no code implementations • 22 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.
no code implementations • 2 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.
no code implementations • 14 Mar 2020 • Santosh Devasia
How a network gets to the goal (a consensus value) can be as important as reaching the consensus value.
1 code implementation • 14 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.
no code implementations • 5 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.