Modelling and Computational Experiment to Obtain Optimized Neural Network for Battery Thermal Management Data [PDF]
, 2021 The focus of this work is to computationally obtain an optimized neural network (NN) model to predict battery average Nusselt number (Nuavg) data using four activations functions. The battery Nuavg is highly nonlinear as reported in the literature, which
Sher Afghan Khan +4 more
core +1 more source
Thermal Management of Li-Ion Batteries With Single-Phase Liquid Immersion Cooling
IEEE Open Journal of Vehicular Technology, 2020 Development of effective thermal management techniques is essential in enabling further technical advances and wide public acceptance of lithium-ion based battery electrical storage.
David W. Sundin, Sebastian Sponholtz
doaj +1 more source
Workshop - Highly integrated thermal battery management system [PDF]
Our workshop on "Highly integrated battery thermal management systems" provided key insights into the latest innovations for EV efficiency and presented the result of the Hashtag#MARBEL new battery with a major focus on the cooling ...
Eichinger, Sandor +2 more
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A review on battery thermal management strategies in lithium-ion and post-lithium batteries for electric vehicles [PDF]
, 2023 <p>Electrification on transportation and electricity generation via renewable sources play a vital role to diminish the effects of energy usage on the environment.
Sahin GUNGOR +5 more
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Numerical study of PCM thermal behavior of a novel PCM-heat pipe combined system for Li-ion battery thermal management [PDF]
, 2022 A three-dimensional numerical model is developed and validated against experimental data for a cylindrical lithium-ion battery module with a compact hybrid cooling system of phase change material (PCM) and heat pipes.
Peng, Peng, Wang, Yiwei, Jiang, Fangming
core +1 more source
Hybrid Metal–Carbon Ink for Printed Stretchable Temperature Sensors
Advanced Engineering Materials, EarlyView.We prepare conductive inks for temperature sensing with silver flakes and carbon or graphite flakes in a silicone elastomer matrix. Silver dominates the temperature‐dependent conductivity, while the carbon filler network ensures the stability of the conductive pathways and retains function under strain.
Makara Lay +3 more
wiley +1 more source
Li-Ion Battery Thermal Characterization for Thermal Management Design
BatteriesBattery design efforts often prioritize enhancing the energy density of the active materials and their utilization. However, optimizing thermal management systems at both the cell and pack levels is also key to achieving mission-relevant battery design ...
Aron Saxon +4 more
doaj +1 more source
A user-friendly lithium battery simulator based on open-source CFD
Digital Chemical Engineering, 2022 The growing use of lithium-ion batteries (LIBs) for automotive and stationary storage applications has put increasingly stringent requirements on battery thermal management and battery safety.
Yang Jiang +3 more
doaj +1 more source
Research on Bionic Fish Scale Channel for Optimizing Thermal Performance of Liquid Cooling Battery Thermal Management System [PDF]
, 2023 Liquid cooling battery thermal management systems (BTMSs) are prevalently used in electric vehicles (EVs). With the use of fast charging and high-power cells, there is an increasing demand on thermal performance. In this context, a bionic fish scale (BFS)
Deng Ma +5 more
core +1 more source
Advances in Sustainable and Wearable Textile Based Soft Robotics
Advanced Functional Materials, EarlyView.This Review examines advances in wearable textile‐based soft robotics, focusing on sustainable materials, integrated sensing, and scalable actuation. It discusses manufacturing and system integration across healthcare, assistive robotics, prosthetics, and human–machine interfaces, and highlights key challenges in circular design, including life‐cycle ...
Zahir Abbas +6 more
wiley +1 more source