Headline Projects

Explore the innovative projects I lead and contributed to, including cutting-edge developments in biomechanics, wearable devices, and energy expenditure analysis. Each project showcases my technical expertise, problem-solving skills, and dedication to advancing research with real-world applications.

Proprioception Device

I contributed to the design, development and testing of an innovative proprioception measurement device aimed at assessing joint and balance awareness. This device plays a vital role in advancing research on biomechanical performance and identifying injury risks, particularly in populations with unique challenges, such as those with elevated BMI.

The device features two precision IMU sensors that deliver real-time feedback on proprioceptive accuracy, enabling detailed analysis of joint stability and movement control.

This project demonstrates my ability to combine engineering expertise, sensor integration, and biomechanical research, resulting in a practical tool with applications in sports science, physical therapy, and injury prevention.

Caloric Measuring Device

I lead the development of an innovative caloric measurement device designed to deliver precise energy expenditure data for biomechanical research. This state-of-the-art device combines microcontrollers—including IMUs (Inertial Measurement Units) and a heart rate monitor—with high-resolution cameras and machine learning algorithms, aiming to achieve an accuracy range of 1-5%, comparable to the gold standard of calorimetry. Designed to work seamlessly with motion capture systems, it ensures the collection of accurate and comprehensive data for both research and clinical applications.

The device’s integrated cameras enhance its capabilities by capturing real-time movement data, which, when processed alongside sensor inputs, provides a comprehensive analysis of energy expenditure during various physical activities. Developing this device involved overcoming significant challenges, such as designing a compact and durable chassis for precise leg placement, optimizing sensor positioning for reliable readings, and addressing issues like wire fragility and movement-induced damage. These obstacles were resolved through 3D-printed wire guides, multiple design iterations, and rigorous testing.

Now in the testing phase, the device has demonstrated strong potential in accurately correlating sensor and camera data to energy expenditure across diverse physical conditions. By seamlessly combining visual tracking, sensor technology, and advanced analytics, this caloric measurement device offers promising applications in sports performance analysis, rehabilitation, and clinical biomechanics, paving the way for innovative solutions in wearable health monitoring.

More Projects!

  • EMG Imaging System

    Developing a system that uses imaging data and maximum EMG output to detect muscular activity through cameras and machine learning models. This project integrates motion capture and biomechanical analysis to achieve accurate EMG activity detection and is currently in the pilot testing phase to finalize the Standard Operating Procedures (SOP). I am set to be the first author when the study is eventually published.

  • Pickleball Court Material Analysis

    The objective of this study is to evaluate the effectiveness of NOIR® court technology in reducing injury risk compared to traditional concrete surfaces. Utilizing insoles to measure plantar pressure and contact forces, along with OpenCap to analyze lower limb kinematics, the study tests NOIR®'s claim of reducing immediate impact shock by increasing collision time and decreasing initial impact force, potentially mitigating overuse injuries. Currently in the planning phase, I am set to be the first author upon the paper's eventual publication.

  • Natural Gas Price Predicting Model

    Developing a natural gas pricing model that incorporates factors such as transportation costs, weather patterns, market demand, and news trends to predict price fluctuations. This project is a personal endeavor driven by my interest in analyzing and understanding how various factors influence market prices.

Publications and Conferences