Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Faculty Publications Article Faculty Publications -Articles Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Creator An entity primarily responsible for making the resource Singhal, Abhinav; Tiwari, Rakhi; Saeed, Abdulkafi Mohammed; Seema; Chaudhary, Anjali; Vidushi; Das, Soumik Title A name given to the resource A dual-phase-lag mathematical framework with mechanics-informed machine learning for predicting ocular thermal risk under environmental heating Date A point or period of time associated with an event in the lifecycle of the resource 01-01-2026 Source A related resource from which the described resource is derived ZAMM Zeitschrift fur Angewandte Mathematik und Mechanik;Volume;106;Issue;2;Article No.;e70331; Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1002/zamm.70331" target="_blank" rel="noreferrer noopener">https://doi.org/10.1002/zamm.70331</a> <br /><br /><a href="https://www.scopus.com/pages/publications/105028993412?origin=resultslist" target="_blank" rel="noreferrer noopener">https://www.scopus.com/pages/publications/105028993412?origin=resultslist</a> Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Singhal A., Christ University, Bengaluru, India; Tiwari R., University Department of Mathematics, Babasaheb Bhimrao Ambedkar Bihar University, Muzaffarpur, India; Saeed A.M., Department of Mathematics, College of Science, Qassim University, Buraydah, Saudi Arabia; Seema, Christ University, Bengaluru, India; Chaudhary A., Department of Management, College of Business Administration, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia; Vidushi, Christ University, Bengaluru, India; Das S., School of Physical Sciences, Amrita Vishwa Vidyapeetham, Mysuru Campus, Karnataka, India Description An account of the resource Thermal damage to ocular tissues is a significant medical issue, as even minor increases in temperature can compromise corneal endothelial function, hasten cataract development, and disturb retinal metabolism. The aim of this study is to create a dependable model for forecasting temperature distributions in the human eye during external heat exposure, thereby facilitating safer therapeutic interventions, refined clinical risk evaluation, and improved environmental health surveillance. A dual-phase-lag (DPL) bioheat transfer framework with two relaxation times is created to capture the behavior of thermal waves that travel at a finite speed. Normal-mode analysis is then used to find closed-form analytical solutions for all six ocular layers. Parametric investigations measure the effects of things like temperature, evaporation, porosity, and perfusion. When compared to the LordShulman and Fourier models, DPL is clearly better at predicting thermal responses that are realistic for the body. Complementary thermal-safety mapping, sensitivity analysis, surrogate-model validation, and response-surface visualization offer enhanced engineering insights and expedited predictive capabilities. The study reveals that non-Fourier effects are essential in regulating peak temperatures, and tissue-level parameters substantially affect intraocular thermal loads. The model's limitations consist of axisymmetric geometry and temperature-independent material properties, which could be rectified in forthcoming three-dimensional or patient-specific investigations. This work offers a medically pertinent and computationally efficient methodology for ocular thermal safety, enhancing healthcare modeling, precision diagnostics, and protective measures for populations subjected to extreme thermal conditions. 2026 Wiley-VCH GmbH. Publisher An entity responsible for making the resource available John Wiley and Sons Inc Relation A related resource ISSN: 442267; Language A language of the resource English Type The nature or genre of the resource Article Rights Information about rights held in and over the resource All Open Access; Bronze Open Access Format The file format, physical medium, or dimensions of the resource online