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Behavior Trees (BTs) were first conceived in the computer games industry as a tool to model agent behavior, but they received interest also in the robotics community as an alternative policy design to Finite State Machines (FSMs). The…

机器人学 · 计算机科学 2024-05-28 Matteo Iovino , Julian Förster , Pietro Falco , Jen Jen Chung , Roland Siegwart , Christian Smith

Behavior Trees (BTs) were invented as a tool to enable modular AI in computer games, but have received an increasing amount of attention in the robotics community in the last decade. With rising demands on agent AI complexity, game…

机器人学 · 计算机科学 2020-05-14 Matteo Iovino , Edvards Scukins , Jonathan Styrud , Petter Ögren , Christian Smith

In industrial applications Finite State Machines (FSMs) are often used to implement decision making policies for autonomous systems. In recent years, the use of Behavior Trees (BT) as an alternative policy representation has gained…

机器人学 · 计算机科学 2024-03-29 Mattias Hallen , Matteo Iovino , Shiva Sander-Tavallaey , Christian Smith

A Behavior Tree (BT) is a way to structure the switching between different tasks in an autonomous agent, such as a robot or a virtual entity in a computer game. BTs are a very efficient way of creating complex systems that are both modular…

机器人学 · 计算机科学 2022-10-26 Michele Colledanchise , Petter Ögren

In recent years, the model of computation known as Behavior Trees (BT), first developed in the video game industry, has become more popular in the robotics community for defining discrete behavior switching. BTs are threatening to supplant…

机器人学 · 计算机科学 2022-03-11 Joshua M. Zutell , David C. Conner , Philipp Schillinger

Behavior trees (BTs) are an optimally modular framework to assemble hierarchical hybrid control policies from a set of low-level control policies using a tree structure. Many robotic tasks are naturally decomposed into a hierarchy of…

系统与控制 · 电气工程与系统科学 2023-08-21 Christopher Iliffe Sprague , Petter Ögren

Stack-of-Tasks (SoT) control allows a robot to simultaneously fulfill a number of prioritized goals formulated in terms of (in)equality constraints in error space. Since this approach solves a sequence of Quadratic Programs (QP) at each…

Behavior Trees (BTs) offer a powerful paradigm for designing modular and reactive robot controllers. BT planning, an emerging field, provides theoretical guarantees for the automated generation of reliable BTs. However, BT planning…

机器人学 · 计算机科学 2026-03-18 Yishuai Cai , Xinglin Chen , Yunxin Mao , Kun Hu , Minglong Li , Yaodong Yang , Yuanpei Chen

We propose a design for a functional programming language for autonomous agents, built off the ideas and motivations of Behavior Trees (BTs). BTs are a popular model for designing agents behavior in robotics and AI. However, as their growth…

编程语言 · 计算机科学 2024-12-13 Oliver Biggar , Iman Shames

Behavior Trees (BTs) have found a widespread adoption in robotics due to appealing features, their ease of use as a conceptual model of control policies and the availability of software tooling for BT-based design of control software.…

机器人学 · 计算机科学 2025-04-11 Enrico Ghiorzi , Christian Henkel , Matteo Palmas , Michaela Klauck , Armando Tacchella

Robotic assembly tasks remain an open challenge due to their long horizon nature and complex part relations. Behavior trees (BTs) are increasingly used in robot task planning for their modularity and flexibility, but creating them manually…

机器人学 · 计算机科学 2025-06-19 Jicong Ao , Fan Wu , Yansong Wu , Abdalla Swikir , Sami Haddadin

Interpretable policy representations like Behavior Trees (BTs) and Dynamic Motion Primitives (DMPs) enable robot skill transfer from human demonstrations, but each faces limitations: BTs require expert-crafted low-level actions, while DMPs…

机器人学 · 计算机科学 2025-05-14 David Cáceres Domínguez , Erik Schaffernicht , Todor Stoyanov

Multi-robot teams offer possibilities of improved performance and fault tolerance, compared to single robot solutions. In this paper, we show how to realize those possibilities when starting from a single robot system controlled by a…

机器人学 · 计算机科学 2015-02-11 Michele Colledanchise , Alejandro Marzinotto , Dimos V. Dimarogonas , Petter Ögren

Behavior Trees (BT) are becoming increasingly popular in the robotics community. The BT tool is well suited for decision-making applications allowing a robot to perform complex behavior while being explainable to humans as well. Verifying…

机器人学 · 计算机科学 2022-09-29 Matteo Tadiello , Elena Troubitsyna

As complex autonomous robotic systems become more widespread, the need for transparent and reusable Artificial Intelligence (AI) designs becomes more apparent. In this paper we analyse how the principles behind Behavior Trees (BTs), an…

人工智能 · 计算机科学 2021-05-26 Oliver Biggar , Mohammad Zamani , Iman Shames

Behavior Trees constitute a widespread AI tool which has been successfully spun out in robotics. Their advantages include simplicity, modularity, and reusability of code. However, Behavior Trees remain a high-level decision making engine;…

机器人学 · 计算机科学 2020-09-01 Pilar de la Cruz , Justus Piater , Matteo Saveriano

In this paper, we show how a planning algorithm can be used to automatically create and update a Behavior Tree (BT), controlling a robot in a dynamic environment. The planning part of the algorithm is based on the idea of back chaining.…

机器人学 · 计算机科学 2020-07-16 Michele Colledanchise , Diogo Almeida , Petter Ögren

Mass customization and shorter manufacturing cycles are becoming more important among small and medium-sized companies. However, classical industrial robots struggle to cope with product variation and dynamic environments. In this paper, we…

机器人学 · 计算机科学 2024-04-12 Aayush Jain , Philip Long , Valeria Villani , John D. Kelleher , Maria Chiara Leva

Behavior Trees (BTs) have become a popular framework for designing controllers of autonomous agents in the computer game and in the robotics industry. One of the key advantages of BTs lies in their modularity, where independent modules can…

机器人学 · 计算机科学 2021-08-25 Michele Colledanchise , Lorenzo Natale

We introduce a novel framework for automatic behavior tree (BT) construction in heterogeneous multi-robot systems, designed to address the challenges of adaptability and robustness in dynamic environments. Traditional robots are limited by…

机器人学 · 计算机科学 2025-10-14 Chaoran Wang , Jingyuan Sun , Yanhui Zhang , Mingyu Zhang , Changju Wu
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