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cs.CE2025
An Agentic AI Workflow to Simplify Parameter Estimation of Complex Differential Equation Systems
Saakaar Bhatnagar
Parameter identification for mechanistic Ordinary Differential Equation (ODE) models underpins prediction and control in several applications, yet remains a manual and labor-intens…
cs.CE2025
A Layered Swarm Optimization Method for Fitting Battery Thermal Runaway Models to Accelerating Rate Calorimetry Data
Saakaar Bhatnagar, Andrew Comerford, Zelu Xu +4
Thermal runaway in lithium-ion batteries is a critical safety concern for the battery industry due to its potential to cause uncontrolled temperature rises and subsequent fires tha…
cs.CE2024
Chemical Reaction Neural Networks for Fitting Accelerating Rate Calorimetry Data
Saakaar Bhatnagar, Andrew Comerford, Zelu Xu +3
As the demand for lithium-ion batteries rapidly increases there is a need to design these cells in a safe manner to mitigate thermal runaway. Thermal runaway in batteries leads to…