Tom Verstraten
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Recent Grants
Grant: Close
Nieuwe elastisch-redundante actuatieconcepten voor verbeterde energie-efficiëntie
Open Date: 2020-01-01
Close Date: 2020-12-31
Grant: Close
Nieuwe elastisch-redundante actuatieconcepten voor verbeterde energie-efficiëntie
Open Date: 2018-10-01
Close Date: 2021-09-30
Grant: Close
Feedback control of a muscle-like actuator
Open Date: 2018-10-01
Close Date: 2019-06-01
Grant: Close
e-VALVAS: Nieuwe actuatieparadigma's met hoge efficiëntie voor variabele belastingen bij variabele snelheden
Open Date: 2015-10-01
Close Date: 2017-09-30
Grant: Close
e-VALVAS: Nieuwe actuatieparadigma's met hoge efficiëntie voor variabele belasting bij variabele snelheid
Open Date: 2013-10-01
Close Date: 2015-09-30
Articles (26)
Minimizing torque requirements in robotic manipulation through elastic elements optimization in a physics engine
The increasing number of robots and the rising cost of electricity have spurred research into energy-reducing concepts in robotics. One such concept, elastic actuation, introduces compliant elements such as springs into the robot structure. This article presents a comparative analysis between two types of elastic actuation, namely, monoarticular parallel elastic actuation and biarticular parallel elastic actuation, and demonstrates an end-to-end pipeline for their optimization. Starting from the real-world system identification of an RRR robotic arm, we calibrate a simulation model in a general-purpose physics engine and employ in silico evolutionary optimization to co-optimize spring configurations and trajectories for a pick-and-place task. Finally, we successfully transfer the in silico optimized elastic elements and trajectory to the real-world prototype. Our results substantiate the ability of elastic actuation to reduce the actuators’ torque requirements heavily. In contrast to previous work, we highlight the superior performance of the biarticular variant over the monoarticular configuration. Furthermore, we show that a combination of both proves most effective. This work provides valuable insights into the torque-reducing use of elastic actuation and demonstrates an actuator-invariant in silico optimization methodology capable of bridging the sim2real gap.
Year:
2024
Collaborators (32)
Joost Brancart
Vrije Universiteit Brussel
Muhammad Usman
Vrije Universiteit Brussel
Glenn Mathijssen
Vrije Universiteit Brussel
Ilias El Makrini
Vrije Universiteit Brussel
Kevin Langlois
Vrije Universiteit Brussel
Bram Vanderborght
Professor at Vrije Universiteit Brussel
Vrije Universiteit Brussel
Sander De Bock
Vrije Universiteit Brussel
Bruno Tassignon
Tenure Track Assistant Professor
Hasselt University
María Díaz
Vrije Universiteit Brussel
Louis Flynn
Vrije Universiteit Brussel
Dirk Lefeber
Vrije Universiteit Brussel
Gaoyuan Liu
Vrije Universiteit Brussel
Maitane Berecibar
Vrije Universiteit Brussel
Marco Rossini
Vrije Universiteit Brussel
Sylvie De Raedt
Vrije Universiteit Brussel
John Lataire
Vrije Universiteit Brussel
Christopher van Vlerken
Vrije Universiteit Brussel
Ahmad Mashayekhi
Vrije Universiteit Brussel
Felipe Ballen-Moreno
Vrije Universiteit Brussel
Zhanwei Wang
Vrije Universiteit Brussel
Philipp Beckerle
Full Professor
Friedrich-Alexander Universität Erlangen-Nürnberg
Thierry Hubert
Vrije Universiteit Brussel
Reinhard Claeys
Vrije Universiteit Brussel
Francis wyffels
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Amin Khorasani
Vrije Universiteit Brussel
Hendrik Vansompel
Ghent University
Hoang-Long Cao
Vrije Universiteit Brussel
Mahyar Firouzi
Vrije Universiteit Brussel
Md Sazzad Hosen
Vrije Universiteit Brussel
Arnau Dillen
Vrije Universiteit Brussel
Maxime Marchal
Vrije Universiteit Brussel
Pasquale Ferrentino
Vrije Universiteit Brussel

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