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Published in: The International Journal of Advanced Manufacturing Technology 3/2020

23-05-2020 | ORIGINAL ARTICLE

A conceptual framework to evaluate human-robot collaboration

Authors: Riccardo Gervasi, Luca Mastrogiacomo, Fiorenzo Franceschini

Published in: The International Journal of Advanced Manufacturing Technology | Issue 3/2020

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Abstract

Human-Robot Collaboration (HRC) is a form of direct interaction between humans and robots. The objective of this type of interaction is to perform a task by combining the skills of both humans and robots. HRC is characterized by several aspects, related both to robots and humans. Many works have focused on the study of specific aspects related to HRC, e.g., safety, task organization. However, a major issue is to find a general framework to evaluate the collaboration between humans and robots considering all the aspects of the interaction. The goals of this paper are the following: (i) highlighting the different latent dimensions that characterize the HRC problem and (ii) constructing a conceptual framework to evaluate and compare different HRC configuration profiles. The description of the methodology is supported by some practical examples.

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Appendix
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Literature
3.
go back to reference Aliev K, Antonelli D (2019) Analysis of cooperative industrial task execution by mobile and manipulator robots. In: Trojanowska J, Ciszak O, Machado JM, Pavlenko I (eds) Advances in manufacturing II. Springer International Publishing, Cham, pp 248–260 Aliev K, Antonelli D (2019) Analysis of cooperative industrial task execution by mobile and manipulator robots. In: Trojanowska J, Ciszak O, Machado JM, Pavlenko I (eds) Advances in manufacturing II. Springer International Publishing, Cham, pp 248–260
4.
go back to reference Arai T, Kato R, Fujita M (2010) Assessment of operator stress induced by robot collaboration in assembly. CIRP Ann 59(1):5–8CrossRef Arai T, Kato R, Fujita M (2010) Assessment of operator stress induced by robot collaboration in assembly. CIRP Ann 59(1):5–8CrossRef
6.
go back to reference Astrom KJ, Wittenmark B (1994) Adaptive control, 2nd edn. Addison-Wesley Longman Publishing Co., Inc., BostonMATH Astrom KJ, Wittenmark B (1994) Adaptive control, 2nd edn. Addison-Wesley Longman Publishing Co., Inc., BostonMATH
7.
go back to reference Bandari YK, Williams SW, Ding J, Martina F (2015) Additive manufacture of large structures: robotic or cnc systems?. In: Proceedings of the 26th international solid freeform fabrication symposium, Austin, TX, USA, pp 12–14 Bandari YK, Williams SW, Ding J, Martina F (2015) Additive manufacture of large structures: robotic or cnc systems?. In: Proceedings of the 26th international solid freeform fabrication symposium, Austin, TX, USA, pp 12–14
11.
go back to reference Biggs G, MacDonald B (2003) A survey of robot programming systems. In: Proceedings of the Australasian conference on robotics and automation, pp 1–3 Biggs G, MacDonald B (2003) A survey of robot programming systems. In: Proceedings of the Australasian conference on robotics and automation, pp 1–3
13.
go back to reference Bradshaw JM, Feltovich PJ, Jung H, Kulkarni S, Taysom W, Uszok A (2004) Dimensions of adjustable autonomy and mixed-initiative interaction. In: Nickles M, Rovatsos M, Weiss G (eds) Agents and computational autonomy, lecture notes in computer science. Springer, Berlin , pp 17–39 Bradshaw JM, Feltovich PJ, Jung H, Kulkarni S, Taysom W, Uszok A (2004) Dimensions of adjustable autonomy and mixed-initiative interaction. In: Nickles M, Rovatsos M, Weiss G (eds) Agents and computational autonomy, lecture notes in computer science. Springer, Berlin , pp 17–39
14.
go back to reference Bröhl C, Nelles J, Brandl C, Mertens A, Schlick CM (2016) TAM reloaded: a technology acceptance model for human-robot cooperation in production systems. In: Stephanidis C (ed) HCI international 2016 – Posters’ Extended Abstracts, vol 617. Springer International Publishing, Cham, pp 97–103 Bröhl C, Nelles J, Brandl C, Mertens A, Schlick CM (2016) TAM reloaded: a technology acceptance model for human-robot cooperation in production systems. In: Stephanidis C (ed) HCI international 2016 – Posters’ Extended Abstracts, vol 617. Springer International Publishing, Cham, pp 97–103
15.
go back to reference Brooke J (1996) SUS - a quick and dirty usability scale. In: Jordan P, Thomas B, Weerdmeester B, McClelland I (eds) Usability evaluation in industry, chap. 21. CRC Press, London, pp 189–194 Brooke J (1996) SUS - a quick and dirty usability scale. In: Jordan P, Thomas B, Weerdmeester B, McClelland I (eds) Usability evaluation in industry, chap. 21. CRC Press, London, pp 189–194
16.
go back to reference Bruno G, Antonelli D (2018) Dynamic task classification and assignment for the management of human-robot collaborative teams in workcells. Int J Adv Manufact Technol 98(9-12):2415–2427CrossRef Bruno G, Antonelli D (2018) Dynamic task classification and assignment for the management of human-robot collaborative teams in workcells. Int J Adv Manufact Technol 98(9-12):2415–2427CrossRef
17.
go back to reference BS 4778-3.1:1991: Quality vocabulary. availability, reliability and maintainability terms. Guide to concepts and related definitions. Standard BS 4778-3.1:1991, British Standards Institution, London, UK (1991) BS 4778-3.1:1991: Quality vocabulary. availability, reliability and maintainability terms. Guide to concepts and related definitions. Standard BS 4778-3.1:1991, British Standards Institution, London, UK (1991)
18.
go back to reference BS 8611:2016: Robots and robotic devices. guide to the ethical design and application of robots and robotic systems. Standard BS 8611:2016, British Standards Institution, London, UK (2016) BS 8611:2016: Robots and robotic devices. guide to the ethical design and application of robots and robotic systems. Standard BS 8611:2016, British Standards Institution, London, UK (2016)
19.
go back to reference Campana JR, Quaresma M (2017) The importance of specific usability guidelines for robot user interfaces. In: Marcus A, Wang W (eds) Design, user experience, and usability: designing pleasurable experiences, lecture notes in computer science. Springer International Publishing, Cham, pp 471–483. https://doi.org/10.1007/978-3-319-58637-3_37 Campana JR, Quaresma M (2017) The importance of specific usability guidelines for robot user interfaces. In: Marcus A, Wang W (eds) Design, user experience, and usability: designing pleasurable experiences, lecture notes in computer science. Springer International Publishing, Cham, pp 471–483. https://​doi.​org/​10.​1007/​978-3-319-58637-3_​37
20.
go back to reference Charalambous G, Fletcher S, Webb P (2015) Identifying the key organisational human factors for introducing human-robot collaboration in industry: an exploratory study. Int J Adv Manufact Technol 81(9-12):2143–2155CrossRef Charalambous G, Fletcher S, Webb P (2015) Identifying the key organisational human factors for introducing human-robot collaboration in industry: an exploratory study. Int J Adv Manufact Technol 81(9-12):2143–2155CrossRef
21.
go back to reference Charalambous G, Fletcher S, Webb P (2016) The development of a scale to evaluate trust in industrial human-robot collaboration. International Journal of Social Robotics 8(2):193–209CrossRef Charalambous G, Fletcher S, Webb P (2016) The development of a scale to evaluate trust in industrial human-robot collaboration. International Journal of Social Robotics 8(2):193–209CrossRef
22.
go back to reference Charalambous G, Fletcher SR, Webb P (2017) The development of a human factors readiness level tool for implementing industrial human-robot collaboration. Int J Adv Manufact Technol 91(5-8):2465–2475CrossRef Charalambous G, Fletcher SR, Webb P (2017) The development of a human factors readiness level tool for implementing industrial human-robot collaboration. Int J Adv Manufact Technol 91(5-8):2465–2475CrossRef
23.
go back to reference Colgate JE, Wannasuphoprasit W, Peshkin MA (1996) Cobots: robots for collaboration with human operators. In: Proceedings of the 1996 ASME dynamic systems and control division, DSC, 1996-8, vol 58. ASME, New York, pp 433–439 Colgate JE, Wannasuphoprasit W, Peshkin MA (1996) Cobots: robots for collaboration with human operators. In: Proceedings of the 1996 ASME dynamic systems and control division, DSC, 1996-8, vol 58. ASME, New York, pp 433–439
28.
go back to reference Dubowsky S, Genot F, Godding S, Kozono H, Skwersky A, Yu H, Yu LS (2000) PAMM- a robotic aid to the elderly for mobility assistance and monitoring: a helping-hand for the elderly. In: Proceedings 2000 ICRA. Millennium Conference. IEEE International conference on robotics and automation. Symposia Proceedings (Cat. No.00CH37065), vol 1. IEEE, pp 570–576. https://doi.org/10.1109/ROBOT.2000.844114 Dubowsky S, Genot F, Godding S, Kozono H, Skwersky A, Yu H, Yu LS (2000) PAMM- a robotic aid to the elderly for mobility assistance and monitoring: a helping-hand for the elderly. In: Proceedings 2000 ICRA. Millennium Conference. IEEE International conference on robotics and automation. Symposia Proceedings (Cat. No.00CH37065), vol 1. IEEE, pp 570–576. https://​doi.​org/​10.​1109/​ROBOT.​2000.​844114
29.
go back to reference Eimontaite I, Gwilt I, Cameron D, Aitken JM, Rolph J, Mokaram S, Law J (2019) Language-free graphical signage improves human performance and reduces anxiety when working collaboratively with robots. Int J Adv Manufact Technol 100(1-4):55–73CrossRef Eimontaite I, Gwilt I, Cameron D, Aitken JM, Rolph J, Mokaram S, Law J (2019) Language-free graphical signage improves human performance and reduces anxiety when working collaboratively with robots. Int J Adv Manufact Technol 100(1-4):55–73CrossRef
33.
go back to reference Gervasi R, Mastrogiacomo L, Franceschini F (2019) Towards the definition of a human-robot collaboration scale. In: Bini M, Amenta P, D’Ambra A, Camminatiello I (eds) Statistical methods for service quality evaluation - book of short papers of IES 2019, Rome, Italy, July 4-5. Cuzzolin, Italy, pp 75–80 Gervasi R, Mastrogiacomo L, Franceschini F (2019) Towards the definition of a human-robot collaboration scale. In: Bini M, Amenta P, D’Ambra A, Camminatiello I (eds) Statistical methods for service quality evaluation - book of short papers of IES 2019, Rome, Italy, July 4-5. Cuzzolin, Italy, pp 75–80
34.
go back to reference Goodrich MA, Schultz AC (2007) Human-robot interaction: a survey Foundations and trends in human-computer interaction, vol 1. Now, BostonCrossRef Goodrich MA, Schultz AC (2007) Human-robot interaction: a survey Foundations and trends in human-computer interaction, vol 1. Now, BostonCrossRef
38.
44.
go back to reference Kozar O (2010) Towards better group work: seeing the difference between cooperation and collaboration. In: English teaching forum. ERIC, vol 48, pp 16–23 Kozar O (2010) Towards better group work: seeing the difference between cooperation and collaboration. In: English teaching forum. ERIC, vol 48, pp 16–23
45.
go back to reference Kragic D, Gustafson J, Karaoguz H, Jensfelt P, Krug R (2018) Interactive, collaborative robots: challenges and opportunities. In: Proceedings of the twenty-seventh international joint conference on artificial intelligence. International Joint Conferences on Artificial Intelligence Organization, Stockholm, pp 18–25 Kragic D, Gustafson J, Karaoguz H, Jensfelt P, Krug R (2018) Interactive, collaborative robots: challenges and opportunities. In: Proceedings of the twenty-seventh international joint conference on artificial intelligence. International Joint Conferences on Artificial Intelligence Organization, Stockholm, pp 18–25
50.
go back to reference Kurose JF, Ross KW (2013) Computer networking: a top-down approach, 6th edn. Addison-Wesley, Upper Saddle River Kurose JF, Ross KW (2013) Computer networking: a top-down approach, 6th edn. Addison-Wesley, Upper Saddle River
51.
go back to reference Lindblom J, Wang W (2018) Towards an evaluation framework of safety, trust, and operator experience in different demonstrators of human-robot collaboration. In: Case K, Thorvald P (eds) Advances in manufacturing technology XXXII, No 8. IOS Press, pp 145–150. https://doi.org/10.3233/978-1-61499-902-7-145 Lindblom J, Wang W (2018) Towards an evaluation framework of safety, trust, and operator experience in different demonstrators of human-robot collaboration. In: Case K, Thorvald P (eds) Advances in manufacturing technology XXXII, No 8. IOS Press, pp 145–150. https://​doi.​org/​10.​3233/​978-1-61499-902-7-145
53.
go back to reference Mateus JC, Claeys D, Limère V, Cottyn J, Aghezzaf EH (2019) A structured methodology for the design of a human-robot collaborative assembly workplace. The International Journal of Advanced Manufacturing Technology 102(5-8):2663–2681CrossRef Mateus JC, Claeys D, Limère V, Cottyn J, Aghezzaf EH (2019) A structured methodology for the design of a human-robot collaborative assembly workplace. The International Journal of Advanced Manufacturing Technology 102(5-8):2663–2681CrossRef
54.
go back to reference Maurtua I, Ibarguren A, Kildal J, Susperregi L, Sierra B (2017) Human-robot collaboration in industrial applications: safety, interaction and trust. Int J Adv Robot Syst 14(4):1–10. 10.1177/1729881417716010CrossRef Maurtua I, Ibarguren A, Kildal J, Susperregi L, Sierra B (2017) Human-robot collaboration in industrial applications: safety, interaction and trust. Int J Adv Robot Syst 14(4):1–10. 10.1177/1729881417716010CrossRef
55.
go back to reference McInnerney JM, Roberts TS (2004) Collaborative or cooperative learning? In: Roberts TS (ed) Online collaborative learning: theory and practice, chap. 10. Information Science Publishing, Hershey, pp 203–214 McInnerney JM, Roberts TS (2004) Collaborative or cooperative learning? In: Roberts TS (ed) Online collaborative learning: theory and practice, chap. 10. Information Science Publishing, Hershey, pp 203–214
56.
go back to reference Nelles J, Kwee-Meier ST, Mertens A (2019) Evaluation metrics regarding human well-being and system performance in human-robot interaction – a literature review. In: Bagnara S, Tartaglia R, Albolino S, Alexander T, Fujita Y (eds) Proceedings of the 20th congress of the international ergonomics association (IEA 2018), vol. 825. Springer International Publishing, Cham, pp 124–135 Nelles J, Kwee-Meier ST, Mertens A (2019) Evaluation metrics regarding human well-being and system performance in human-robot interaction – a literature review. In: Bagnara S, Tartaglia R, Albolino S, Alexander T, Fujita Y (eds) Proceedings of the 20th congress of the international ergonomics association (IEA 2018), vol. 825. Springer International Publishing, Cham, pp 124–135
57.
go back to reference Neto P, Simão M, Mendes N, Safeea M (2019) Gesture-based human-robot interaction for human assistance in manufacturing. The International Journal of Advanced Manufacturing Technology 101(1-4):119–135CrossRef Neto P, Simão M, Mendes N, Safeea M (2019) Gesture-based human-robot interaction for human assistance in manufacturing. The International Journal of Advanced Manufacturing Technology 101(1-4):119–135CrossRef
59.
go back to reference Papanastasiou S, Kousi N, Karagiannis P, Gkournelos C, Papavasileiou A, Dimoulas K, Baris K, Koukas S, Michalos G, Makris S (2019) Towards seamless human robot collaboration: integrating multimodal interaction. The International Journal of Advanced Manufacturing Technology Papanastasiou S, Kousi N, Karagiannis P, Gkournelos C, Papavasileiou A, Dimoulas K, Baris K, Koukas S, Michalos G, Makris S (2019) Towards seamless human robot collaboration: integrating multimodal interaction. The International Journal of Advanced Manufacturing Technology
63.
go back to reference Rethink Robotics: (2020). urlhttps://www.rethinkrobotics.com/ Rethink Robotics: (2020). urlhttps://​www.​rethinkrobotics.​com/​
64.
go back to reference Roschelle J, Teasley SD (1995) The construction of shared knowledge in collaborative problem solving. In: O’Malley C (ed) Computer supported collaborative learning. Springer, Berlin, pp 69–97 Roschelle J, Teasley SD (1995) The construction of shared knowledge in collaborative problem solving. In: O’Malley C (ed) Computer supported collaborative learning. Springer, Berlin, pp 69–97
65.
go back to reference Rozo L, Calinon S, Caldwell DG, Jimenez P, Torras C (2016) Learning physical collaborative robot behaviors from human demonstrations. IEEE Trans Robot 32(3):513–527CrossRef Rozo L, Calinon S, Caldwell DG, Jimenez P, Torras C (2016) Learning physical collaborative robot behaviors from human demonstrations. IEEE Trans Robot 32(3):513–527CrossRef
66.
go back to reference Sauppè A, Mutlu B (2015) The social impact of a robot co-worker in industrial settings. In: Proceedings of the 33rd annual ACM conference on human factors in computing systems - CHI ’15. ACM Press, Seoul, pp 3613–3622 Sauppè A, Mutlu B (2015) The social impact of a robot co-worker in industrial settings. In: Proceedings of the 33rd annual ACM conference on human factors in computing systems - CHI ’15. ACM Press, Seoul, pp 3613–3622
70.
go back to reference Sheridan TB, Verplank WL (1978) Human and computer control of undersea teleoperators. Tech. rep. Massachusetts Institute of Technology Cambridge Man-Machine Systems Lab Sheridan TB, Verplank WL (1978) Human and computer control of undersea teleoperators. Tech. rep. Massachusetts Institute of Technology Cambridge Man-Machine Systems Lab
71.
go back to reference Smith KA (1995) Cooperative learning: effective teamwork for engineering classrooms. In: Proceedings frontiers in education 1995 25th annual conference. Engineering Education for the 21st Century, vol 1. IEEE, pp 2b5.13–2b5.18 Smith KA (1995) Cooperative learning: effective teamwork for engineering classrooms. In: Proceedings frontiers in education 1995 25th annual conference. Engineering Education for the 21st Century, vol 1. IEEE, pp 2b5.13–2b5.18
74.
go back to reference Tan JTC, Duan F, Zhang Y, Watanabe K, Kato R, Arai T (2009) Human-robot collaboration in cellular manufacturing: design and development. In: 2009 IEEE/RSJ international conference on intelligent robots and systems. IEEE, St. Louis, pp 29–34 Tan JTC, Duan F, Zhang Y, Watanabe K, Kato R, Arai T (2009) Human-robot collaboration in cellular manufacturing: design and development. In: 2009 IEEE/RSJ international conference on intelligent robots and systems. IEEE, St. Louis, pp 29–34
76.
go back to reference Tsarouchi P, Makris S, Chryssolouris G (2016) Human-robot interaction review and challenges on task planning and programming. Int J Comput Integr Manuf 29(8):916–931CrossRef Tsarouchi P, Makris S, Chryssolouris G (2016) Human-robot interaction review and challenges on task planning and programming. Int J Comput Integr Manuf 29(8):916–931CrossRef
80.
go back to reference Veruggio G (2006) The EURON roboethics roadmap. In: 2006 6Th IEEE-RAS international conference on humanoid robots. IEEE, University of Genova, Genova, pp 612–617 Veruggio G (2006) The EURON roboethics roadmap. In: 2006 6Th IEEE-RAS international conference on humanoid robots. IEEE, University of Genova, Genova, pp 612–617
82.
go back to reference Wang P, Zhang S, Bai X, Billinghurst M, He W, Sun M, Chen Y, Lv H, Ji H (2019) 2.5DHANDS: a gesture-based MR remote collaborative platform. The International Journal of Advanced Manufacturing Technology 102(5-8):1339–1353CrossRef Wang P, Zhang S, Bai X, Billinghurst M, He W, Sun M, Chen Y, Lv H, Ji H (2019) 2.5DHANDS: a gesture-based MR remote collaborative platform. The International Journal of Advanced Manufacturing Technology 102(5-8):1339–1353CrossRef
83.
go back to reference Wang Y, Zhang F (eds) (2017) Trends in control and decision-making for human–robot collaboration systems. Springer International Publishing, Cham Wang Y, Zhang F (eds) (2017) Trends in control and decision-making for human–robot collaboration systems. Springer International Publishing, Cham
Metadata
Title
A conceptual framework to evaluate human-robot collaboration
Authors
Riccardo Gervasi
Luca Mastrogiacomo
Fiorenzo Franceschini
Publication date
23-05-2020
Publisher
Springer London
Published in
The International Journal of Advanced Manufacturing Technology / Issue 3/2020
Print ISSN: 0268-3768
Electronic ISSN: 1433-3015
DOI
https://doi.org/10.1007/s00170-020-05363-1

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