Search Results for author: Santosh Devasia

Found 5 papers, 1 papers with code

Output-Sampled Model Predictive Path Integral Control (o-MPPI) for Increased Efficiency

no code implementations22 Sep 2023 Leon, Yan, Santosh Devasia

The success of the model predictive path integral control (MPPI) approach depends on the appropriate selection of the input distribution used for sampling.

Autonomous Driving

Precision Data-enabled Koopman-type Inverse Operators for Linear Systems

no code implementations2 Jul 2022 Leon Yan, Santosh Devasia

This insight into the required output (history and instantaneous derivative) information, to remove the hidden-state dependence and improve the precision of data-enabled inverse operators, is illustrated with an example system.

Vocal Bursts Type Prediction

Cohesive Networks using Delayed Self Reinforcement

no code implementations14 Mar 2020 Santosh Devasia

How a network gets to the goal (a consensus value) can be as important as reaching the consensus value.

Toward Ergonomic Risk Prediction via Segmentation of Indoor Object Manipulation Actions Using Spatiotemporal Convolutional Networks

1 code implementation14 Feb 2019 Behnoosh Parsa, Ekta U. Samani, Rose Hendrix, Cameron Devine, Shashi M. Singh, Santosh Devasia, Ashis G. Banerjee

Automated real-time prediction of the ergonomic risks of manipulating objects is a key unsolved challenge in developing effective human-robot collaboration systems for logistics and manufacturing applications.

Action Segmentation

Iterative Machine Learning for Precision Trajectory Tracking with Series Elastic Actuators

no code implementations5 Oct 2017 Nathan Banka, W. Tony Piaskowy, Joseph Garbini, Santosh Devasia

These estimated models are obtained using a complex-valued Gaussian Process Regression (cGPR) technique and then, used to generate a new feedforward input command based on the previous iteration's error.

BIG-bench Machine Learning

Cannot find the paper you are looking for? You can Submit a new open access paper.