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  • Open Access

    ARTICLE

    Multi-Algorithm Machine Learning Framework for Predicting Crystal Structures of Lithium Manganese Silicate Cathodes Using DFT Data

    Muhammad Ishtiaq1, Yeon-Ju Lee2, Annabathini Geetha Bhavani3, Sung-Gyu Kang1,*, Nagireddy Gari Subba Reddy2,*

    CMC-Computers, Materials & Continua, Vol.87, No.1, 2026, DOI:10.32604/cmc.2026.075957 - 10 February 2026

    Abstract Lithium manganese silicate (Li-Mn-Si-O) cathodes are key components of lithium-ion batteries, and their physical and mechanical properties are strongly influenced by their underlying crystal structures. In this study, a range of machine learning (ML) algorithms were developed and compared to predict the crystal systems of Li-Mn-Si-O cathode materials using density functional theory (DFT) data obtained from the Materials Project database. The dataset comprised 211 compositions characterized by key descriptors, including formation energy, energy above the hull, bandgap, atomic site number, density, and unit cell volume. These features were utilized to classify the materials into monoclinic… More >

  • Open Access

    ARTICLE

    Structural and Electrochemical Properties of Flower-Like SnS2 Architectures as Cathodic Material for Lithium-Sulfur Batteries

    N. Masood1, A. M. Toufiq2,*, S. Magam3,4, S. M. W. Ali2, M. T. Qureshi3,*

    Chalcogenide Letters, Vol.22, No.12, pp. 1047-1053, 2025, DOI:10.15251/CL.2025.2212.1047 - 08 December 2025

    Abstract Self-assembled highly hierarchical novel SnS2 microflowers having acute edge nanopetals have been fabricated using a facile template-free hydrothermal growth technique utilizing Tin (II) chloride dihydrate (SnCl2·2H2O) and Sodium sulfide nonahydrate (Na2S·9H2O) as reaction reagents. Morphological analysis exhibits the flower-type SnS2 microarchitectures ranging from 4 to 7 μm. The vibrational mode measured at A1g = 314 cm−1 confirms the existence of hexagonal phase SnS2 using Raman spectroscopy. The electrochemical results suggest the promise of as-synthesized SnS2 structures as a cathodic material in lithium-sulfur batteries. More >

  • Open Access

    ARTICLE

    Effect of Drying Methods on the Morphology and Electrochemical Properties of Cellulose Gel Polymer Electrolytes for Lithium-Ion Batteries

    Jiling Song1, Hua Wang2,*, Jianbing Guo1, Minghua Lin2, Bin Zheng2,*, Jiqiang Wu3,*

    Journal of Polymer Materials, Vol.42, No.4, pp. 1143-1157, 2025, DOI:10.32604/jpm.2025.073414 - 26 December 2025

    Abstract The pursuit of safer energy storage systems is driving the development of advanced electrolytes for lithium-ion batteries. Traditional liquid electrolytes pose flammability risks, while solid-state alternatives often suffer from low ionic conductivity. Gel polymer electrolytes (GPEs) emerge as a promising compromise, combining the safety of solids with the ionic conductivity of liquids. Cellulose, an abundant and eco-friendly polymer, presents an ideal base material for sustainable GPEs due to its biocompatibility and mechanical strength. This study systematically investigates how drying methods affect cellulose-based GPEs. Cellulose hydrogels were synthesized through dissolution-crosslinking and processed using vacuum drying (VD),… More >

  • Open Access

    ARTICLE

    Biomass-Derived Hard Carbon Anodes from Setaria Viridis for Na-Ion Batteries

    Jingxiang Meng1, Xin Liu1, Wenping Zeng1, Jianjun Song2, Songyi Liao1, Yonggang Min1,2,*, Jintao Huang1,*

    Journal of Renewable Materials, Vol.13, No.12, pp. 2297-2308, 2025, DOI:10.32604/jrm.2025.02025-0098 - 23 December 2025

    Abstract Biomass-derived hard carbon has gradually become an important component of sodium-ion batteries’ anodes. In this work, Setaria viridis, a widely distributed plant, was employed as a precursor to synthesize hard carbon anodes for sodium-ion batteries. However, the hard carbon derived from raw precursors contains substantial impurities, which limit the performance of the obtained hard carbon. With different chemical etching processes, the content of impurities in the resultants was reduced to varying degrees. The optimized hard carbon anode delivered a reversible capacity of 198 mAh g−1 at a current density of 0.04 A g−1. This work shows the More > Graphic Abstract

    Biomass-Derived Hard Carbon Anodes from Setaria Viridis for Na-Ion Batteries

  • Open Access

    ARTICLE

    Exploring Efficiency of Silicon Carbide for Next Generation of Alkali & Alkaline Earth Metals-Ion Batteries Using Quantum Mechanic Method

    Fatemeh Mollaamin1,*, Majid Monajjemi2

    Energy Engineering, Vol.122, No.12, pp. 4971-4986, 2025, DOI:10.32604/ee.2025.069945 - 27 November 2025

    Abstract Delving alternative high-performance anodes for lithium-ion batteries have always attracted scientist attention. A wide-bandgap semiconductor with excellent mechanical properties, “silicon carbide (SiC)”, has been introduced as the anode electrode. Two-dimensional SiC has special hybridization which can build it as an appropriate substitution for graphene. Energy storage technologies are keys in the extension and function of electric devices. To keep up with steady innovations in saving energy technologies, it is essential to progress corresponding practical strategies. In this research article, SiC has been designed and characterized as an anode electrode for lithium (Li), sodium (Na), beryllium… More > Graphic Abstract

    Exploring Efficiency of Silicon Carbide for Next Generation of Alkali & Alkaline Earth Metals-Ion Batteries Using Quantum Mechanic Method

  • Open Access

    ARTICLE

    Innovative Dual Two-Phase Cooling System for Thermal Management of Electric Vehicle Batteries Using Dielectric Fluids and Pulsating Heat Pipes

    Federico Sacchelli1, Luca Cattani1,2, Matteo Malavasi1, Fabio Bozzoli1,2,*, Corrado Sciancalepore1

    Frontiers in Heat and Mass Transfer, Vol.23, No.5, pp. 1351-1364, 2025, DOI:10.32604/fhmt.2025.064154 - 31 October 2025

    Abstract This study investigates the feasibility of a novel dual two-phase cooling system for thermal management in lithium-ion batteries used in electric vehicles (EVs). The proposed system aims to combine low-boiling dielectric fluid immersion cooling and pulsating heat pipes (PHPs), in order to leverage the advantages of both technologies for efficient heat dissipation in a completely passive configuration. Experimental evaluations conducted under different discharge conditions demonstrate that the system effectively maintains battery temperatures within the optimal range of 20–40°C, with enhanced temperature uniformity and stability. While the PHP exhibited minimal impact at low power, its role More >

  • Open Access

    REVIEW

    Design Principles of Ultrathin Polymer-Based Electrolyte for Lithium-Metal Batteries

    Xinyuan Shan1,2, Yuan Wei1, Jiayao Chen1,*, Peng-Fei Cao1,*

    Journal of Polymer Materials, Vol.42, No.3, pp. 571-586, 2025, DOI:10.32604/jpm.2025.068907 - 30 September 2025

    Abstract In recent years, ultrathin polymer-based electrolytes (UPEs) have emerged as a promising strategy to enhance the energy density of rechargeable batteries for wearable devices by minimizing electrolyte volume, demonstrating higher ionic conductance and lower internal resistance, and more compact battery stacking compared to conventional thick polymer-based electrolyte. This mini review systematically summarizes recent advances in ultrathin solid-state and gel-state electrolytes, focusing on their preparation strategies, advantages, and disadvantages, where the energy density, interfacial stability, mechanical properties, and ion-transport mechanisms are also analyzed for understanding the UPE application. Moreover, the challenges such as dendrite penetration and More >

  • Open Access

    REVIEW

    A Minireview on Comprehensive Application of Hydrogels Used as Electrolytes in Flexible Zinc-Air Batteries

    Yinglai Tang, Jiale Xie, Yujie Chen, Xingxu Liu, Xiaomin Kang*

    Journal of Polymer Materials, Vol.42, No.3, pp. 587-619, 2025, DOI:10.32604/jpm.2025.067647 - 30 September 2025

    Abstract With the rapid development of flexible and wearable electronic devices, the demand for flexible power sources with high energy density and long service life is imminent. Zinc-air batteries have long been regarded as an important development direction in the future due to their high safety, environmental efficiency, abundant reserves and low cost. However, problems such as zinc dendrite growth, corrosion, by-product generation, hydrogen evolution and leakage, and evaporation of electrolyte affect the commercialization of zinc-air batteries. In addition, currently widely used aqueous electrolytes lead to larger batteries, which is not conducive to the development of… More >

  • Open Access

    ARTICLE

    Mechanistic Investigation of Capacity Degradation in Lithium Iron Phosphate Batteries under Low Temperature Cycling Conditions

    Jianwei Sun, Shuqing Guo*, Shikai Li

    Energy Engineering, Vol.122, No.9, pp. 3625-3646, 2025, DOI:10.32604/ee.2025.067159 - 26 August 2025

    Abstract Since lithium-ion batteries have been put into use, the recession of work cycle efficiency at low temperatures has received widespread attention. In this paper, we investigated the effect of low temperature (−5°C, 0°C, 5°C) environments on the performance of lithium-ion batteries, which are well-known for their excellent discharge performance, cycle life, and safety. However, lithium-ion batteries exhibit significant capacity degradation at low temperatures, especially at 0°C, losing availability after only 10 cycles. Therefore, we conducted cycle degradation tests at 1C discharge and 100% charge-discharge conditions. In this paper, we analyzed the surface morphology, structure, and More > Graphic Abstract

    Mechanistic Investigation of Capacity Degradation in Lithium Iron Phosphate Batteries under Low Temperature Cycling Conditions

  • Open Access

    ARTICLE

    Techno-Economic Comparison of Electrochemical Batteries and Supercapacitors for Solar Energy Storage in a Brazil Island Application: Off-Grid and On-Grid Configurations

    Alex Ximenes Naves1, Gladys Maquera2, Assed Haddad1, Dieter Boer3,*

    Energy Engineering, Vol.122, No.7, pp. 2611-2636, 2025, DOI:10.32604/ee.2025.061971 - 27 June 2025

    Abstract The growing concern for energy efficiency and the increasing deployment of intermittent renewable energies has led to the development of technologies for capturing, storing, and discharging energy. Supercapacitors can be considered where batteries do not meet the requirements. However, supercapacitors in systems with a slower charge/discharge cycle, such as photovoltaic systems (PVS), present other obstacles that make replacing batteries more challenging. An extensive literature review unveils a knowledge gap regarding a methodological comparison of batteries and supercapacitors. In this study, we address the technological feasibility of intermittent renewable energy generation systems, focusing on storage solutions… More > Graphic Abstract

    Techno-Economic Comparison of Electrochemical Batteries and Supercapacitors for Solar Energy Storage in a Brazil Island Application: Off-Grid and On-Grid Configurations

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