Search Results for author: Aditya M. Deshpande

Found 5 papers, 3 papers with code

DeepCPG Policies for Robot Locomotion

no code implementations25 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.

Robust Deep Reinforcement Learning for Quadcopter Control

1 code implementation6 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.

reinforcement-learning Reinforcement Learning (RL)

Developmental Reinforcement Learning of Control Policy of a Quadcopter UAV with Thrust Vectoring Rotors

1 code implementation15 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).

Developmental Learning Drone Controller +3

One-Shot Recognition of Manufacturing Defects in Steel Surfaces

1 code implementation12 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.

Data Augmentation Image Classification +2

Computer Vision Toolkit for Non-invasive Monitoring of Factory Floor Artifacts

no code implementations12 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.

Anomaly Detection Contour Detection +5

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