Recent advances in artificial intelligence boosting materials design for electrochemical energy storage

X Liu, K Fan, X Huang, J Ge, Y Liu, H Kang - Chemical Engineering …, 2024 - Elsevier
In the rapidly evolving landscape of electrochemical energy storage (EES), the advent of
artificial intelligence (AI) has emerged as a keystone for innovation in material design …

Fabrication of an asymmetric supercapacitor using a novel electrode design and introduce a robust machine learning model for its performance evaluation

S Mahmoudi-Qashqay, MR Zamani-Meymian… - Journal of Power …, 2024 - Elsevier
Attaining high performance supercapacitors requires comprehensive investigations into
electrode and electrolyte properties, along with the recognition of operational parameters …

Asymmetric capacitive deionization based on pore structures of biochar

Y Li, C Wang, D Deng, Y Qiao, G Yao, Y Wang - Desalination, 2024 - Elsevier
Biochar is an affordable and sustainable material for the application of capacitive
deionization. Although the desalination capability of biochar is significantly impacted by its …

Research on specific capacitance prediction of biomass carbon-based supercapacitors based on machine learning

C Zhao, X Lu, H Tu, Y Yang, S Wang, A Chen… - Journal of Energy …, 2024 - Elsevier
With the development of computer technology, a variety of machine learning models have
been used to predict the electrochemical performance of energy storage devices. In this …

Neural Network Models for Estimating the Impact of Physicochemical and Operational Parameters on the Specific Capacity of Activated-Carbon-Based …

BS Reddy, AK Maurya, UMR Paturi, J Sung… - Energy & …, 2023 - ACS Publications
An artificial neural network (ANN) model is developed in this study to predict and analyze
the specific capacitance of activated-carbon-based supercapacitors by utilizing a 12 …

Modeling specific capacitance of carbon nanotube-based supercapacitor electrodes by machine learning algorithms

WZ Tawfik, MS Abdel-Wahab, JK Lee, A Al-Enizi… - Physica …, 2024 - iopscience.iop.org
Carbon nanotubes (CNTs) have emerged as promising materials for supercapacitors (SCs)
due to their unique properties and exceptional electrical conductivity. These cylindrical …