Sivalingam S M | Assistant Professor, NIT Warangal

MATHEMATICS · SCIENTIFIC MACHINE LEARNING

Mathematics for learning, dynamics, and control

I am Sivalingam S M, an Assistant Professor in the Department of Mathematics at the National Institute of Technology Warangal (NIT Warangal), India. My research lies at the intersection of Scientific Machine Learning, Dynamical Systems, and Control Theory, with particular emphasis on the mathematical analysis and computational development of learning-based methods for differential equations and control.

My work spans neural differential equations, physics-informed learning, control theory, fractional-order systems, and data-driven numerical methods.

Latest Research

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2026

PUBLICATION

Controllability of Time-Varying Stochastic Fractional Dynamical Systems with Distributed Delays in Control

Communications on Applied Mathematics and Computation

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2026

PUBLICATION

CONTROLLABILITY OF THE TIME-VARYING FRACTIONAL DYNAMICAL SYSTEMS HAVING MULTIPLE DELYAS IN CONTROL WITH CAPUTO FRACTIONAL DERIVATIVE

Fractals

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2026

PUBLICATION

Constrained physics informed deep implicit neural network for ordinary and partial differential equations

Mathematics and Computers in Simulation

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