Proton Exchange Membrane Fuel Cells Prognostic Strategy Based on Navigation Sequence Driven Long Short-term Memory Networks

IECON 2020 The 46th Annual Conference of the IEEE Industrial Electronics Society ◽

10.1109/iecon43393.2020.9255373 ◽

2020 ◽

Author(s):

Chu Wang ◽

Zhongliang Li ◽

Rachid Outbib ◽

Dongdong Zhao ◽

Manfeng Dou

Keyword(s):

Proton Exchange Membrane ◽

Short Term Memory ◽

Proton Exchange ◽

Term Memory ◽

Long Short Term Memory ◽

Exchange Membrane

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A particle filter and long short term memory fusion algorithm for failure prognostic of proton exchange membrane fuel cells

2017 29th Chinese Control And Decision Conference (CCDC) ◽

10.1109/ccdc.2017.7978172 ◽

2017 ◽

Author(s):

Chunchun Yang ◽

Zhiheng Li ◽

Bin Liang ◽

Weining Lu ◽

Xueqian Wang ◽

...

Keyword(s):

Particle Filter ◽

Proton Exchange Membrane ◽

Short Term Memory ◽

Proton Exchange ◽

Fusion Algorithm ◽

Term Memory ◽

Long Short Term Memory ◽

Exchange Membrane

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Degradation prediction model for proton exchange membrane fuel cells based on long short-term memory neural network and Savitzky-Golay filter

International Journal of Hydrogen Energy ◽

10.1016/j.ijhydene.2021.02.069 ◽

2021 ◽

Vol 46 (29) ◽

pp. 15928-15937

Author(s):

Bin Zuo ◽

Junsheng Cheng ◽

Zehui Zhang

Keyword(s):

Neural Network ◽

Prediction Model ◽

Proton Exchange Membrane ◽

Short Term Memory ◽

Proton Exchange ◽

Term Memory ◽

Long Short Term Memory ◽

Exchange Membrane

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Bi-directional long short-term memory recurrent neural network with attention for stack voltage degradation from proton exchange membrane fuel cells

Journal of Power Sources ◽

10.1016/j.jpowsour.2020.228170 ◽

2020 ◽

Vol 461 ◽

pp. 228170

Author(s):

Fu-Kwun Wang ◽

Tadele Mamo ◽

Xiao-Bin Cheng

Keyword(s):

Neural Network ◽

Recurrent Neural Network ◽

Proton Exchange Membrane ◽

Short Term Memory ◽

Proton Exchange ◽

Term Memory ◽

Long Short Term Memory ◽

Exchange Membrane ◽

Voltage Degradation

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Stacked long short-term memory model for proton exchange membrane fuel cell systems degradation

Journal of Power Sources ◽

10.1016/j.jpowsour.2019.227591 ◽

2020 ◽

Vol 448 ◽

pp. 227591 ◽

Author(s):

Fu-Kwun Wang ◽

Xiao-Bin Cheng ◽

Kai-Chun Hsiao

Keyword(s):

Fuel Cell ◽

Proton Exchange Membrane ◽

Short Term Memory ◽

Proton Exchange ◽

Memory Model ◽

Term Memory ◽

Cell Systems ◽

Long Short Term Memory ◽

Exchange Membrane

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Prediction of high frequency resistance in polymer electrolyte membrane fuel cells using Long Short Term Memory based model

Energy and AI ◽

10.1016/j.egyai.2020.100045 ◽

2020 ◽

pp. 100045

Author(s):

Tong Lin ◽

Leiming Hu ◽

Willetta Wisely ◽

Xin Gu ◽

Jun Cai ◽

...

Keyword(s):

Polymer Electrolyte ◽

High Frequency ◽

Short Term Memory ◽

Polymer Electrolyte Membrane ◽

Term Memory ◽

Electrolyte Membrane ◽

Long Short Term Memory

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Performance prediction of fuel cells using long short‐term memory recurrent neural network

International Journal of Energy Research ◽

10.1002/er.6443 ◽

2021 ◽

Author(s):

Lu Zheng ◽

Yongping Hou ◽

Tao Zhang ◽

Xiangmin Pan

Keyword(s):

Neural Network ◽

Recurrent Neural Network ◽

Performance Prediction ◽

Short Term Memory ◽

Term Memory ◽

Long Short Term Memory

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Data-based short-term prognostics for proton exchange membrane fuel cells

International Journal of Hydrogen Energy ◽

10.1016/j.ijhydene.2017.06.180 ◽

2017 ◽

Vol 42 (32) ◽

pp. 20791-20808 ◽

Author(s):

Hao Liu ◽

Jian Chen ◽

Ming Hou ◽

Zhigang Shao ◽

Hongye Su

Keyword(s):

Proton Exchange Membrane ◽

Proton Exchange ◽

Exchange Membrane

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Gas-liquid two-phase flow behaviors and performance characteristics of proton exchange membrane fuel cells in a short-term microgravity environment

Journal of Power Sources ◽

10.1016/j.jpowsour.2017.03.137 ◽

2017 ◽

Vol 353 ◽

pp. 1-10 ◽

Author(s):

Hang Guo ◽

Xuan Liu ◽

Jian Fu Zhao ◽

Fang Ye ◽

Chong Fang Ma

Keyword(s):

Proton Exchange Membrane ◽

Proton Exchange ◽

Performance Characteristics ◽

Microgravity Environment ◽

Two Phase ◽

And Performance ◽

Exchange Membrane

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NUMERICAL PREDICTION OF EFFECTIVE THERMAL CONDUCTIVITY OF CATALYST LAYERS IN PROTON EXCHANGE MEMBRANE FUEL CELLS

10.1615/tfec2019.ees.027560 ◽

2019 ◽

Author(s):

Ruiyuan Zhang ◽

Chen Li ◽

Wenzhen Fang ◽

Wen-Quan Tao

Keyword(s):

Thermal Conductivity ◽

Effective Thermal Conductivity ◽

Proton Exchange Membrane ◽

Numerical Prediction ◽

Proton Exchange ◽

Catalyst Layers ◽

Exchange Membrane

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Sleep Breathing Disorders Detection with Bioradar Using a Long Short-Term Memory Network

2020 XXXIIIrd General Assembly and Scientific Symposium of the International Union of Radio Science ◽

10.23919/ursigass49373.2020.9232203 ◽

2020 ◽

Author(s):

Lesya Anishchenko ◽

Ludmila Korostovtseva ◽

Mikhail Bochkarev ◽

Yurii Sviryaev

Keyword(s):

Short Term Memory ◽

Term Memory ◽

Sleep Breathing Disorders ◽

Breathing Disorders ◽

Memory Network ◽

Long Short Term Memory

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