Hotae Lee

Robotics engineer interested in motion planning, optimal control and machine learning
UC Berkeley Ph.D Candidate in MPC Lab

Fast Stochastic MPC with Affine Disturbance Fee...

Proposed a real-time tractiable stochastic MPC with affine disturbance feedback policy using SVD feature extraction

Energy-Efficient Lane Changes Planning and Control for Connected Autonomous Vehicles on Urban Roads

Energy-Efficient Lane Changes Planning and Cont...

We proposed novel energy-efficient motion planning algorithm which consists of the lane selector, which selects a lane to reduce energy...

Predictive control for autonomous driving with uncertain, multimodal predictions

Predictive control for autonomous driving with ...

Proposed a Stochastic MPC formulation for autonomous driving with multi-modal predictions of surrounding vehicles

Stochastic MPC with Realization-Adaptive Constraint Tightening

Stochastic MPC with Realization-Adaptive Constr...

Proposed a novel and efficient offline sampled based approach to design a stochastic MPC for constrained linear systems with an...

Learning How to Solve Physics-Based Puzzles- Bubble Ball

Learning How to Solve Physics-Based Puzzles- Bu...

Worked on how to solve multi-contact dynamics based games using optimal control and machine learning

Optimal Control of Power-Assisted Wheelchair with Human Interaction

Optimal Control of Power-Assisted Wheelchair wi...

Developed the adaptive optimal controller of power-assisted wheelchair with human-interaction and Integrated whole system from sensors and controller to communications...

Reinforcement Learning for Multi-Mobile Manipulators Cooperation with Obstacle Avoidance

Reinforcement Learning for Multi-Mobile Manipul...

In this research, I apply DQN(Deep Q-network) to solving the cooperative carrying object problem. To optimize the learning method for...

Controlling Posture of Jumping Articulated Robot for Stable Landing

Controlling Posture of Jumping Articulated Robo...

What I did Skill : Matlab, Simulink, C Keywords : Feedback linerization, Gain optimization with Greedy Algorithm, Passive decomposition, Robust...

Control Robot Manipulator named ABB IRB-1200-5 to accomplish the given task such as picking up, removing rust and polishing

Control Robot Manipulator named ABB IRB-1200-5 ...

What I did Skill : Matlab, Simulink, Robotic Toolbox from Peter Corke Keywords : Computed Torque Control, Robust/Adaptive Passivity based...

Development of Fitness Automatic Record and Analysis Solution

Development of Fitness Automatic Record and Ana...

Developed the Fitness Automatic Record and Analysis Solution through matlab and bluetooth communications.