D3 Lab | IISc


The Dynamics, Data and Design (D3) Lab is located in the Dept. of Mechanical Engineering at IISc Bengaluru and led by Dr. Akshay Joshi.

The lab focuses on leveraging state-of-the-art machine learning techniques and experimental methods to characterize novel materials to enable the optimized design of better structures and products.

Latest News

Hetero-EUCLID paper published in CMAME (January-2026)
(Hetero-EUCLID) Interpretable model discovery for heterogeneous hyperelastic materials using stress-unsupervised learning
Hetero-EUCLID paper published in CMAME (January-2026)
CISM-IISc Workshop @ IISc Bangalore

Title: Emerging Topics in Architectured & Multiscale Materials, Soft Robotics and Data-Driven Model Discovery

CISM-IISc Workshop @ IISc Bangalore
Convocation 2025, IISc Bangalore
Congratulations to all the D3 Lab students receiving their degrees!
Convocation 2025, IISc Bangalore
Mechanical Sciences 3rd Divisional Symposium @ IISc Bangalore

Theme: Applications of AI/ML in Engineering

Mechanical Sciences 3rd Divisional Symposium @ IISc Bangalore
Dr. A. Joshi attended 2nd Mechanical Sciences Young Investigators Meet (MSYIM-2025) @ IIT Kanpur

Title: Machine Learning Surrogates for Constitutive Modelling of Materials

Speaker: Dr. Akshay Joshi, IISc Bangalore

Dr. A. Joshi attended 2nd Mechanical Sciences Young Investigators Meet (MSYIM-2025) @ IIT Kanpur