Cargando…

Sensors Integrated Control of PEMFC Gas Supply System Based on Large-Scale Deep Reinforcement Learning

In the proton exchange membrane fuel cell (PEMFC) system, the flow of air and hydrogen is the main factor influencing the output characteristics of PEMFC, and there is a coordination problem between their flow controls. Thus, the integrated controller of the PEMFC gas supply system based on distribu...

Descripción completa

Detalles Bibliográficos
Autores principales:	Li, Jiawen, Yu, Tao
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2021
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7825512/ https://www.ncbi.nlm.nih.gov/pubmed/33419164 http://dx.doi.org/10.3390/s21020349

Ejemplares similares

Real-Time Monitoring of HT-PEMFC
por: Lee, Chi-Yuan, et al.
Publicado: (2022)

ePTFE reinforced, sulfonated aromatic polymer membranes enable durable, high-temperature operable PEMFCs
por: Long, Zhi, et al.
Publicado: (2021)

Deep Reinforcement Learning-Based One-to-Multiple Cooperative Computing in Large-Scale Event-Driven Wireless Sensor Networks
por: Guo, Zhihui, et al.
Publicado: (2023)

Recent advances in Pt-based electrocatalysts for PEMFCs
por: Zhang, Xuewei, et al.
Publicado: (2021)

Deep Reinforcement Learning for Attacking Wireless Sensor Networks
por: Parras, Juan, et al.
Publicado: (2021)

Control of neural systems at multiple scales using model-free, deep reinforcement learning
por: Mitchell, B. A., et al.
Publicado: (2018)

PEMFCs Model-Based Fault Diagnosis: A Proposal Based on Virtual and Real Sensors Data Fusion
por: Ariza, Eduardo, et al.
Publicado: (2023)

Effects of Cathode GDL Gradient Porosity Distribution along the Flow Channel Direction on Gas–Liquid Transport and Performance of PEMFC
por: Zhu, Ruijie, et al.
Publicado: (2023)

Resource-Efficient Sensor Data Management for Autonomous Systems Using Deep Reinforcement Learning
por: Jeong, Seunghwan, et al.
Publicado: (2019)

Microencapsulated Phase Change Material Suspension for Cold Start of PEMFC
por: Chen, Sitong, et al.
Publicado: (2021)

Proton Exchange Membrane Fuel Cells (PEMFCs): Advances and Challenges
por: Tellez-Cruz, Miriam M., et al.
Publicado: (2021)

Ionic Liquid Composite Polybenzimidazol Membranes for High Temperature PEMFC Applications
por: Escorihuela, Jorge, et al.
Publicado: (2019)

Substrate Effect of Platinum-Decorated Carbon on Enhanced Hydrogen Oxidation in PEMFC
por: Kim, Taeyoon, et al.
Publicado: (2020)

Impact of the Cathode Pt Loading on PEMFC Contamination by Several Airborne Contaminants
por: St-Pierre, Jean, et al.
Publicado: (2020)

Microstructure Reconstruction and Multiphysics Dynamic Distribution Simulation of the Catalyst Layer in PEMFC
por: Zhan, Zhigang, et al.
Publicado: (2022)

Influence of Operating and Electrochemical Parameters on PEMFC Performance: A Simulation Study
por: Soomro, Imtiaz Ali, et al.
Publicado: (2023)

Observation and Analysis of Ejector Hysteresis Phenomena in the Hydrogen Recirculation Subsystem of PEMFCs
por: Li, Mingyang, et al.
Publicado: (2023)

The Anaesthesia Gas Supply System
por: Das, Sabyasachi, et al.
Publicado: (2013)

Highly Integrated In Situ Photoenergy Gas Sensor with Deep Ultraviolet LED
por: Zhang, Shuang, et al.
Publicado: (2020)

Durability test with fuel starvation using a Pt/CNF catalyst in PEMFC
por: Jung, Juhae, et al.
Publicado: (2012)

Effects of the Surface Structure on the Water Transport Behavior in PEMFC Carbon Fiber Papers
por: Qu, Tongqing, et al.
Publicado: (2022)

Corrosion Behavior of Coated Low Carbon Steel in a Simulated PEMFC Environment
por: Avram, Diana Nicoleta, et al.
Publicado: (2023)

Extensive deep neural networks for transferring small scale learning to large scale systems
por: Mills, Kyle, et al.
Publicado: (2019)

Building Large-Scale Quantitative Imaging Databases with Multi-Scale Deep Reinforcement Learning: Initial Experience with Whole-Body Organ Volumetric Analyses
por: Winkel, David J., et al.
Publicado: (2021)

Deep Reinforcement Learning in Action
por: Brown, Brandon
Publicado: (2020)

Deep Reinforcement Learning Hands-On
por: Lapan, Maxim
Publicado: (2020)

Deep Reinforcement Learning with Python
por: Ravichandiran, Sudharsan
Publicado: (2020)

An introduction to deep reinforcement learning
por: François-Lavet, Vincent, et al.
Publicado: (2018)

Grokking Deep Reinforcement Learning
por: Morales, Miguel
Publicado: (2020)

Multivariable Coupled System Control Method Based on Deep Reinforcement Learning
por: Xu, Jin, et al.
Publicado: (2023)

Optimum trajectory learning in musculoskeletal systems with model predictive control and deep reinforcement learning
por: Denizdurduran, Berat, et al.
Publicado: (2022)

Distributed Engineering Controls for the DELPHI Gas Supply System
por: Brown, R C A, et al.
Publicado: (1989)

Distributed engineering controls for the DELPHI gas supply system
por: Brown, R C A, et al.
Publicado: (1989)

Fabrication of microporous layer – free hierarchical gas diffusion electrode as a low Pt-loading PEMFC cathode by direct growth of helical carbon nanofibers
por: Sandström, Robin, et al.
Publicado: (2018)

Deep integrative models for large-scale human genomics
por: Sigurdsson, Arnór I, et al.
Publicado: (2023)

Scaling up Studies on PEMFC Using a Modified Serpentine Flow Field Incorporating Porous Sponge Inserts to Observe Water Molecules
por: Marappan, Muthukumar, et al.
Publicado: (2021)

Durability Improvement of Pt/RGO Catalysts for PEMFC by Low-Temperature Self-Catalyzed Reduction
por: Sun, Kang Gyu, et al.
Publicado: (2015)

Reduced Graphene Oxide and Its Modifications as Catalyst Supports and Catalyst Layer Modifiers for PEMFC
por: Grigoriev, Sergey A., et al.
Publicado: (2018)

Effect of GDM Pairing on PEMFC Performance in Flow-Through and Dead-Ended Anode Mode
por: Garsany, Yannick, et al.
Publicado: (2020)

A Molecular Model of PEMFC Catalyst Layer: Simulation on Reactant Transport and Thermal Conduction
por: Wang, Wenkai, et al.
Publicado: (2021)

Cannot write session to /tmp/vufind_sessions/sess_8aiicncmrkuah57pko8ei6bjud