A collection of my research papers in Scientific Machine Learning, Natural Language Processing, and Physical Sciences.
International Conference on Computational Science 2023
This paper presents an active learning framework for probabilistic machine learning models of dynamical systems, enhancing sample efficiency and model accuracy while providing uncertainty quantification.
Chaos, Solitons & Fractals, 2023
This study employs Physics-Informed Neural Networks to discover multi-valley dark soliton solutions in the multi-component Manakov model, demonstrating the effectiveness of data-driven approaches for complex nonlinear systems.
Technical Report, 2022
A comprehensive introduction to solving differential equations using various machine learning approaches, including neural networks, Gaussian processes, and physics-informed methods.
Scientific Reports, 2021
This work demonstrates the application of Bayesian optimization techniques to efficiently tune experimental parameters for Bose-Einstein condensate production, significantly reducing experimental overhead.
Forum for Information Retrieval Evaluation, 2020
This paper presents novel spell-checking approaches for Tamil language using SymSpell algorithm and LSTM neural networks, addressing the challenges of morphologically rich languages.
Nonlinear Dynamics, 2019
An investigation of soliton dynamics in the fourth-order nonlocal nonlinear Schrödinger equation, revealing novel behaviors and stability properties of these nonlinear wave structures.
Preprint, 2018
A theoretical study of analytical signatures in ultracold atomic systems, providing new insights into quantum many-body physics and potential experimental observables.
Optical Materials, 2020
A comprehensive characterization of a novel semi-organic crystal, Brucinium Di-Hydrogen Borate Hydrate, revealing its potential for microelectronics and high-power laser applications.
Journal of Molecular Structure, 2019
Investigation of Brucinium Bromide Hydrate crystal properties for applications in optical parametric oscillators, high-power lasers, piezo-sensors and transducers.