ Views Online Context and Algorithmic Estimation [O] . Matthew L Williams, Pete Burnap, Luke Sloan -1

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7. A Discussion on Uncertainty Representation and Interpretation in Model-Based Prognostics Algorithms based on Kalman Filter Estimation Applied to Prognostics of Electronics Components [O] . Saxen, Abhinav, Goebel, Kai, Celaya, Jose R. 2012

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8. Discussion on Uncertainty Representation and Interpretation in Model-Based Prognostics Algorithms based on Kalman Filter Estimation Applied to Prognostics of Electronics Components. [R] . Celaya, J. R., Saxen, A., Goebel, K. 2012

机译：基于卡尔曼滤波估计的模型预测算法在电子元器件预测中的不确定性表示与解释。

Model-based prognostic algorithm for online RUL estimation of PEMFCs

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