Enabling real-time optimization of dynamic processes of proton exchange membrane fuel cell: Data-driven approach with semi-recurrent sliding window method
出版年份 2021 全文链接
标题
Enabling real-time optimization of dynamic processes of proton exchange membrane fuel cell: Data-driven approach with semi-recurrent sliding window method
作者
关键词
Proton exchange membrane fuel cells, Sliding window method, Data-driven model, Cold start, Constant current slope strategy, Real-time adaptive control strategy
出版物
APPLIED ENERGY
Volume 303, Issue -, Pages 117659
出版商
Elsevier BV
发表日期
2021-08-26
DOI
10.1016/j.apenergy.2021.117659
参考文献
相关参考文献
注意：仅列出部分参考文献，下载原文获取全部文献信息。- Carbon corrosion mechanism and mitigation strategies in a proton exchange membrane fuel cell (PEMFC): A review
- (2021) Junjie Zhao et al. JOURNAL OF POWER SOURCES
- Low temperature durability and consistency analysis of proton exchange membrane fuel cell stack based on comprehensive characterizations
- (2020) Di Zhong et al. APPLIED ENERGY
- Two-dimensional simulation of cold start processes for proton exchange membrane fuel cell with different hydrogen flow arrangements
- (2020) Kangcheng Wu et al. INTERNATIONAL JOURNAL OF HYDROGEN ENERGY
- Experimental investigation on the voltage uniformity for a PEMFC stack with different dynamic loading strategies
- (2020) Pengcheng Liu et al. INTERNATIONAL JOURNAL OF HYDROGEN ENERGY
- Degradation prognosis for proton exchange membrane fuel cell based on hybrid transfer learning and intercell differences
- (2020) Jian Ma et al. ISA TRANSACTIONS
- Degradation mechanisms of proton exchange membrane fuel cell under typical automotive operating conditions
- (2020) Peng Ren et al. PROGRESS IN ENERGY AND COMBUSTION SCIENCE
- Long short-term memory (LSTM) neural network and adaptive neuro-fuzzy inference system (ANFIS) approach in modeling renewable electricity generation forecasting
- (2020) Mehmet Bilgili et al. International Journal of Green Energy
- Consistency analysis of polymer electrolyte membrane fuel cell stack during cold start
- (2019) Rui Lin et al. APPLIED ENERGY
- Stacked long short-term memory model for proton exchange membrane fuel cell systems degradation
- (2019) Fu-Kwun Wang et al. JOURNAL OF POWER SOURCES
- Real time adaptive efficient cold start strategy for proton exchange membrane fuel cells
- (2018) A. Amamou et al. APPLIED ENERGY
- A hybrid remaining useful life prognostic method for proton exchange membrane fuel cell
- (2018) Yujie Cheng et al. INTERNATIONAL JOURNAL OF HYDROGEN ENERGY
- Study on voltage clamping and self-humidification effects of pem fuel cell system with dual recirculation based on orthogonal test method
- (2018) Xingwang Zhao et al. INTERNATIONAL JOURNAL OF HYDROGEN ENERGY
- Cold start of proton exchange membrane fuel cell
- (2018) Yueqi Luo et al. PROGRESS IN ENERGY AND COMBUSTION SCIENCE
- Data-driven proton exchange membrane fuel cell degradation predication through deep learning method
- (2018) Rui Ma et al. APPLIED ENERGY
- On the water transport behavior and phase transition mechanisms in cold start operation of PEM fuel cell
- (2018) Sen Huo et al. APPLIED ENERGY
- Mitigation strategies for hydrogen starvation under dynamic loading in proton exchange membrane fuel cells
- (2017) Fei Jia et al. ENERGY CONVERSION AND MANAGEMENT
- Experimental and theoretical analysis of ionomer/carbon ratio effect on PEM fuel cell cold start operation
- (2017) Xu Xie et al. INTERNATIONAL JOURNAL OF HYDROGEN ENERGY
- Understanding PEM fuel cell dynamics: The reversal curve
- (2017) Ivonne Karina Peña Arias et al. INTERNATIONAL JOURNAL OF HYDROGEN ENERGY
- Multi-modal sliding window-based support vector regression for predicting plant water stress
- (2017) Yukimasa Kaneda et al. KNOWLEDGE-BASED SYSTEMS
- Time series analytics using sliding window metaheuristic optimization-based machine learning system for identifying building energy consumption patterns
- (2016) Jui-Sheng Chou et al. APPLIED ENERGY
- Performance prediction and analysis of a PEM fuel cell operating on pure oxygen using data-driven models: A comparison of artificial neural network and support vector machine
- (2016) In-Su Han et al. INTERNATIONAL JOURNAL OF HYDROGEN ENERGY
- Evolution of thermal drifting during and after cold start of proton exchange membrane fuel cell by segmented cell technology
- (2015) Rui Lin et al. INTERNATIONAL JOURNAL OF HYDROGEN ENERGY
- Main factors affecting the lifetime of Proton Exchange Membrane fuel cells in vehicle applications: A review
- (2014) Pucheng Pei et al. APPLIED ENERGY
- An artificial neural network ensemble method for fault diagnosis of proton exchange membrane fuel cell system
- (2014) Meng Shao et al. ENERGY
- Water transport in polymer electrolyte membrane fuel cells
- (2010) Kui Jiao et al. PROGRESS IN ENERGY AND COMBUSTION SCIENCE
- Modeling of a PEM Fuel-Cell Stack for Dynamic and Steady-State Operation Using ANN-Based Submodels
- (2009) Xin Kong et al. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS
- A Multiphysic Dynamic 1-D Model of a Proton-Exchange-Membrane Fuel-Cell Stack for Real-Time Simulation
- (2009) Fei Gao et al. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS
- Effects of various operating and initial conditions on cold start performance of polymer electrolyte membrane fuel cells
- (2009) Kui Jiao et al. INTERNATIONAL JOURNAL OF HYDROGEN ENERGY
- Estimation of prediction error by using K-fold cross-validation
- (2009) Tadayoshi Fushiki STATISTICS AND COMPUTING
- A New Modeling Approach of Embedded Fuel-Cell Power Generators Based on Artificial Neural Network
- (2008) Samir JemeÏJemei et al. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS
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