4 citations · 10 across the 22 of their papers we have counts for
5 papers · 1 filter
Transformer-Based Model Predictive Path Integral Control
Shrenik Zinage, Vrushabh Zinage, Efstathios Bakolas
This paper presents a novel approach to improve the Model Predictive Path Integral (MPPI) control by using a transformer to initialize the mean control sequence. Traditional MPPI m…
Fast End-to-End Generation of Belief Space Paths for Minimum Sensing Navigation
Lukas Taus, Vrushabh Zinage, Takashi Tanaka +1
We revisit the problem of motion planning in the Gaussian belief space. Motivated by the fact that most existing sampling-based planners suffer from high computational costs due to…
Decentralized Safe and Scalable Multi-Agent Control under Limited Actuation
Vrushabh Zinage, Abhishek Jha, Rohan Chandra +1
To deploy safe and agile robots in cluttered environments, there is a need to develop fully decentralized controllers that guarantee safety, respect actuation limits, prevent deadl…
TransformerMPC: Accelerating Model Predictive Control via Transformers
Vrushabh Zinage, Ahmed Khalil, Efstathios Bakolas
In this paper, we address the problem of reducing the computational burden of Model Predictive Control (MPC) for real-time robotic applications. We propose TransformerMPC, a method…
Leveraging Gated Recurrent Units for Iterative Online Precise Attitude Control for Geodetic Missions
Vrushabh Zinage, Shrenik Zinage, Srinivas Bettadpur +1
In this paper, we consider the problem of precise attitude control for geodetic missions, such as the GRACE Follow-on (GRACE-FO) mission. Traditional and well-established control m…