Projects

Computational Neuroscience

DTI impacts Quantitative Head-Injury Mapping Using geometry-aware manifold learning to quantify the latent relationship between 3D head-impact exposure and white matter microstructural changes using joint multidimensional scaling and Wasserstein metrics

Neuromorphic Motion Tracking Implementing a spiking neural network (LIF) in Nengo to emulate the visual processing pathway, utilizing Kalman filters for optimal sensorimotor integration during a multiple object tracking task.

Wearable sensor analytics

Gait analysis Bio-mechanical Signal Extraction Decoding multi-directional kinematics and gait phase dynamics from torso-worn inertial sensors (IMU) in game.

HR model Hybrid Physiological Modeling Integrating Gradient Boosting (XGB) with Linear Time-Invariant (LTI) systems to model heart rate dynamics during high-intensity exertion.

Mathematical modeling in sport

Team movement patterns & algebraic braids Topological Dynamics Quantifying team coordination and tactical behavior through the lens of algebraic braid theory.

Ball passing strategy & dynamic network analysis Hyper-network Analysis Modeling multi-agent passing strategies using higher-order network science to identify hidden tactical structures.

Match tempo, movement intensity, & team flow Vector Fields Analyzing team “tempo” and spatial synchronization using divergence waves and spatiotemporal intensity metrics.

Sprint mechanics & limb coordination manifolds Coordination Manifolds Extracting low-dimensional movement manifolds from high-dimensional kinematic data to classify elite sprint mechanics.

Repeated sprint fatigue & running bio-mechanics Fatigue Dynamics Repeated sprint fatigue & running biomechanics.

Dynamic coupling of pupil diameter & gait Pupil-Gait Coupling Dynamic coupling of pupil diameter & gait.

Dynamic coupling of pupil diameter & gait Futsal Eye-tracking Gaze behaviour in futsal & entropy.

Modeling attention maps during motion tracking Attention Mapping Modeling attention maps during motion tracking.

F-MRI scans during math problem solving Math Cognition F-MRI scans during math problem solving.

Adidas SmartBall & Kinect integration SmartBall Integration Synchronizing Adidas SmartBall sensor data with Kinect motion capture.

Wireless EMG & Kinect integration EMG + MoCap Real-time integration of wireless EMG signals with 3D skeletal tracking.

Multi-Kinect system for gait analysis Multi-Kinect Array A custom multi-sensor system for wide-area clinical gait analysis.

Markerless Body Scan Markerless Scan Markerless body volumetric scan & anthropometrics.

Sprint Bot Sprint Bot Autonomous bot for on-field sprint tracking and analysis.

Tilings from geometric constructions Geometric Tilings Explorations in algorithmic pattern generation and symmetry.

Fractals, aperiodicity, & Penrose tilings Aperiodic Fractals Generating Penrose tilings and non-repeating geometric structures.

Shape deformations & Escher tilings Escher Deformations Recursive shape morphing based on M.C. Escher’s tessellations.