Fractional order fuzzy PID control of automotive PEM fuel cell air feed system using neural network optimization algorithm

MS AbouOmar, HJ Zhang, YX Su - Energies, 2019 - mdpi.com
… The proposed controller was optimized using the neural network algorithm (NNA), which is …
controller to the PEMFC air feed system. The NNA algorithm was also applied for the first time

Robust composite adaptive neural network control for air management system of PEM fuel cell based on high-gain observer

Y Wang, Y Wang, G Chen - Neural Computing and Applications, 2020 - Springer
… In this paper, a robust composite adaptive neural network controller using high-gain … excess
ratio control for PEM fuel cell air management system. First, the derivatives of system output, …

A review of adaptive neural control applied to proton exchange membrane fuel cell systems

C Lin-Kwong-Chon, B Grondin-Perez, JJA Kadjo… - … Reviews in Control, 2019 - Elsevier
… of recent years Adaptive Neural Control (ANC) applied to PEMFC. The … This section briefly
presents different neural network … The inverse neural controller is a feed-forward structure that …

Adaptive neural output feedback control of automobile PEM fuel cell air-supply system with prescribed performance

Y Wang, Y Liu, Y Wang - Applied Intelligence, 2023 - Springer
… OER tracking control with neural network observer and prescribed performance requirements.
Firstly, a neural network observer … Control schematic diagram of the PEM feul cell air-feed

Observer-based discrete adaptive neural network control for automotive PEMFC air-feed subsystem

Y Wang, Y Wang, J Xu, T Chai - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… subsystem is usually affected negatively by system uncertainty and unavailable variable. This
paper investigates a discrete neural network control with an observer … PEM fuel cell model …

Observer-based adaptive neural network control for PEMFC air-feed subsystem

Y Wang, Y Wang, J Zhao, J Xu - Applied Soft Computing, 2021 - Elsevier
fuel cell (PEMFC) air-feed subsystem is an interesting topic to obtain a high energy
conversion ratio. The control purpose is challenging due to the unknown nonlinear function, time-…

Robust adaptive control of PEMFC air supply system based on radical basis function neural network

YL Wang, YF Wang, HK Zhang - … Dynamic Systems …, 2019 - asmedigitalcollection.asme.org
neural network control method to control output voltage of fuel cell and optimize the parameters
in the system… four subsystems, the air supply subsystem, which feeds air into the cathode …

[HTML][HTML] Design and evaluation of adaptive neural fuzzy-based pressure control for PEM fuel cell system

HA Trinh, KK Ahn - Energy Reports, 2022 - Elsevier
… Many cells can be connected in series and a PEMFC stack … hydrogen fuel is fed continuously
to the anode whilst air (… fuzzy logic and neural network, the ANFIS controller is investigated …

PEM fuel cell voltage neural control based on hydrogen pressure regulation

A Morán-Durán, A Martínez-Sibaja… - Processes, 2019 - mdpi.com
neural network model was developed to emulate and control … A feed-forward control system,
including a neural network together … In [22], a neural network adaptive control with feedback …

Adaptive neural control of PEMFC system based on data-driven and reinforcement learning approaches

C Lin-Kwong-Chon, C Damour, M Benne… - Control Engineering …, 2022 - Elsevier
… dynamic programming, deep echo-state neural network … Proton Exchange Membrane Fuel
Cell (PEMFC) system is one … , a time recurrent model defined online and in real time such as …