Described is a system for co-adaptation of robot control to human biomechanics. During operation, the system receives joint angle and joint velocity of a human and co-robot and generates estimated internal states of the human. A task space motion plan is then generated for the co-robot based on a specified cooperative task and estimated internal states and joint angle and joint velocity of the human. Joint torque commands are then generated based on the task space motion plan and joint angle and joint velocity of the human and co-robot. Motion of the co-robot is then controlled, such as causing the co-robot to actuate one or more actuators to move based on the joint torque commands.
System for co-adaptation of robot control to human biomechanics