Conference Presentations

  • Siddharth Prabhu, Srinivas Rangarajan, and Mayuresh Kothare. An Event-Based Neural Partial Differential Equation Model of Heat and Mass Transport in an Industrial Drying Oven. AIChE Annual Meeting, Boston, MA, 2025.
  • Siddharth Prabhu, Srinivas Rangarajan, and Mayuresh Kothare. Differential Dynamic Programming with Stagewise Equality and Inequality Constraints Using Interior Point Method. ACC, Denver, CO, 2025.
  • Siddharth Prabhu, Mayuresh Kothare, and Srinivas Rangarajan. Kinetic Models from Data Using a Derivative-Free Sparse Identification Method and Domain Information. AIChE Annual Meeting, Orlando, FL, 2023.
  • Siddharth Prabhu, Srinivas Rangarajan, and Mayuresh Kothare. Data-Driven Discovery of Sparse Dynamical Model of Cardiac System for Model Predictive Control. AIChE Annual Meeting, Phoenix, AZ, 2022.

Group Presentations

  • Bi-Level Optimization for Parameter Estimation of Differential Equations Using Interpolation
  • Automatic Differentiation in Python
  • Forward and Reverse Gradient-Based Hyperparameter Optimization
  • Deep Symbolic Regression of Dynamical Systems Using Reinforcement Learning

Posters

  • Siddharth Prabhu, Srinivas Rangarajan, and Mayuresh Kothare. Data-Driven Methods for Discovery and Parameter Estimation of Dynamical Systems. AIChE Annual Meeting, Boston, MA, 2025.

  • Siddharth Prabhu, Srinivas Rangarajan, and Mayuresh Kothare. Data-Driven Methods for Discovery and Parameter Estimation of Dynamical Systems. Lehigh Symposium, Bethlehem, PA, 2024.

  • Siddharth Prabhu, Mayuresh Kothare, and Srinivas Rangarajan. Data-Driven Discovery of Sparse Kinetic Models Using Domain Information and Derivative-Free Techniques. Lehigh Symposium, Bethlehem, PA, 2024.
  • Siddharth Prabhu, Srinivas Rangarajan, and Mayuresh Kothare. Learning Dynamical Process Models Using Plant Data: A Real-World Case Study in the Sustainable Manufacturing of Insulation Products. AIChE Annual Meeting, Orlando, FL, 2023.