Research Areas

Mechanical Engineering

Fluid mechanics, heat transfer, solid mechanics, manufacturing, dynamics, robotics, predictive maintenance and engineering digital twins.

Example directions: PINNs for heat conduction, neural operators for flow prediction and physics-guided fault diagnosis.

Civil Engineering

Structural mechanics, geotechnical systems, earthquake engineering, hydrology, transportation, construction materials and structural health monitoring.

Chemical Engineering

Reaction kinetics, transport phenomena, process modelling, multiphase flow, process control, energy systems and chemical-process digital twins.

Electrical & Electronics Engineering

Power systems, smart grids, electrical machines, renewable energy, batteries, circuit models, fault diagnosis and energy optimisation.

Metallurgical Engineering

Alloy design, thermodynamics, phase transformations, heat treatment, microstructures, corrosion, processing and digital twins.

Computer Science & Engineering

Physics-Informed Neural Networks, neural operators, Scientific Machine Learning, differentiable programming, automatic differentiation, optimisation and trustworthy AI.

Biotechnology Engineering

Biological-system modelling, biomechanics, physiological signals, medical imaging, drug transport, computational biology and biomedical digital twins.

All Engineering Branches

Explore the complete directory of 265 supplied engineering branches, organised into ten interdisciplinary families. Every listed branch opens its own PIML information page.

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