no code implementations • 25 Feb 2023 • Aditya M. Deshpande, Eric Hurd, Ali A. Minai, Manish Kumar
We present novel DeepCPG policies that embed CPGs as a layer in a larger neural network and facilitate end-to-end learning of locomotion behaviors in deep reinforcement learning (DRL) setup.
1 code implementation • 6 Nov 2021 • Aditya M. Deshpande, Ali A. Minai, Manish Kumar
However, the policies trained on stationary environments suffer in terms of generalization when transferred from one environment to another.
1 code implementation • 15 Jul 2020 • Aditya M. Deshpande, Rumit Kumar, Ali A. Minai, Manish Kumar
The results show faster learning with the presented approach as opposed to learning the control policy from scratch for this new UAV design created by modifications in a conventional quadcopter, i. e., the addition of more degrees of freedom (4-actuators in conventional quadcopter to 8-actuators in tilt-rotor quadcopter).
1 code implementation • 12 May 2020 • Aditya M. Deshpande, Ali A. Minai, Manish Kumar
Quality control is an essential process in manufacturing to make the product defect-free as well as to meet customer needs.
no code implementations • 12 May 2020 • Aditya M. Deshpande, Anil Kumar Telikicherla, Vinay Jakkali, David A. Wickelhaus, Manish Kumar, Sam Anand
This novel toolkit is developed to facilitate easy integration of legacy production machinery and factory floor artifacts with the digital and smart manufacturing environment with no requirement of any physical changes in the machines.