Author Page for Zhiguang Hua

Data-Driven Framework for Proton Exchange Membrane Fuel Cell Lifetime Prediction with Ensemble Regression and Parameter Uncertainty

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Data-Driven Framework for Proton Exchange Membrane Fuel Cell Lifetime Prediction with Ensemble Regression and Parameter Uncertainty

Number of pages: 11 Posted: 06 Sep 2025

Wenshuo Li, Yingbin Liu, Weishi Li, Yiming Wang, Lei Qin, Dongdong Zhao, Rui Ma, Manfeng Dou and Zhiguang Hua

North University of China, North University of China, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Northwestern Polytechnical University, Northwestern Polytechnical University, Northwestern Polytechnical University and Northwestern Polytechnical University

Downloads 36 (1,281,607)

Abstract:

Data-Driven Framework for Proton Exchange Membrane Fuel Cell Lifetime Prediction with Ensemble Regression and Parameter Uncertainty

Number of pages: 13 Posted: 26 Nov 2025

Wenshuo Li and Zhiguang Hua

North University of China and Northwestern Polytechnical University

Downloads 31 (1,356,108)

Abstract:

Data-Driven Framework for Proton Exchange Membrane Fuel Cell Lifetime Prediction with Ensemble Regression and Parameter Uncertainty

Number of pages: 11 Posted: 19 Sep 2025

Wenshuo Li, Yingbin Liu, Weishi Li, Yiming Wang, Lei Qin, Dongdong Zhao, Rui Ma, Manfeng Dou and Zhiguang Hua

North University of China, North University of China, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Northwestern Polytechnical University, Northwestern Polytechnical University, Northwestern Polytechnical University and Northwestern Polytechnical University

Downloads 30 (1,356,108)

Abstract:

2.

Adaptive Health Awareness Based Decentralized Energy Management for Dual-Stack Fuel Cell Hydrogen Truck: Towards Efficiency and Consistency Improvement

Number of pages: 23 Posted: 28 Apr 2026

Yang Zhou, Sha Sun, Rui Ma, Hao Bai, Wentao Jiang, Zhiguang Hua, Bo Chen and Yansiqi Guo

Northwestern Polytechnic University (NPU), affiliation not provided to SSRN, Northwestern Polytechnical University, affiliation not provided to SSRN, Northwestern Polytechnical University, Northwestern Polytechnical University, affiliation not provided to SSRN and affiliation not provided to SSRN

Downloads 16 (1,526,714)

Abstract:

3.

Cell Aging Heterogeneity in Fuel Cell Stacks and Its Application to Lifetime Prediction

Number of pages: 14 Posted: 09 May 2026

Qi YANG, Zhiguang Hua, Guang Yang, Hongyang Liu, Dongdong Zhao, Rui Ma, Yang Zhou, Wentao Jiang and Manfeng Dou

Northwestern Polytechnical University, Northwestern Polytechnical University, affiliation not provided to SSRN, affiliation not provided to SSRN, Northwestern Polytechnical University, Northwestern Polytechnical University, Northwestern Polytechnic University (NPU), Northwestern Polytechnical University and Northwestern Polytechnical University

Downloads 13 (1,548,648)

Abstract:

4.

Lifetime Prediction for Fuel Cells Under Different Altitude Based on a Novel Health Indicator and Diffusion Transformer

Number of pages: 15 Posted: 18 Apr 2026

Qi YANG, Zhiguang Hua, Hanjie Yang, Dongdong Zhao, Rui Ma, Yang Zhou and Manfeng Dou

Northwestern Polytechnical University, Northwestern Polytechnical University, affiliation not provided to SSRN, Northwestern Polytechnical University, Northwestern Polytechnical University, Northwestern Polytechnic University (NPU) and Northwestern Polytechnical University

Downloads 13 (1,518,554)

Zhiguang Hua

Northwestern Polytechnical University

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Scholarly Papers (4)

Data-Driven Framework for Proton Exchange Membrane Fuel Cell Lifetime Prediction with Ensemble Regression and Parameter Uncertainty

Data-Driven Framework for Proton Exchange Membrane Fuel Cell Lifetime Prediction with Ensemble Regression and Parameter Uncertainty

Abstract:

Data-Driven Framework for Proton Exchange Membrane Fuel Cell Lifetime Prediction with Ensemble Regression and Parameter Uncertainty

Abstract:

Data-Driven Framework for Proton Exchange Membrane Fuel Cell Lifetime Prediction with Ensemble Regression and Parameter Uncertainty

Abstract:

Adaptive Health Awareness Based Decentralized Energy Management for Dual-Stack Fuel Cell Hydrogen Truck: Towards Efficiency and Consistency Improvement

Abstract:

Cell Aging Heterogeneity in Fuel Cell Stacks and Its Application to Lifetime Prediction

Abstract:

Lifetime Prediction for Fuel Cells Under Different Altitude Based on a Novel Health Indicator and Diffusion Transformer

Abstract: