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Learning Socially-Aware Navigation Behavior using Inverse Reinforcement Learning
(Ongoing Project)
Defining human-compatible social navigation constraints is complex. We leverage data-driven approach to learn the task constraints from expert (human) demonstrations.
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Shared Autonomy for Socially-Aware Robot Navigation
Enabling safe and intuitive assistive navigation of telepresence robots using haptic feedback and reciprocal velocity obstacles (RVO)
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Learning Natural Driver Control Motion Primitives for Computational Human Driver Modeling
Kenechukwu C. Mbanisi,
Hideyuki Kimpara,
Michael A. Gennert,
Zhi Li
In internal review
video
Novel application of imitation learning algorithms to model natural driver control behavior from human demonstration
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RoboNav: Mapless Indoor Navigation using Deep Reinforcement Learning
slides
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project page
Applied end-to-end learning approach for dynamic collision avoidance of an autonomous mobile robot using Deep Q-Learning and DDPG algorithms.
Collaborative work with Abhishek Jain, Kavit Nilesh Shah and Sanjeev Kannan
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Human Model-Based Active Driving System in Vehicular Dynamic Simulation
Hideyuki Kimpara,
Kenechukwu C. Mbanisi,
Danil Prokhorov,
Jie Fu,
Zhi Li,
Michael A. Gennert
IEEE Transactions on Intelligent Transportation Systems, 2020
paper
Proposed a novel model-based active driver simulation framework for investigating human-vehicle interaction in semi- and fully-autonomous vehicles
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Force Anticipation and Its Potential Implications on
Feedforward and Feedback Human Motor Control
Hideyuki Kimpara,
Kenechukwu C. Mbanisi,
Zhi Li,
Karen L. Troy,
Danil Prokhorov,
Michael A. Gennert
Human Factors, 2020
paper
This work investigates the effects of human force anticipation on human motor control by conducting an experimental
load-pushing study with diverse combinations of informed and actual loading weights.
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Surgical Robotics using an Industrial Manipulator Robot
video
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code
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report
We developed a mechanism to enable mounting a da Vinci Research Kit insertion tool on an ABB Industrial robot.
Also, we developed software packages consisting of kinematics, trajectory generation and teleoperation functionality.
Collaborative work with Yan Wang, Yuqi Jiang, Tianyu Cheng, and Abhijeet Thakan
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Learning Coordinated Vehicle Maneuver Motion Primitives from Human Demonstration
Kenechukwu C. Mbanisi,
Hideyuki Kimpara,
Tess B. Meier,
Michael A. Gennert,
Zhi Li
IROS, 2018
paper
We propose an integrated human-vehicle interaction simulation framework which learns vehicle
maneuver motion primitives from human drivers, and uses them to compose natural and contextual driving motions.
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Assessment of Physical Fatigue in Robot Teleoperation during Complex
Motion Coordination Tasks
Kenechukwu C. Mbanisi,
Alexandra R. Valiton,
Renee K. Dorer,
Zhi Li
Poster presentation at IROS 2018 Workshop on Robotic Co-Workers 4.0
paper
We proposed a study to evaluate teleoperation interfaces in the performance of complex motion coordination tasks on the basis of operator physical fatigue.
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Teaching & Outreach Experiences
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2021 Pan-African Robotics Competition (PARC)
In 2021, I am leading the advanced category (undergraduate & graduate teams) of PARC with a focus on developing navigation software for a autonomous delivery robot.
Check the competition documentation for more details.
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Cobots For Kids Program
This program aims at inspiring and training the next generation of robotics and advanced manufacturing workforce. With support from the ARM Institute and M2I2, we
run 7-week programs for middle school students on using collaborative robots, CNC machines and CAD software.
Paper abstract summarising our efforts has been accepted for ASEE 2021.
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Graduate Teaching Assistant at WPI
I have served as a graduate teaching assistant for undergraduate courses such as Introduction to Robotics (RBE 1001), Control Engineering (ES 3011). I helped develop the
robotics lab sessions for the control engineering course in Spring 2021.
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Maths and Science for Sub-Saharan Africa (MS4SSA)
The program's goal is to improve quality of STEM education at secondary level across sub-Saharan Africa by empowering secondary school STEM teachers through training and
access to resources. I served as a robotics curriculum developer and facilitator.
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