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Jonathan Styrud

5 accepted papers

2025

Automatic Behavior Tree Expansion with LLMs for Robotic Manipulation

ICRA 2025

Robotic systems for manipulation tasks are increasingly expected to be easy to configure for new tasks or unpredictable environments, while keeping a transparent policy that is readable and verifiable by humans. We propose the method BEhavior TRee eXPansion with Large Language Models (BETR-XP-LLM) t

Cited by 20SourceScholar
2024

BeBOP - Combining Reactive Planning and Bayesian Optimization to Solve Robotic Manipulation Tasks

ICRA 2024poster

Robotic systems for manipulation tasks are increasingly expected to be easy to configure for new tasks. While in the past, robot programs were often written statically and tuned manually, the current, faster transition times call for robust, modular and interpretable solutions that also allow a robo…

Cited by 10SourcecodeScholar
2022

Combining Planning and Learning of Behavior Trees for Robotic Assembly

ICRA 2022poster

Industrial robots can solve tasks in controlled environments, but modern applications require robots able to operate also in unpredictable surroundings. An increasingly popular reactive policy architecture in robotics is Behavior Trees (BTs) but as other architectures, programming time drives cost a…

Cited by 53SourcecodeScholar
2021

Learning Behavior Trees with Genetic Programming in Unpredictable Environments

ICRA 2021poster

Modern industrial applications require robots to operate in unpredictable environments, and programs to be created with a minimal effort, to accommodate frequent changes to the task. Here, we show that genetic programming can be effectively used to learn the structure of a behavior tree (BT) to solv…

Cited by 61SourceScholar
2018

Modeling Speed-, Load-, and Position-Dependent Friction Effects in Strain Wave Gears

ICRA 2018poster

Strain wave gears are frequently used in small and medium size industrial robots. In order to describe and quantify friction effects in gearboxes of such type, a structurally simple, yet powerful model is proposed taking into account both speed-and load-dependent friction effects. Moreover, position…

Cited by 35SourceScholar