About Me

I'm now a PhD student in the field of Robotics in Department of Electrical, Computer, System Engineering, Rensselaer Polytechnic Institute, advised by Dr. John Wen.

Research Interests

My research interests encompass motion optimization and kinematic calibration for robot arms within manufacturing contexts. My research incorporates concepts from robotics, optimization, and control. Additionally, I have experience in semi-autonomous vehicles for search and exploration, utilizing SLAM, deep learning, and reinforcement learning methodologies.

CV

Research Projects

Convergent Manufacturing (ARM 22-01-F-07)

Developed a kinematic calibration framework for robot arms, leveraging motion capture systems to achieve sub-millimeter accuracy in TCP position estimation, significantly surpassing baseline performance by sixfold.

Developed a scan-n-print framework for wire arc additive manufacturing, resulting in a 66% smoother deposition than the baseline, while integrating multiple sensor interfaces to enhance manufacturing cell capabilities.

Robot Motion Optimization (ARM 21-02-F-19)

Developed a full stack robot arm motion optimization framework achieving sub-millimeter accuracy in tracking desired curves in space with the robot arm, surpassing baseline speeds by up to 7.8 times. Created a user-friendly Python interface for FANUC robots, facilitating seamless programming. Successfully implemented and showcased the developed system on GE's dual arm testbed, highlighting practical applications and versatility.

Emotional Expressive Robot

Designed a control strategy for a 10-degree-of-freedom mobile manipulator to express internal information, focusing on emotions, through motion behaviors. Utilized crowdsourcing to learn the best parameter combinations for expressing different emotions.

Blind Navigation with a Guiding Robot and UWB Beacons

Developed assistive guiding robot to aid individuals with visual impairments in navigating virtual trails using UWB technology. Incorporated semantic sound feedback to intuitively inform users about points-of-interest, improving overall navigation experience for the visually impaired.

DARPA Subterranean Challenge

I am the Team Lead of Team NCTU from January, 2019. Team NCTU have been competing in SubT Challenge in Tunnel Circuit and Urban Circuit, where we got #7 and #8 among all team and #2 among all self-funded team.

Toward Open Platform of Blind Navigation via Interactions with Autonomous Robots

Recent advance of technologies of autonomous robots shows their impact in blind navigation. Our lab have long been developing assistive technologies from wearable devices to robotics guide dogs. In this position paper, we aim to share some of our experience in blind navigation technologies with autonomous robots. The position paper is accepted to Hacking Blind Navigation Workshop in CHI 2019.

Watchtowers - Enable Localization of Duckiebot in Duckietown.

Duckietown has been a great platform to learn and conducting reseach in robotics and autonomous driving car. To keep advancing the platform, the ability of localizing those Duckiebot is crucial. Here, we present the watchtower solution. We chose watchtower is a tower-like infrastructure inside Duckietown. They survellent over the whole city and try to localize Duckiebots using the Apriltag on top. Every watchtower is equiped with a RPI 3B+. They detect Apriltag and send the localization results back to the server computer where optimization is performed. The reason we chose watchtower over over-head cameras is that we would like these little guy to be a part of the town.

Professional Skills

I work with ROS, Python in Daily bases. I know C++ as well.

Deep Learning and Reinforcement Learning

I have studied and also some side project with DL and DRL

SLAM

Some of my works are realted to SLAM. I also use libraried like iSAM, GTSAM.

Robotics Operating System ROS

I work with ROS in daily basis

Python, C++

Mostly I code in Python. I also have plenty experience with C++.

Research and Working Experience

I have been research assistant and also having teaching experiences.

Leadership Experience

I was pretty active while as a bachelor student. I joined and serve in multiple group even in a varied domain. My works are highly rated by guest and colleage. I am very much a team player.

Contact Me

Feel free to contact me through the webpage or LinkedIn. I check my email in daily bases.