Recent trends in task and motion planning for robotics: A survey

H Guo, F Wu, Y Qin, R Li, K Li, K Li - ACM Computing Surveys, 2023 - dl.acm.org
Autonomous robots are increasingly served in real-world unstructured human environments
with complex long-horizon tasks, such as restaurant serving and office delivery. Task and …

Behavior trees in robot control systems

P Ögren, CI Sprague - Annual Review of Control, Robotics, and …, 2022 - annualreviews.org
In this article, we provide a control-theoretic perspective on the research area of behavior
trees in robotics. The key idea underlying behavior trees is to make use of modularity …

[HTML][HTML] Analyzing scenario criticality and rider's intervention behavior during high-level autonomous driving: A VR-enabled approach and empirical insights

Z Xu, N Zheng, Y Lv, Y Fang, HL Vu - Transportation research part C …, 2024 - Elsevier
The safety of autonomous driving systems (ADS) has been attracting extensive attentions of
research and practice worldwide. One major concern on the existing ADS is the failure to …

Behavior trees and state machines in robotics applications

R Ghzouli, T Berger, EB Johnsen… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Autonomous robots combine skills to form increasingly complex behaviors, called missions.
While skills are often programmed at a relatively low abstraction level, their coordination is …

On the programming effort required to generate Behavior Trees and Finite State Machines for robotic applications

M Iovino, J Förster, P Falco, JJ Chung… - … on Robotics and …, 2023 - ieeexplore.ieee.org
In this paper we provide a practical demonstration of how the modularity in a Behavior Tree
(BT) decreases the effort in programming a robot task when compared to a Finite State …

Llm-mars: Large language model for behavior tree generation and nlp-enhanced dialogue in multi-agent robot systems

A Lykov, M Dronova, N Naglov, M Litvinov… - arXiv preprint arXiv …, 2023 - arxiv.org
This paper introduces LLM-MARS, first technology that utilizes a Large Language Model
based Artificial Intelligence for Multi-Agent Robot Systems. LLM-MARS enables dynamic …

Handling concurrency in behavior trees

M Colledanchise, L Natale - IEEE Transactions on Robotics, 2021 - ieeexplore.ieee.org
This article addresses the concurrency issues affecting behavior trees (BTs), a popular tool
to model the behaviors of autonomous agents in the video game and the robotics industry …

Integration of Large Language Models within Cognitive Architectures for Autonomous Robots

MÁ González-Santamarta, FJ Rodríguez-Lera… - arXiv preprint arXiv …, 2023 - arxiv.org
The usage of Large Language Models (LLMs) has increased recently, not only due to the
significant improvements in their accuracy but also because of the use of the quantization …

Enhancing autonomous door traversal for mobile manipulators using behavior trees

K Thamrongaphichartkul, S Vongbunyong - IEEE Access, 2024 - ieeexplore.ieee.org
Door-traversal research has been intensively studied. The challenge of the door traversal
problem is derived from the requirement of the mobile manipulator robot to regulate the …

[HTML][HTML] Merlin2: Machined ros 2 planing

MÁ González-Santmarta, FJ Rodríguez-Lera… - Software Impacts, 2023 - Elsevier
Any service robot should be able to make decisions and schedule tasks to reach predefined
goals such as opening a door or assisting users at home. However, these processes are not …