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Danil Prokhorov

4 accepted papers

2024

CBFkit: A Control Barrier Function Toolbox for Robotics Applications

IROS 2024poster

This paper introduces CBFkit, a Python/ROS toolbox for safe robotics planning and control under uncertainty. The toolbox provides a general framework for designing control barrier functions for mobility systems within both deterministic and stochastic environments. It can be connected to the ROS ope…

Cited by 2SourcecodeScholar
2023

Safety Under Uncertainty: Tight Bounds with Risk-Aware Control Barrier Functions

ICRA 2023poster

We propose a novel class of risk-aware control barrier functions (RA-CBFs) for the control of stochastic safety-critical systems. Leveraging a result from the stochastic level-crossing literature, we deviate from the martingale theory that is currently used in stochastic CBF techniques and prove tha…

Cited by 23SourceScholar
2021

Safe Navigation in Human Occupied Environments Using Sampling and Control Barrier Functions

IROS 2021poster

Sampling-based methods such as Rapidly-exploring Random Trees (RRTs) have been widely used for generating motion paths for autonomous mobile systems. In this work, we extend time-based RRTs with Control Barrier Functions (CBFs) to generate, safe motion plans in dynamic environments with many pedestr…

Cited by 36SourceScholar
2015

MUlti-Store Tracker (MUSTer): A Cognitive Psychology Inspired Approach to Object Tracking

CVPR 2015poster

Variations in the appearance of a tracked object, such as changes in geometry/photometry, camera viewpoint, illumination, or partial occlusion, pose a major challenge to object tracking. Here, we adopt cognitive psychology principles to design a flexible representation that can adapt to changes in o…

Cited by 770SourcePDFScholar