A human factors-aware assistance system in manufacturing based on gamification and hardware modularisation

References

• Bai, Shurui, Khe F. Hew, and Donn E. Gonda. 2021. “Examining Effects of Different Leaderboards on Students’ Learning Performance, Intrinsic Motivation, and Perception in Gamified Online Learning Setting.” In 2021 IEEE International Conference on Educational Technology (ICET), 36–41. Beijing: IEEE.
   Google Scholar
• Bauernhansl, Thomas, Michael ten Hompel, and Birgit Vogel-Heuser. 2014. Industrie 4.0 in Produktion, Automatisierung Und Logistik. Wiesbaden: Springer Fachmedien Wiesbaden.
   Google Scholar
• Berlin, Cecilia, and Caroline Adams. 2017. Production Ergonomics: Designing Work Systems to Support Optimal Human Performance. London: Ubiquity Press.
   Google Scholar
• Berlin, Cecilia, Matilda W. Bergman, Maral B. Chafi, Ann-Christine Falck, and Roland Örtengren. 2021. “A Systemic Overview of Factors Affecting the Cognitive Performance of Industrial Manual Assembly Workers.” In Proceedings of the 21st Congress of the International Ergonomics Association (IEA 2021): Volume III: Sector Based Ergonomics. Vol. 221, edited by Nancy L. Black, W. P. Neumann, and Ian Noy, 1st ed., 371–381. Springer eBook Collection 221. Cham: Springer International Publishing; Imprint Springer.
   Google Scholar
• Bortolini, Marco, Maurizio Faccio, Mauro Gamberi, and Francesco Pilati. 2020. “Motion Analysis System (MAS) for Production and Ergonomics Assessment in the Manufacturing Processes.” Computers & Industrial Engineering 139: 105485. doi:10.1016/j.cie.2018.10.046.
   Web of Science ®Google Scholar
• Bräuer, Paula, and Athanasios Mazarakis. 2019. “Badges or a Leaderboard? How to Gamify an Augmented Reality Warehouse Setting.” In GamiFIN, edited by Jonna Koivisto and Juho Hamari, 229–240. Levi: CEUR-WS Proceedings.
   Google Scholar
• Brooke, John. 1996. “SUS - A Quick and Dirty Usability Scale.” In Usability Evaluation In Industry, edited by Patrick W. Jordan, B. Thomas, Ian Lyall McClelland, and Bernard Weerdmeester. London: CRC Press.
   Google Scholar
• Buchholz, Victoria, and Stefan Kopp. 2021. “Towards Adaptive Worker Assistance in Monitoring Tasks.” In 2021 IEEE 2nd International Conference on Human-Machine Systems (ICHMS), Magdeburg, 1–4. IEEE.
   Google Scholar
• Büttner, Sebastian, Henrik Mucha, Markus Funk, Thomas Kosch, Mario Aehnelt, Sebastian Robert, and Carsten Röcker. 2017. “The Design Space of Augmented and Virtual Reality Applications for Assistive Environments in Manufacturing.” In Proceedings of the 10th International Conference on PErvasive Technologies Related to Assistive Environments - PETRA ‘17, 433–440. New York: ACM Press.
   Google Scholar
• Chang, M. M. L., A. Y. C. Nee, and S. K. Ong. 2020. “Interactive AR-Assisted Product Disassembly Sequence Planning (ARDIS).” International Journal of Production Research 58 (16): 4916–4931. doi:10.1080/00207543.2020.1730462.
   Web of Science ®Google Scholar
• Deming, William E., and Walter A. Shewhart, eds. 1986. Statistical Method from the Viewpoint of Quality Control. 1. publ., unabridged republ., Graduate School of the Department of Agriculture, Washington, DC, 1939. New York: Dover Publication. http://www.loc.gov/catdir/description/dover032/86016567.html.
   Google Scholar
• Deterding, Sebastian, Desney Tan, Rilla Khaled, and Lennart E. Nacke. 2011. Gamification: Toward a Definition. ACM Digital Library. New York: ACM.
   Google Scholar
• Dolgui, Alexandre, Fabio Sgarbossa, and Marco Simonetto. 2022. “Design and Management of Assembly Systems 4.0: Systematic Literature Review and Research Agenda.” International Journal of Production Research 60: 184–210. doi:10.1080/00207543.2021.1990433.
   Web of Science ®Google Scholar
• Duffy, Vincent G., ed. 2019. Digital Human Modeling and Applications in Health, Safety, Ergonomics and Risk Management: 10th International Conference, DHM 2019, Held as Part of the 21st HCI International Conference, HCII 2019, Orlando, FL, USA, July 26–31, 2019: Proceedings. Lecture Notes in Computer Science 11581. Cham: Springer.
   Google Scholar
• European Commission. Directorate General for Research and Innovation. 2021. Industry 5.0: Towards a Sustainable, Human Centric and Resilient European Industry. Luxembourg: Publications Office.
   Google Scholar
• Faccio, Maurizio, Emilio Ferrari, Mauro Gamberi, and Francesco Pilati. 2019. “Human Factor Analyser for Work Measurement of Manual Manufacturing and Assembly Processes.” The International Journal of Advanced Manufacturing Technology 103 (1-4): 861–877. doi:10.1007/s00170-019-03570-z.
   Web of Science ®Google Scholar
• Ferrati, Francesca, John A. Erkoyuncu, and Samuel Court. 2019. “Developing an Augmented Reality Based Training Demonstrator for Manufacturing Cherry Pickers.” Procedia CIRP 81: 803–808. doi:10.1016/j.procir.2019.03.203.
   Google Scholar
• Funk, Markus. 2016. “Augmented Reality at the Workplace: A Context-Aware Assistive System Using in-Situ Projection.” Diss., Universität Stuttgart.
   Google Scholar
• Glock, C. H., E. H. Grosse, M. Y. Jaber, and T. L. Smunt. 2019. “Applications of Learning Curves in Production and Operations Management: A Systematic Literature Review.” Computers & Industrial Engineering 131: 422–441. doi:10.1016/j.cie.2018.10.030.
   Web of Science ®Google Scholar
• Glock, Christoph H., Eric H. Grosse, W. P. Neumann, and Andrew Feldman. 2021. “Assistive Devices for Manual Materials Handling in Warehouses: A Systematic Literature Review.” International Journal of Production Research 59 (11): 3446–3469. doi:10.1080/00207543.2020.1853845.
   Web of Science ®Google Scholar
• Grosse, Eric H., Christoph H. Glock, and W. P. Neumann. 2017. “Human Factors in Order Picking: A Content Analysis of the Literature.” International Journal of Production Research 55 (5): 1260–1276. doi:10.1080/00207543.2016.1186296.
   Web of Science ®Google Scholar
• Gröninger, Marc, Jessica Ulmer, Sebastian Braun, and Jörg Wollert. 2020. “AR Arbeitsplätze.” atp Magazin 62: 10. doi:10.17560/atp.v62i10.2495.
   Google Scholar
• Henke, Michael, and Sandra Kaczmarek. 2017. Gamification in der Logistik: Effektiv und spielend zu mehr Erfolg. 1. Auflage. Logistik Praxis. München: Huss-Verlag.
   Google Scholar
• Horlo, Anna M., and Iryna S. Mintii. 2018. “Adapting Website Design for People with Color-Blindness.” ArXiv (abs/1808.02444).
   Google Scholar
• Kaasinen, Eija, Franziska Schmalfuß, Cemalettin Özturk, Susanna Aromaa, Menouer Boubekeur, Juhani Heilala, Päivi Heikkilä, et al. 2020. “Empowering and Engaging Industrial Workers with Operator 4.0 Solutions.” Computers & Industrial Engineering 139: 105678. doi:10.1016/j.cie.2019.01.052.
   Web of Science ®Google Scholar
• Karwowski, Waldemar, Anna Szopa, and Marcelo M. Soares, eds. 2021. Handbook of Standards and Guidelines in Human Factors and Ergonomics. 2nd ed. Human factors and ergonomics. Boca Raton: CRC Press.
   Google Scholar
• Kelly, Jack. 2021. “Amazon Prime Day Offers Great Sales—Here’s What Workers Suffer Through to Make This Happen.” Forbes, June 17. Accessed December 28, 2021. https://www.forbes.com/sites/jackkelly/2021/06/17/amazon-prime-day-offers-great-sales-heres-what-workers-suffer-through-to-make-this-happen/.
   Google Scholar
• Kim, Sangkyun, Kibong Song, Barbara Lockee, and John Burton. 2018. Gamification in Learning and Education. Cham: Springer International Publishing.
   Google Scholar
• Klock, Ana C. T., Isabela Gasparini, Marcelo S. Pimenta, and Juho Hamari. 2020. “Tailored Gamification: A Review of Literature.” International Journal of Human-Computer Studies 144: 102495. doi:10.1016/j.ijhcs.2020.102495.
   Web of Science ®Google Scholar
• Koivisto, Jonna, and Juho Hamari. 2019. “The Rise of Motivational Information Systems: A Review of Gamification Research.” International Journal of Information Management 45: 191–210. doi:10.1016/j.ijinfomgt.2018.10.013.
   Web of Science ®Google Scholar
• Korn, Oliver, Markus Funk, and Albrecht Schmidt. 2015. “Towards a Gamification of Industrial Production.” In Proceedings of the 7th ACM SIGCHI Symposium on Engineering Interactive Computing Systems, 84–93. ACM Digital Library. New York, NY: ACM.
   Google Scholar
• Korn, Oliver, Peter Muschick, and Albrecht Schmidt. 2017. “Gamification of Production? A Study on the Acceptance of Gamified Work Processes in the Automotive Industry.” In Advances in Affective and Pleasurable Design: Proceedings of the AHFE 2016 International Conference on Affective and Pleasurable Design, July 27-31, 2016, Walt Disney World®, Florida, USA. Vol. 483, edited by Won Joon Chung and Cliff S. Shin, 433–445. Advances in Intelligent Systems and Computing Ser v.483. Cham: Springer International Publishing.
   Google Scholar
• Korn, Oliver, and Adrian Rees. 2019. “Affective Effects of Gamification.” In Proceedings of the 12th ACM International Conference on Pervasive Technologies Related to Assistive Environments, edited by Fillia Makedon, 1–10. ACM Digital Library. New York: Association for Computing Machinery.
   Google Scholar
• Korn, Oliver, Annika S. Schulz, and Belinda J. Hagley. 2022. “Gamification: Grundlagen, Methoden und Anwendungsbeispiele.” In Digitale Lernwelten – Serious Games und Gamification: Didaktik, Anwendungen und Erfahrungen in der Beruflichen Bildung, edited by Wolfgang Becker, and Maren Metz, 43–63. Wiesbaden: Springer VS.
   Google Scholar
• Krath, Jeanine, Linda Schürmann, and Harald F. von Korflesch. 2021. “Revealing the Theoretical Basis of Gamification: A Systematic Review and Analysis of Theory in Research on Gamification, Serious Games and Game-Based Learning.” Computers in Human Behavior 125: 106963. doi:10.1016/j.chb.2021.106963.
   Web of Science ®Google Scholar
• Larson, Kristi. 2020. “Serious Games and Gamification in the Corporate Training Environment: A Literature Review.” TechTrends 64 (2): 319–328. doi:10.1007/s11528-019-00446-7.
   Web of Science ®Google Scholar
• Lithoxoidou, E., S. Doumpoulakis, A. Tsakiris, C. Ziogou, S. Krinidis, I. Paliokas, D. Ioannidis, et al. 2020. “A Novel Social Gamified Collaboration Platform Enriched with Shop-Floor Data and Feedback for the Improvement of the Productivity, Safety and Engagement in Factories.” Computers & Industrial Engineering 139: 105691. doi:10.1016/j.cie.2019.02.005.
   Web of Science ®Google Scholar
• Loch, Frieder, Ulrich Ziegler, and Birgit Vogel-Heuser. 2019. “Using Real-Time Feedback in a Training System for Manual Procedures.” IFAC-PapersOnLine 52 (19): 241–246. doi:10.1016/j.ifacol.2019.12.089.
   Google Scholar
• Meyer, Bertrand. 2014. Agile! The Good, the Hype and the Ugly. ProQuest Ebook Central. Cham: Springer.
   Google Scholar
• Neumann, W. P., Sven Winkelhaus, Eric H. Grosse, and Christoph H. Glock. 2021. “Industry 4.0 and the Human Factor – A Systems Framework and Analysis Methodology for Successful Development.” International Journal of Production Economics 233: 107992. doi:10.1016/j.ijpe.2020.107992.
   Web of Science ®Google Scholar
• Nguyen, Diep, and Gerrit Meixner. 2020. “Comparison User Engagement of Gamified and Non-Gamified Augmented Reality Assembly Training.” In Advances in Agile and User-Centred Software Engineering: Third International Conference on Lean and Agile Software Development, LASD 2019, and 7th Conference on Multimedia, Interaction, Design and Innovation, MIDI 2019, Leipzig, Germany, September 1–4, 2019, Revised Selected Papers. Vol. 376, edited by Adam Przybyłek and Miguel E. Morales-Trujillo, 1st ed., 142–152. Springer eBook Collection 376. Cham: Springer International Publishing; Imprint Springer.
   Google Scholar
• Nikolakis, Nikolaos, George Siaterlis, and Kosmas Alexopoulos. 2020. “A Machine Learning Approach for Improved Shop-Floor Operator Support Using a Two-Level Collaborative Filtering and Gamification Features.” Procedia CIRP 93: 455–460. doi:10.1016/j.procir.2020.05.160.
   Google Scholar
• Ohlig, Jasmin, Thomas Hellebrandt, Patrick Poetters, Ina Heine, Robert H. Schmitt, and Bert Leyendecker. 2021. “Human-Centered Performance Management in Manual Assembly.” Procedia CIRP 97: 418–422. doi:10.1016/j.procir.2020.05.261.
   Google Scholar
• Ong, S. K., M. L. Yuan, and A. Y. C. Nee. 2008. “Augmented Reality Applications in Manufacturing: A Survey.” International Journal of Production Research 46 (10): 2707–2742. doi:10.1080/00207540601064773.
   Web of Science ®Google Scholar
• Pacaux-Lemoine, Marie-Pierre, Quentin Berdal, Clément Guérin, Philippe Rauffet, Christine Chauvin, and Damien Trentesaux. 2022. “Designing Human–System Cooperation in Industry 4.0 with Cognitive Work Analysis: A First Evaluation.” Cognition, Technology & Work 24: 93–111. doi:10.1007/s10111-021-00667-y.
   Web of Science ®Google Scholar
• Passalacqua, Mario, Pierre-Majorique Léger, Lennart E. Nacke, Marc Fredette, Élise Labonté-Lemoyne, Xinli Lin, Tony Caprioli, and Sylvain Sénécal. 2020. “Playing in the Backstore: Interface Gamification Increases Warehousing Workforce Engagement.” Industrial Management & Data Systems 120 (7): 1309–1330. doi:10.1108/IMDS-08-2019-0458.
   Web of Science ®Google Scholar
• Plakas, G., S. T. Ponis, K. Agalianos, E. Aretoulaki, and S. P. Gayialis. 2020. “Augmented Reality in Manufacturing and Logistics: Lessons Learnt from a Real-Life Industrial Application.” Procedia Manufacturing 51: 1629–1635. doi:10.1016/j.promfg.2020.10.227.
   Google Scholar
• Ponis, S. T., G. Plakas, K. Agalianos, E. Aretoulaki, S. P. Gayialis, and A. Andrianopoulos. 2020. “Augmented Reality and Gamification to Increase Productivity and Job Satisfaction in the Warehouse of the Future.” Procedia Manufacturing 51: 1621–1628. doi:10.1016/j.promfg.2020.10.226.
   Google Scholar
• Rejeb, Abderahman, John G. Keogh, G. K. Leong, and Horst Treiblmaier. 2021. “Potentials and Challenges of Augmented Reality Smart Glasses in Logistics and Supply Chain Management: A Systematic Literature Review.” International Journal of Production Research 59 (12): 3747–3776. doi:10.1080/00207543.2021.1876942.
   Web of Science ®Google Scholar
• Rodrigues, Luiz, Paula T. Palomino, Armando M. Toda, Ana C. T. Klock, Wilk Oliveira, Anderson P. Avila-Santos, Isabela Gasparini, and Seiji Isotani. 2021. “Personalization Improves Gamification.” Proceedings of the ACM on Human-Computer Interaction 5 (CHI PLAY): 1–25. doi:10.1145/3474714.
   PubMedGoogle Scholar
• Romero, David, Johan Stahre, and Marco Taisch. 2020. “The Operator 4.0: Towards Socially Sustainable Factories of the Future.” Computers & Industrial Engineering 139: 106128. doi:10.1016/j.cie.2019.106128.
   Web of Science ®Google Scholar
• Sauter, Werner, and Simon Sauter. 2013. Workplace Learning: Integrierte Kompetenzentwicklung mit kooperativen und kollaborativen Lernsystemen. Berlin: Springer Gabler.
   Google Scholar
• Schulz, Annika S., Franziska Schulz, Ruben Gouveia, and Oliver Korn. 2018. “Branded Gamification in Technical Education.” In VS-Games 2018: 2018 10th International Conference on Virtual Worlds and Games for Serious Applications (VS-Games): Proceedings: Würzburg, Germany, 5–7 September 2018, 1–8. Piscataway, NJ: IEEE.
   Google Scholar
• Segura, Álvaro, Helen V. Diez, Iñigo Barandiaran, Ander Arbelaiz, Hugo Álvarez, Bruno Simões, Jorge Posada, Alejandro García-Alonso, and Ramón Ugarte. 2020. “Visual Computing Technologies to Support the Operator 4.0.” Computers & Industrial Engineering 139: 105550. doi:10.1016/j.cie.2018.11.060.
   Web of Science ®Google Scholar
• Setayesh, Azin, Eric H. Grosse, Christoph H. Glock, and W. P. Neumann. 2022. “Determining the Source of Human-System Errors in Manual Order Picking with Respect to Human Factors.” International Journal of Production Research 60: 6350–6372. doi:10.1080/00207543.2021.1991022.
   Web of Science ®Google Scholar
• Sgarbossa, Fabio, Eric H. Grosse, W. P. Neumann, Daria Battini, and Christoph H. Glock. 2020. “Human Factors in Production and Logistics Systems of the Future.” Annual Reviews in Control 49: 295–305. doi:10.1016/j.arcontrol.2020.04.007.
   Web of Science ®Google Scholar
• Shvets, Alexander. 2018. Dive into Design Patterns. Kamianets-Podilskyi: Refactoring.Guru.
   Google Scholar
• Solomon, Brad. 2020. “Async IO in Python: A Complete Walkthrough.” Accessed May 13, 2022.
   Google Scholar
• Syberfeldt, Anna, Oscar Danielsson, Magnus Holm, and Lihui Wang. 2016. “Dynamic Operator Instructions Based on Augmented Reality and Rule-Based Expert Systems.” Procedia CIRP 41: 346–351. doi:10.1016/j.procir.2015.12.113.
   Google Scholar
• Tondello, Gustavo F., and Lennart E. Nacke. 2020. “Validation of User Preferences and Effects of Personalized Gamification on Task Performance.” Frontiers in Computer Science 2. doi:10.3389/fcomp.2020.00029.
   PubMed Web of Science ®Google Scholar
• Ulmer, Jessica, Sebastian Braun, Chi-Tsun Cheng, Steve Dowey, and Jorg Wollert. 2020a. “Gamified Virtual Reality Training Environment for the Manufacturing Industry.” In 2020 19th International Conference on Mechatronics - Mechatronika (ME), 1–6. IEEE.
   Google Scholar
• Ulmer, Jessica, Sebastian Braun, Chi-Tsun Cheng, Steve Dowey, and Jörg Wollert. 2020b. “Human-Centered Gamification Framework for Manufacturing Systems.” Procedia CIRP 93: 670–675. doi:10.1016/j.procir.2020.04.076.
   Google Scholar
• Ulmer, Jessica, Sebastian Braun, Chi-Tsun Cheng, Steve Dowey, and Jörg Wollert. 2022. “Gamification of Virtual Reality Assembly Training: Effects of a Combined Point and Level System on Motivation and Training Results.” International Journal of Human-Computer Studies 165: 102854. doi:10.1016/j.ijhcs.2022.102854.
   Web of Science ®Google Scholar
• VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik. 2021. VDI/VDE 2206: Development of Mechatronic and Cyber-Physical Systems. Düsseldorf: VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik.
   Google Scholar
• Vijayakumar, Vivek, Fabio Sgarbossa, W. Patrick Neumann, and Ahmad Sobhani. 2022. “Framework for Incorporating Human Factors into Production and Logistics Systems.” International Journal of Production Research 60 (2): 402–419. doi:10.1080/00207543.2021.1983225.
   Web of Science ®Google Scholar
• Wang, X., S. K. Ong, and A. Y. C. Nee. 2016. “A Comprehensive Survey of Augmented Reality Assembly Research.” Advances in Manufacturing 4 (1): 1–22. doi:10.1007/s40436-015-0131-4.
   Web of Science ®Google Scholar
• Warmelink, Harald, Jonna Koivisto, Igor Mayer, Mikko Vesa, and Juho Hamari. 2020. “Gamification of Production and Logistics Operations: Status Quo and Future Directions.” Journal of Business Research 106: 331–340. doi:10.1016/j.jbusres.2018.09.011.
   Web of Science ®Google Scholar
• Werrlich, Stefan, Elisabeth Eichstetter, Kai Nitsche, and Gunther Notni. 2017. “An Overview of Evaluations Using Augmented Reality for Assembly Training Tasks.” World Academy of Science, Engineering and Technology, International Journal of Computer, Electrical, Automation, Control and Information Engineering 11: 1080–1086. doi:10.5281/zenodo.1132315.
   Google Scholar
• Werrlich, Stefan, Phuc-Anh Nguyen, and Gunther Notni. 2018. “Evaluating the Training Transfer of Head-Mounted Display Based Training for Assembly Tasks.” In Proceedings of the 11th Pervasive Technologies Related to Assistive Environments Conference, 297–302. New York: ACM.
   Google Scholar
• Winkelhaus, Sven, Eric H. Grosse, and Stefan Morana. 2021. “Towards a Conceptualisation of Order Picking 4.0.” Computers & Industrial Engineering 159: 107511. doi:10.1016/j.cie.2021.107511.
   Web of Science ®Google Scholar