Jaeyoun Choi

I'm a Ph.D. student at MIT advised by Professor Chuchu Fan. Before I joined MIT, I served as the Chief Technical Officer at Neumafit Corporation, where I focused on developing an AI-powered wearable mask for cardiorespiratory analysis. Prior to that, I completed my B.S. and M.S. in Mechanical Engineering at Seoul National University, conducting research at the Soft Robotics and Bionics Laboratory.

My long-term research goal is to develop robots as a universal solution for all tasks requiring physical interaction. Multi-robot systems hold immense potential for enhancing robotic capabilities. Specifically, in my Ph.D. studies, I aim to explore multi-robot collaborative systems where multiple robots physically cooperate to transport and manipulate objects with safety, robustness, and adaptability.

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Profile photo of Jaeyoun Choi

Journal Publication

Bilateral Back Extensor Exosuit Bilateral Back Extensor Exosuit for Multidimensional Assistance and Prevention of Spinal Injuries
Jae In Kim, Jaeyoun Choi (Co-first Author), Junhyung Kim, Junkyung Song, Jaebum Park, Yong-Lae Park
Science Robotics, 2024
YouTube

I developed a wearable robot that assists various lifting tasks and enhances spinal safety. I verified the BBEX with human subject experiments and musculoskeletal analysis using OpenSim. I theoretically analyzed the potential to reduce risk factors for back injuries.

TERRA Actuator A Twisted Elastic Rotary-Rail Actuator (TERRA) Using a Double-Stranded Helix Structure
Jae In Kim, Jaeyoun Choi (Co-first Author), Junhyung Kim, Yong-Lae Park
IEEE Robotics and Automation Letters, 2021
YouTube

I derived the theoretical model of the novel compliant linear actuator named TERRA and analyzed its characteristics.

Pop-up Cookie Molds Pop-up Cookie Molds: Self-Folding Elastomer Sheets Using Thermal Expansion of Embedded Air Chambers
Junghan Kwon, Myungsun Park, Jaeyoun Choi, Yong-Lae Park
Smart Materials and Structures, 2021
YouTube

I fabricated the self-folding elastomer sheets using polymer molding and CNC machining. I conducted tensile tests and baking experiments to analyze the repeatability of the polymer.

Ongoing Projects

Studies in this section are currently in progress and confidential. Therefore, I uploaded information containing only brief outcomes. If you have any additional questions, please email me.

Neumafit Estimation of Pulmonary Oxygen Uptake (VO2) and Carbon Dioxide Production (VCO2) via Deep Learning based on Transfer Learning.
Jaeyoun Choi, Jaehoon Kim, Hyunji Kim, Jinmo Kim, Yoon-young Choi, Jooeun Ahn

I developed deep-learning algorithm based on gated recurrent unit (GRU) for VO2 and VCO2 estimation. This algorithm is implemented in Neumafit Pacer.

Swarm Inertia-Driven Swimming Robot with Agile Maneuvers Inspired by the C-start Motion.
Jaeyoun Choi, Inrak Choi, Sohee Yoon, Jungnam Kim, Yong-Lae Park
Outstanding MS Thesis Paper & Presentation Award, Seoul National University, 2023
YouTube

I designed an inertia-driven swimming robot mimicking the C-start maneuvers of fish. I integrated a LiDAR sensor into the swimming robot, enabling it to recognize and rapidly avoid approaching obstacles.


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