Towards a Unified Framework for Software-Hardware Integration in Evolutionary Robotics

The discrepancy between simulated and hardware experiments, the reality gap, is a challenge in evolutionary robotics. While strategies have been proposed to address this gap in fixed-body robots, they are not viable when dealing with populations and generations where the body is in constant change....

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Vydáno v:Robotics (Basel) Ročník 13; číslo 11; s. 157
Hlavní autoři: Buchanan, Edgar, Le Goff, Léni, Hale, Matthew, Hart, Emma, Eiben, Agoston, De Carlo, Matteo, Angus, Mike, Woolley, Robert, Timmis, Jon, Winfield, Alan, Tyrrell, Andy
Médium: Journal Article
Jazyk:angličtina
Vydáno: Basel MDPI AG 01.11.2024
Témata:
Analysis
Automation
Continuous production
Design and construction
Evolution
evolution of things
evolutionary robotics
Experiments
Feedback
Friction
Hardware
Industrial robots
Manufacturing
Mechanization
Morphology
reality gap
Robotics
Robots
Simulation
software-hardware synergy
United Kingdom
ISSN:2218-6581, 2218-6581
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Abstract The discrepancy between simulated and hardware experiments, the reality gap, is a challenge in evolutionary robotics. While strategies have been proposed to address this gap in fixed-body robots, they are not viable when dealing with populations and generations where the body is in constant change. The continual evolution of body designs necessitates the manufacturing of new robotic structures, a process that can be time-consuming if carried out manually. Moreover, the increased manufacturing time not only prolongs hardware experimental durations but also disrupts the synergy between hardware and simulated experiments. Failure to effectively manage these challenges could impede the implementation of evolutionary robotics in real-life environments. The Autonomous Robot Evolution project presents a framework to tackle these challenges through a case study. This paper describes the main three contributions of this work: Firstly, it analyses the different reality gap experienced by each different robot or the heterogenous reality gap. Secondly, it emphasizes the importance of automation in robot manufacturing. And thirdly, it highlights the necessity of a framework to orchestrate the synergy between simulated and hardware experiments. In the long term, integrating these contributions into evolutionary robotics is envisioned to enable the continuous production of robots in real-world environments.
AbstractList The discrepancy between simulated and hardware experiments, the reality gap, is a challenge in evolutionary robotics. While strategies have been proposed to address this gap in fixed-body robots, they are not viable when dealing with populations and generations where the body is in constant change. The continual evolution of body designs necessitates the manufacturing of new robotic structures, a process that can be time-consuming if carried out manually. Moreover, the increased manufacturing time not only prolongs hardware experimental durations but also disrupts the synergy between hardware and simulated experiments. Failure to effectively manage these challenges could impede the implementation of evolutionary robotics in real-life environments. The Autonomous Robot Evolution project presents a framework to tackle these challenges through a case study. This paper describes the main three contributions of this work: Firstly, it analyses the different reality gap experienced by each different robot or the heterogenous reality gap. Secondly, it emphasizes the importance of automation in robot manufacturing. And thirdly, it highlights the necessity of a framework to orchestrate the synergy between simulated and hardware experiments. In the long term, integrating these contributions into evolutionary robotics is envisioned to enable the continuous production of robots in real-world environments.
Audience Academic
Author Buchanan, Edgar
Timmis, Jon
Le Goff, Léni
Hale, Matthew
Angus, Mike
De Carlo, Matteo
Hart, Emma
Eiben, Agoston
Woolley, Robert
Winfield, Alan
Tyrrell, Andy
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Cites_doi 10.1145/3067695.3082052
10.1371/journal.pone.0128444
10.1038/nature14422
10.1007/978-3-319-16549-3_62
10.1109/TRO.2011.2172702
10.7551/mitpress/2889.001.0001
10.1109/ICES.2014.7008738
10.1145/3638529.3654180
10.1162/ARTL_a_00228
10.3389/frobt.2023.1206055
10.1073/pnas.1910837117
10.7551/mitpress/8493.001.0001
10.1007/3-540-59496-5_337
10.3389/frobt.2021.699814
10.1145/2493883
10.1038/s41598-023-32106-5
10.1109/WI-IAT.2014.132
10.1177/1059712303113003
10.1038/35023115
10.3389/frobt.2022.797393
10.1109/TEVC.2023.3327459
10.1145/3067695.3075616
10.1109/ICRA.2019.8793789
10.1109/LRA.2017.2716418
10.1162/978-0-262-32621-6-ch022
10.1162/EVCO_a_00172
10.1007/978-3-030-66494-7_2
10.1016/S0921-8890(96)00034-6
10.1162/ARTL_a_00231
10.1109/TEVC.2012.2185849
10.1145/2739480.2754662
10.15607/RSS.2019.XV.028
10.1109/ACCESS.2021.3126658
10.1162/isal_a_00147
10.1109/ICRA.2019.8793802
10.1109/SSCI47803.2020.9308511
10.1109/TEVC.2002.800880
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References Kriegman (ref_10) 2020; 117
Salvato (ref_31) 2021; 9
ref_35
ref_11
ref_33
ref_30
ref_18
Cellucci (ref_32) 2017; 2
ref_17
ref_39
ref_16
Vujovic (ref_34) 2017; 23
ref_38
ref_15
Walker (ref_4) 2003; 11
Bongard (ref_5) 2013; 56
Cliff (ref_19) 1996; 19
Silva (ref_21) 2016; 24
Alba (ref_36) 2002; 6
ref_25
ref_24
Koos (ref_28) 2012; 17
ref_23
ref_22
ref_20
ref_41
ref_40
ref_1
Hiller (ref_14) 2011; 28
ref_3
ref_2
Lipson (ref_13) 2000; 406
ref_29
ref_27
Buchanan (ref_37) 2022; 15
ref_26
ref_8
Cully (ref_12) 2015; 521
ref_7
Jelisavcic (ref_9) 2017; 23
ref_6
References_xml – ident: ref_23
  doi: 10.1145/3067695.3082052
– ident: ref_8
  doi: 10.1371/journal.pone.0128444
– volume: 521
  start-page: 503
  year: 2015
  ident: ref_12
  article-title: Robots that can adapt like animals
  publication-title: Nature
  doi: 10.1038/nature14422
– ident: ref_16
  doi: 10.1007/978-3-319-16549-3_62
– volume: 28
  start-page: 457
  year: 2011
  ident: ref_14
  article-title: Automatic design and manufacture of soft robots
  publication-title: IEEE Trans. Robot.
  doi: 10.1109/TRO.2011.2172702
– ident: ref_3
  doi: 10.7551/mitpress/2889.001.0001
– ident: ref_29
  doi: 10.1109/ICES.2014.7008738
– ident: ref_41
  doi: 10.1145/3638529.3654180
– volume: 23
  start-page: 169
  year: 2017
  ident: ref_34
  article-title: Evolutionary developmental robotics: Improving morphology and control of physical robots
  publication-title: Artif. Life
  doi: 10.1162/ARTL_a_00228
– ident: ref_26
  doi: 10.3389/frobt.2023.1206055
– volume: 117
  start-page: 1853
  year: 2020
  ident: ref_10
  article-title: A scalable pipeline for designing reconfigurable organisms
  publication-title: Proc. Natl. Acad. Sci. USA
  doi: 10.1073/pnas.1910837117
– ident: ref_6
  doi: 10.7551/mitpress/8493.001.0001
– ident: ref_22
  doi: 10.1007/3-540-59496-5_337
– ident: ref_18
  doi: 10.3389/frobt.2021.699814
– volume: 56
  start-page: 74
  year: 2013
  ident: ref_5
  article-title: Evolutionary Robotics
  publication-title: Commun. ACM
  doi: 10.1145/2493883
– ident: ref_27
  doi: 10.1038/s41598-023-32106-5
– ident: ref_40
  doi: 10.1109/WI-IAT.2014.132
– volume: 11
  start-page: 179
  year: 2003
  ident: ref_4
  article-title: Evolving controllers for real robots: A survey of the literature
  publication-title: Adapt. Behav.
  doi: 10.1177/1059712303113003
– volume: 406
  start-page: 974
  year: 2000
  ident: ref_13
  article-title: Automatic design and manufacture of robotic lifeforms
  publication-title: Nature
  doi: 10.1038/35023115
– ident: ref_25
– ident: ref_38
  doi: 10.3389/frobt.2022.797393
– ident: ref_39
  doi: 10.1109/TEVC.2023.3327459
– ident: ref_2
– ident: ref_35
  doi: 10.1145/3067695.3075616
– ident: ref_30
  doi: 10.1109/ICRA.2019.8793789
– volume: 2
  start-page: 1964
  year: 2017
  ident: ref_32
  article-title: 1D printing of recyclable robots
  publication-title: IEEE Robot. Autom. Lett.
  doi: 10.1109/LRA.2017.2716418
– ident: ref_15
  doi: 10.1162/978-0-262-32621-6-ch022
– volume: 24
  start-page: 205
  year: 2016
  ident: ref_21
  article-title: Open issues in evolutionary robotics
  publication-title: Evol. Comput.
  doi: 10.1162/EVCO_a_00172
– ident: ref_1
  doi: 10.1007/978-3-030-66494-7_2
– volume: 19
  start-page: 67
  year: 1996
  ident: ref_19
  article-title: Challenges in evolving controllers for physical robots
  publication-title: Robot. Auton. Syst.
  doi: 10.1016/S0921-8890(96)00034-6
– volume: 23
  start-page: 206
  year: 2017
  ident: ref_9
  article-title: Real-world evolution of robot morphologies: A proof of concept
  publication-title: Artif. Life
  doi: 10.1162/ARTL_a_00231
– volume: 17
  start-page: 122
  year: 2012
  ident: ref_28
  article-title: The transferability approach: Crossing the reality gap in evolutionary robotics
  publication-title: IEEE Trans. Evol. Comput.
  doi: 10.1109/TEVC.2012.2185849
– ident: ref_7
  doi: 10.1145/2739480.2754662
– ident: ref_17
  doi: 10.15607/RSS.2019.XV.028
– volume: 9
  start-page: 153171
  year: 2021
  ident: ref_31
  article-title: Crossing the reality gap: A survey on sim-to-real transferability of robot controllers in reinforcement learning
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2021.3126658
– ident: ref_24
  doi: 10.1162/isal_a_00147
– ident: ref_33
  doi: 10.1109/ICRA.2019.8793802
– ident: ref_11
  doi: 10.1109/SSCI47803.2020.9308511
– ident: ref_20
– volume: 6
  start-page: 443
  year: 2002
  ident: ref_36
  article-title: Parallelism and evolutionary algorithms
  publication-title: IEEE Trans. Evol. Comput.
  doi: 10.1109/TEVC.2002.800880
– volume: 15
  start-page: 507
  year: 2022
  ident: ref_37
  article-title: Morpho evolution with learning using a controller archive as an inheritance mechanism
  publication-title: IEEE Trans. Cogn. Dev. Syst.
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SubjectTerms Analysis
Automation
Continuous production
Design and construction
Evolution
evolution of things
evolutionary robotics
Experiments
Feedback
Friction
Hardware
Industrial robots
Manufacturing
Mechanization
Morphology
reality gap
Robotics
Robots
Simulation
software-hardware synergy
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