Prince of Songkla University

Explainable Surrogate-Based Knowledge Extraction from DEM Simulations: Cross-System Algorithm Selection and SHAP Interpretability for Granular Material Handling Optimization

Extracting transferable design knowledge from Discrete Element Method (DEM) simulations remains challenging in granular material handling. We develop an explainable surrogate framework for two solar-panel-recycling subsystems: a silo discharge system (outlet width 42–111 mm; hopp...

Landscape of industry-sponsored oncology trials across the Thai Society of Clinical Oncology (TSCO): a 12-year multicenter analysis

Cancer remains a major global health challenge and is a leading cause of morbidity and mortality in Thailand. Industry-sponsored oncology trials (ISOTs) provide critical access to innovative therapies, including targeted agents, immunotherapies (IO), and antibody–drug conjugates...