Safe planning in dynamic environments using conformal prediction
L Lindemann, M Cleaveland, G Shim… - IEEE Robotics and …, 2023 - ieeexplore.ieee.org
We propose a framework for planning in unknown dynamic environments with probabilistic
safety guarantees using conformal prediction. Particularly, we design a model predictive …
safety guarantees using conformal prediction. Particularly, we design a model predictive …
Formal synthesis of controllers for safety-critical autonomous systems: Developments and challenges
In recent years, formal methods have been extensively used in the design of autonomous
systems. By employing mathematically rigorous techniques, formal methods can provide …
systems. By employing mathematically rigorous techniques, formal methods can provide …
Adaptive conformal prediction for motion planning among dynamic agents
This paper proposes an algorithm for motion planning among dynamic agents using
adaptive conformal prediction. We consider a deterministic control system and use trajectory …
adaptive conformal prediction. We consider a deterministic control system and use trajectory …
Targeted adversarial attacks against neural network trajectory predictors
Trajectory prediction is an integral component of modern autonomous systems as it allows
for envisioning future intentions of nearby moving agents. Due to the lack of other agents' …
for envisioning future intentions of nearby moving agents. Due to the lack of other agents' …
[PDF][PDF] Signal temporal logic control synthesis among uncontrollable dynamic agents with conformal prediction
The control of dynamical systems under temporal logic specifications among uncontrollable
dynamic agents is challenging due to the agents'a-priori unknown behavior. Existing works …
dynamic agents is challenging due to the agents'a-priori unknown behavior. Existing works …
Resilient temporal logic planning in the presence of robot failures
S Kalluraya, GJ Pappas… - 2023 62nd IEEE …, 2023 - ieeexplore.ieee.org
Several task and motion planning algorithms have been proposed recently to design paths
for mobile robot teams with collaborative high-level missions specified using formal …
for mobile robot teams with collaborative high-level missions specified using formal …
Resilient and Adaptive Replanning for Multi-Robot Target Tracking with Sensing and Communication Danger Zones
Multi-robot collaboration for target tracking presents significant challenges in hazardous
environments, including addressing robot failures, dynamic priority changes, and other …
environments, including addressing robot failures, dynamic priority changes, and other …
Fast Motion Planning in Dynamic Environments With Extended Predicate-Based Temporal Logic
Formal languages effectively outline robots' task specifications, yet current temporal logic
struggles to balance semantic expression with solution speed. To address this challenge …
struggles to balance semantic expression with solution speed. To address this challenge …
Deep Learning-Based Path Planning Under Co-Safe Temporal Logic Specifications
K Lee, K Cho - IEEE Access, 2024 - ieeexplore.ieee.org
This paper introduces an innovative deep learning framework for robotic path planning. This
framework addresses two fundamental challenges:(1) integration of mission specifications …
framework addresses two fundamental challenges:(1) integration of mission specifications …
Minimum-Violation Temporal Logic Planning for Heterogeneous Robots under Robot Skill Failures
S Kalluraya, B Zhou, Y Kantaros - arXiv preprint arXiv:2410.17188, 2024 - arxiv.org
In this paper, we consider teams of robots with heterogeneous skills (eg, sensing and
manipulation) tasked with collaborative missions described by Linear Temporal Logic (LTL) …
manipulation) tasked with collaborative missions described by Linear Temporal Logic (LTL) …