Publications

Journal Papers

RefreshNET: learning multiscale dynamics through hierarchical refreshing

J. Farooq, D. Rafiq, P. R. Vlachas, M. A. Bazaz, “Nonlinear Dynamics,” 2024. 

Hierarchical deep learning adaptive time-stepping scheme for multiscale simulations

A. Hamid, D. Rafiq, S. A. Nahvi, M. A. Bazaz, “Engineering Applications of Artificial Intelligence,” 2024. 

Deep Learning Assisted Surrogate Modelling of Large-Scale Power Grids

A. Hamid, D. Rafiq, S. A. Nahvi, M. A. Bazaz, “Sustainable Energy, Grids & Networks”, 2023. 

A Collection of Large-Scale Benchmark Models for Nonlinear Model Order Reduction

Danish Rafiq, M. A. Bazaz, “Archives of Computational Methods in Engineering”, July 2022

Synergistic use of Intrusive and Nonintrusive Model Order Reduction Techniques for Dynamical Power Grids

Danish Rafiq, J. Farooq, M. A. Bazaz, “International Journal of Electrical Power & Energy Systems”’, Jan 2022

Adaptive Parameter Sampling Scheme for Nonlinear Model Order Reduction

Danish Rafiq, M. A. Bazaz, “Nonlinear Dynamics” , Nov 2021.

Model Order Reduction via Moment Matching: A State-of-the-Art Review

Danish Rafiq, M. A. Bazaz, “Archives of Computational Methods in Engineering” , Jun 2021

Efficient Computation of 1D and 2D Viscous Burgers’ Equation

Danish Rafiq, M. A. Bazaz, “International Journal of Dynamics & Control” , Feb 2021

Nonlinear Model Order Reduction via Nonlinear Moment Matching with Dynamic Mode Decomposition

Danish Rafiq, M. Abid Bazaz, “International Journal of Nonlinear Mechanics”, Jan 2021.

Three Months of COVID-19: A Systematic Review and Metanalysis

Danish Rafiq, A. Batool, M. Abid Bazaz, “Reviews in Medical Virology”, May 2020.

A Framework for Parametric Reduction of Nonlinear Dynamical Systems

Danish Rafiq, M. Abid Bazaz, “Nonlinear Dynamics”, Oct 2020.

Evaluation and Prediction of COVID-19 in India: A case study of worst-hit states

Danish Rafiq, S. Ahmad, M. Abid Bazaz, “Chaos, Solitons & Fractals”, Oct 2020.

A Comprehensive Scheme for Reduction of Nonlinear Dynamical Systems

Danish Rafiq, M. A. Bazaz, “International Journal of Dynamics & Control”, Nov 2019

Conference Papers

Power Grid Parameter Estimation using Sparse Identification of Nonlinear Dynamics

A. Hamid, D. Rafiq, S. A. Nahvi, M. A. Bazaz, “International Conference on Intelligent Controller & Computing for Smart Power”, July 2022

Discovering Low-Rank Representations of Large-Scale Power Grids using Koopman Theory

A. Hamid, D. Rafiq, S. A. Nahvi, M. A. Bazaz, “Trends in Electrical, Electronics, Computer Engineering Conference”, 26-26 May 2022.

Structure-Preserving Nonlinear Reduced Order Modeling Technique for Power Systems

Danish Rafiq, M. A. Bazaz, “Seventh Indian Control Conference (ICC), IIT Bombay”, 20-22 Dec 2021

A Comprehensive Scheme for Fast Simulation of Burgers’ Equation

Danish Rafiq, M. A. Bazaz, “Sixth Indian Control Conference (ICC), IIT Hyderabad”, 18-20 Dec 2019.

Model Order Reduction of Nonlinear Transmission Lines using Nonlinear Moment-Matching

Danish Rafiq, M. A. Bazaz, “International Conference on Computing, Power & Communication Technologies”, 27-28 Sep 2019

Book Chapters & Posters

A Library-Based Dimensionality Reduction Scheme using Nonlinear Moment-Matching

A. Khan, Danish Rafiq, M. A. Bazaz, “International Conference on Intelligent Vision and Computing ”, 26-27 Nov 2022.

Disturbance Rejection of a Single-Axis of a Quadcopter using Lead Compensation

A. Showkat, D. Rafiq, S. Majeed, V. Ahmed, M. Koul, S. Nahvi, “3rd IFAC International Conference on Advances in Control & Optimization of Dynamical Systems (ACODS)”, 2018.