Original ResearchPublished 8 October 2026Optimizing temperature prediction in automotive lithium-ion battery discharge cycles using machine learning and SHAP analysisAnuj Prajapati · Sandeep G. Thorat · Gajanan Pradhan · Swapnil Gund · Prashant Paraye · Vardan SinghFrontiers in Mechanical Engineeringdoi 10.3389/fmech.2026.1949090
ReviewPublished 28 September 2026Beyond standard battery testing: a physics-informed framework for validating next-generation battery packsPhuoc-Anh LeFrontiers in Batteries and Electrochemistrydoi 10.3389/fbael.2026.1966110
ReviewPublished 18 September 2026Performance, sustainability, and machine learning of UHPC with coarse aggregates: a critical reviewS. K. Madhumitha · A. Abdul RahimFrontiers in Built Environmentdoi 10.3389/fbuil.2026.1903555
Original ResearchPublished 15 September 2026Sensorless variable impedance control of robot joints with 3K gear reducers based on hybrid dynamics model and meta-policy optimizationJiyu Sun · Xiaoshan Gao · Liang YanFrontiers in Robotics and AIdoi 10.3389/frobt.2026.1923729
Original ResearchPublished 11 September 2026Hierarchical spectral ensemble with physics-informed augmentation for global water quality retrieval from hyperspectral remote sensingAmirthalakshmi TM · Hemanth S · Ganesan PV · Rahul SG · Gayathri MFrontiers in Remote Sensingdoi 10.3389/frsen.2026.1860176
Original ResearchPublished 9 September 2026An explainable digital twin framework for structural health monitoring: decision-level fusion of vibration and image diagnostics using SHAP and Grad-CAMV. Kastro Kiran · Ranjitha B. Tangadagi · M. ManjunathaFrontiers in Built Environmentdoi 10.3389/fbuil.2026.1954260
Original ResearchPublished 1 September 2026Cycle-resolved dynamic modeling of atmospheric CO 2 separation systems under time-varying ambient and electricity conditionsKeju An · Dylan Wald · Kejun Chen · Ryan KingFrontiers in Environmental Engineeringdoi 10.3389/fenve.2026.1881554
Original ResearchPublished 27 August 2026A novel three-parameter Gompertz-Lomax Distribution with a physics-informed survival network: statistical theory, hazard shape characterization, and real-world applicationsFurqan Ahmed P. · Sujatha V.Frontiers in Big Datadoi 10.3389/fdata.2026.1897881
Original ResearchPublished 13 August 2026Revealing intermediate states of voltage-gated potassium channels with physics-informed deep learning: application to Kv7.1Julia Kacher · Mounir TarekFrontiers in Biophysicsdoi 10.3389/frbis.2026.1877588
Original ResearchPublished 20 July 2026Hybrid deep unrolling and graph neural networks for super-resolution direction-of-arrival estimation in physics-informed antenna arraysSai Vinay ThattukollaFrontiers in Antennas and Propagationdoi 10.3389/fanpr.2026.1829394
Original ResearchPublished 8 July 2026Predicting tensile properties of sub-sized nuclear materials using data augmentation strategies on imbalanced and sparse datasetsAltynay Smagulova · Aleksandar Vakanski · John W. Merickel · Isshu Lee · Charith Purushotham · Yalei Tang · Alberto E. Cerpa · Fei Xu · Rongjie SongFrontiers in Manufacturing Technologydoi 10.3389/fmtec.2026.1811951
Original ResearchPublished 16 June 2026Physics informed neural network prediction of heat transfer mechanisms in manufactured sand for thermal energy storage systemsS. Ananth · P. Selvakumar · Amirdha Sher GillFrontiers in Energy Efficiencydoi 10.3389/fenef.2026.1845713
Original ResearchPublished 8 June 2026Deep learning assisted modeling of Li-ion transport in SEI: a graph neural network based studyArjun S. Kulathuvayal · Yanqing SuFrontiers in Batteries and Electrochemistrydoi 10.3389/fbael.2026.1849012
Original ResearchPublished 2 June 2026Decoding basal ganglia motor circuit dysfunction from handwriting: a physics-informed neural signal interpretation framework for Parkinson's disease screeningKrishnan Batri · S. Lakshmi · Salabat Khan · Zeshan Iqbal · Mohammad Alhefdi · Ghada Atteia · Sivaram MuruganFrontiers in Neuroinformaticsdoi 10.3389/fninf.2026.1814920
ReviewPublished 13 April 2026Advanced computational approaches for bioheat transfer in minimally invasive cancer thermal therapiesNeetu SinghFrontiers in Thermal Engineeringdoi 10.3389/fther.2026.1798897
Original ResearchPublished 10 April 2026A digital twin-based fault simulation framework for aircraft electromechanical actuators: method and demonstrationChengwei Wang · Ip-Shing Fan · Stephen P. KingFrontiers in Aerospace Engineeringdoi 10.3389/fpace.2026.1708392
Original ResearchPublished 1 April 2026Spectrum prediction improvement with phenomenological statistical learningZijian ZhangFrontiers in Nanotechnologydoi 10.3389/fnano.2026.1766020
PerspectivePublished 12 February 2026A perspective of advances in optical methods for biological sample characterizationRemy Avila · Eden Morales-Narváez · Pablo Loza-AlvarezFrontiers in Photonicsdoi 10.3389/fphot.2026.1773615
Thermal EngineeringPublished 15 August 2025Phy-ChemNODE: an end-to-end physics-constrained autoencoder-NeuralODE framework for learning stiff chemical kinetics of hydrocarbon fuelsTadbhagya Kumar · Anuj Kumar · Pinaki PalFrontiers in Thermal Engineeringdoi 10.3389/fther.2025.1594443
Membrane Science and TechnologyPublished 26 May 2025Membrane equilibration for in situ dissolved gas instrumentation: a comparison of four approachesBeckett C. Colson · Anna P. M. MichelFrontiers in Membrane Science and Technologydoi 10.3389/frmst.2025.1488800
High Performance ComputingPublished 13 March 2025A definition and taxonomy of digital twins: case studies with machine learning and scientific applicationsAdam Weingram · Carolyn Cui · Stephanie Lin · Samuel Munoz · Toby Jacob · Joshua Viers · Xiaoyi LuFrontiers in High Performance Computingdoi 10.3389/fhpcp.2025.1536501
Complex SystemsPublished 6 January 2025A priori physical information to aid generalization capabilities of neural networks for hydraulic modelingGianmarco Guglielmo · Andrea Montessori · Jean-Michel Tucny · Michele La Rocca · Pietro PrestininziFrontiers in Complex Systemsdoi 10.3389/fcpxs.2024.1508091
Biomaterials SciencePublished 3 April 2024A review on machine learning approaches in cardiac tissue engineeringNikhith Kalkunte · Jorge Cisneros · Edward Castillo · Janet ZoldanFrontiers in Biomaterials Sciencedoi 10.3389/fbiom.2024.1358508
