Research
Pillar
What it Means
Why it Matters
Smart Sensing & Data Acquisition
Custom terahertz, ultrasonic, and multi-modal sensor arrays, mounted on collaborative robots and drones.
High-fidelity data from hard-to-reach or hazardous environments.
Predictive-AI & Algorithms
Deep learning, graph neural networks, and physics-informed models that learn from both real and simulated data.
Early detection and life-cycle prediction instead of reactive maintenance.
Autonomous Inspection
Motion-planning, SLAM, and edge AI that let robots adapt in real time.
Faster surveys, lower cost, minimal human exposure to risk.
Robotics Digital Twins & XR Visualization
Live links between simulation and reality, experienced through VR/AR headsets or web dashboards.
Intuitive, 3-D insight for engineers, managers, and trainees alike.
Education & Outreach
Courses, workshops, and open-source tools that translate research into practice.
Cultivating the talent pipeline and amplifying impact.
What Sets Us Apart
Current Flagship Projects
Terahertz Digital Twin for Carbon-Fiber Composites
Integrates COMSOL/ANSYS simulations with live THz scans to predict defect growth and residual strength in aircraft panels.
AI-Guided Robotic Inspector for Solar Farms
Combines Lamb-wave sensing, mobile manipulation, and federated learning to spot micro-cracks in photovoltaic glass.
XR Training Suite for Nuclear-Plant NDE
Immersive VR scenarios that teach technicians how to interpret complex waveforms and make go/no-go decisions under pressure.
Facilities & Toolchain
Sensor Lab
0.1–10 THz TD spectrometers, phased-array ultrasonics, high-speed IR cameras
Compute Cluster
4× A100 GPUs, 2 PB RAID-6 NAS, private Hugging Face hub
Robotics Bay
UR-series cobots, quadrotor drones, motion-capture arena
XR Studio
Oculus Quest 3, Varjo XR-4, 270° projection cave
Simulation Stack
COMSOL Multiphysics, ANSYS Mechanical & HFSS, LS-DYNA, Meep, PyTorch & TensorFlow
At SPIN Group, we solve the most complex problems especially the ones that really matter !