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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 Machine (FSM). In recent years the way to represent a task…

机器人学 · 计算机科学 2022-09-16 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

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

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

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

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

There is a growing interest in Behavior Trees (BTs) as a tool to describe and implement robot behaviors. BTs were devised in the video game industry and their adoption in robotics resulted in the development of ad-hoc libraries to design…

机器人学 · 计算机科学 2022-06-29 Michele Colledanchise , Lorenzo Natale

Behavior trees (BTs) emerged from video game development as a graphical language for modeling intelligent agent behavior. BTs have several properties which are attractive for modeling medical procedures including human-readability,…

机器人学 · 计算机科学 2018-01-25 Blake Hannaford

In this paper we provide a formal framework for comparing the expressive power of Behavior Trees (BTs) to other action selection architectures. Taking inspiration from the analogous comparisons of structural programming methodologies, we…

人工智能 · 计算机科学 2021-04-19 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

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

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

Autonomous robots combine a variety of skills to form increasingly complex behaviors called missions. While the skills are often programmed at a relatively low level of abstraction, their coordination is architecturally separated and often…

机器人学 · 计算机科学 2020-11-17 Razan Ghzouli , Thorsten Berger , Einar Broch Johnsen , Swaib Dragule , Andrzej Wąsowski

Objective: Effective collaboration between machines and clinicians requires flexible data structures to represent medical processes and clinical practice guidelines. Such a data structure could enable effective turn-taking between human and…

人机交互 · 计算机科学 2018-08-29 Blake Hannaford , Randall Bly , Ian Humphreys , Mark Whipple

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…

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 (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

Behavior Trees (BTs) are high-level controllers that are useful in a variety of planning tasks and are gaining traction in robotic mission planning. As they gain popularity in safety-critical domains, it is important to formalize their…

机器人学 · 计算机科学 2024-11-22 Serena S. Serbinowska , Preston Robinette , Gabor Karsai , Taylor T. Johnson

Behavior Trees are a task switching policy representation that can grant reactiveness and fault tolerance. Moreover, because of their structure and modularity, a variety of methods can be used to generate them automatically. In this short…

机器人学 · 计算机科学 2023-01-18 Matteo Iovino , Christian Smith
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