Dr. Tuhin Roy
Research interests: Biomechanics, Bioacoustics, Elastography, Inverse Problems, Physics-Informed Machine Learning
BEL at IIT Bombay, led by Dr. Tuhin Roy, integrates computational and experimental biomechanics to characterize tissue mechanical properties using biomedical imaging such as ultrasound elastography, waveguide modeling, and physics-informed machine learning for healthcare applications.
Based in the Department of Biosciences and Bioengineering (BSBE), IIT Bombay.
Our research at the Biomechanical Elastography Lab (BEL) is centered on the development of quantitative imaging methods for probing tissue mechanics across a range of biological systems at the organ level. We combine imaging, biomechanics, and computation to advance elastography-based approaches that are both mechanistically grounded and clinically relevant.
We integrate ultrasound with optical, MR, and other complementary imaging modalities to quantify tissue mechanics, perfusion, and poroelastic behavior, with the goal of obtaining richer and more physiologically meaningful markers of tissue health.
We adapt quantitative elastography methods for portable ultrasound platforms, enabling accessible and affordable mechanical imaging beyond major hospital settings and supporting broader point-of-care deployment.
We develop computational frameworks that combine biomechanics, inverse methods, and physics-informed machine learning to recover tissue mechanical property maps from experimental and multimodal elastography data.
Our application areas span both bulk organs and boundary-sensitive tissues. These include organs such as the breast and liver (bulk organs), as well as thin-walled structures such as arteries, veins, bladder wall, cornea, skin, and myocardium wall, where geometry and boundary effects play an important role in mechanical characterization.
Full publication list:
Google Scholar ·
Portfolio site
Research interests: Biomechanics, Bioacoustics, Elastography, Inverse Problems, Physics-Informed Machine Learning
Research interests: Finite Element, Soft Matter, Constitutive Modelling, Continuum Mechanics, Thermoelasticity, Structural Optimization
Research interests: Biomechanics, Ultrasound Elastography
Research interests: Physics Inspired Machine Learning for BioImaging Applications
Research interests: Physics-informed Machine Learning, AI for Healthcare
Research interests: Physics-Informed Machine Learning, Acoustics
Research interests: Physics Informed Neural Networks, Computational Modelling
Research interests: Computational Biomechanics, inverse problem
Research interests: Biomechanics, Biomedical Signal Processing
Research interests: Physics-informed machine learning
Research interests: Biomechanics, Tissue Elastography
Research interests: Physics-Informed Machine Learning, Scientific Machine Learning
BEL welcomes motivated candidates interested in biomechanics, elastography, and application of physics-informed machine learning approaches for biomedical engineering. Typical openings include postdoctoral fellows (IPDF / external), PhD students, M.Tech projects, and research internships.
Get in touch for collaborations, postdoctoral positions, student projects, and industry or clinical partnerships.
Email:
tuhin.roy@iitb.ac.in
Phone (Office):
+91 22 2576-7720
Office:
CTARA Building, Room No. 12
Department of Biosciences and Bioengineering (BSBE)
Indian Institute of Technology Bombay
Mumbai, Maharashtra, India
External profiles:
IIT Bombay faculty page
Portfolio site
Google Scholar
LinkedIn