Systems theory, probabilistic graphical models, stochastic processes, geometric tessellation
Physics at low dimensions: Interaction in quantum dots and quantum wires,
Neural Circuits, Plasticity and Degeneracy, Pain and Itch, Animal Behavior, Machine Vision
Interests relevant to BCD:- Time series analysis; Understanding EEG/ECG by nonlinear dynamical methods; Fluid dynamics; Computational astrophysics and data analysis
Middleware for Cyberphysical Systems, Smart Cities, Micro-Nano
Bio-inspired speech/audio processing, Image processing, Biomedical
Neuromorphic computing, mixed signal VLSI systems, computational neuroscience,
Signal Processing at Synapse, Information Processing, Nanoscopy, Neuromorphic Microscopy
ML/AI in Geoscience Applications, Bayesian Inference, Uncertainty Quantification, Spatio-temporal Data Analytics, and Reinforcement Learning
Minimally invasive and non-invasive technologies, Implantable Microchips,
Machine learning, natural language processing, data integration, cognitive science.
Material science, Ferroic materials, memristors, domain boundary engineering,
Computational methods in medical imaging, multi-modal imaging,
Communication Networks – Communication systems, sensor networks, energy harvesting systems.
Human speech communication, signal and information processing, machine learning, text analytics
Communication, computation, and control over networks, decentralised algorithms
Auditory Neuroscience, Machine Learning and Pattern Recognition,
Cellular Neurophysiology, Biophysics of Neurons and Computational Neuroscience.
VLSI – Nano technology, nano scale semiconductor device, computational nanoelectronics
Data-driven Modelling, Physics Informed Neural Networks, Machine Learning at Scale, MLOps
Machine Learning, Pattern Recognition, Data Mining, Learning Automata, Statistical issues in Machine Learning.
Performance analysis, stochastic control and optimization, simulation, communication networks
Information theory, coding and signal processing for data storage,
Auditory Modelling/Spectral Estimation/AM-FM Decomposition, Speech
Brain-inspired computing, Edge computing, Molecular electronics, Nano electronics, Chaos
Biological transport processes, Cellular signal processing, Spatiotemporal organization of cell signaling, Viral evolution
Neural mechanisms of gamma oscillations, Origins of various brain signals
Deep Low Level Vision, Object Category Understanding, Feature Representations.
Cloud and Edge Computing, Distributed Graph Processing Platforms