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Bogdan I. Vlahov

2 accepted papers

2024

Low Frequency Sampling in Model Predictive Path Integral Control

RA-L 2024

Sampling-based model-predictive controllers have become a powerful optimization tool for planning and control problems in various challenging environments. In this paper, we show how the default choice of uncorrelated Gaussian distributions can be improved upon with the use of a colored noise distri

Cited by 16SourceScholar
2021

Robust Model Predictive Path Integral Control: Analysis and Performance Guarantees

RA-L 2021

In this letter we propose a novel decision making architecture for Robust Model-Predictive Path Integral Control (RMPPI) and investigate its performance guarantees and applicability to off-road navigation. Key building blocks of the proposed architecture are an augmented state space representation o

Cited by 83SourceScholar