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2022 | OriginalPaper | Chapter

Towards a Structured Decision-Making Framework for Automating Cognitively Demanding Manufacturing Tasks

Authors : Robbert-Jan Torn, Peter Chemweno, Tom Vaneker, Soheil Arastehfar

Published in: Towards Sustainable Customization: Bridging Smart Products and Manufacturing Systems

Publisher: Springer International Publishing

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Abstract

Due to commercial pressure and changing consumer needs, organizations continuously strive to automate their manufacturing processes. Robotisation options, such as collaborative robots, are attractive to maximize the benefits of higher throughput for highly cognitive tasks. Nevertheless, automation and robotization efforts continue to be limited by highly cognitive processes that are either complex to automate or do not make sense from a business perspective. This challenge is further compounded by an absence of clear guidelines and structured frameworks for guiding automation decisions. This paper aims to bridge this gap by reviewing automation decision-making, including task design and psycho-social influences such as cognitive decisions. This includes consideration of cognitive decisions made by operators, further influenced by the task design, workplace design, and task safety. The proposed approach is demonstrated for real-world use cases, of which feasible automation solutions are proposed following structured decision-making steps.

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Literature
1.
go back to reference Lee, J.D.: Perspectives on automotive automation and autonomy. J. Cogn. Eng. Decis. Mak. 12, 53–57 (2018)CrossRef Lee, J.D.: Perspectives on automotive automation and autonomy. J. Cogn. Eng. Decis. Mak. 12, 53–57 (2018)CrossRef
2.
go back to reference Kaber, D.B.: Issues in human–automation interaction modelling: presumptive aspects of frameworks of types and levels of automation. J. Cogn. Eng. Decis. Mak. 12, 7–24 (2018)CrossRef Kaber, D.B.: Issues in human–automation interaction modelling: presumptive aspects of frameworks of types and levels of automation. J. Cogn. Eng. Decis. Mak. 12, 7–24 (2018)CrossRef
3.
go back to reference Dimeas, F., Fotiadis, F., Papageorgiou, D., Sidiropoulos, A., Doulgeri, Z.: Towards progressive automation of repetitive tasks through physical human-robot interaction. In: Ficuciello, F., Ruggiero, F., Finzi, A. (eds.) Human Friendly Robotics. SPAR, vol. 7, pp. 151–163. Springer, Cham (2019). https://doi.org/10.1007/978-3-319-89327-3_12 Dimeas, F., Fotiadis, F., Papageorgiou, D., Sidiropoulos, A., Doulgeri, Z.: Towards progressive automation of repetitive tasks through physical human-robot interaction. In: Ficuciello, F., Ruggiero, F., Finzi, A. (eds.) Human Friendly Robotics. SPAR, vol. 7, pp. 151–163. Springer, Cham (2019). https://​doi.​org/​10.​1007/​978-3-319-89327-3_​12
4.
go back to reference Grube, D., Malik, A.A., Bilberg, A.: Generic challenges and automation solutions in manufacturing SMEs. In: Annals of DAAAM & Proceedings, vol. 28 (2017) Grube, D., Malik, A.A., Bilberg, A.: Generic challenges and automation solutions in manufacturing SMEs. In: Annals of DAAAM & Proceedings, vol. 28 (2017)
5.
go back to reference Morel, G., Pereira, C.E., Nof, S.Y.: Historical survey and emerging challenges of manufacturing automation modeling and control: a systems architecting perspective. Annu. Rev. Control 47, 21–34 (2019)CrossRef Morel, G., Pereira, C.E., Nof, S.Y.: Historical survey and emerging challenges of manufacturing automation modeling and control: a systems architecting perspective. Annu. Rev. Control 47, 21–34 (2019)CrossRef
6.
go back to reference Mourtzis, D., Doukas, M., Vandera, C.: Smart mobile apps for supporting product design and decision-making in the era of mass customization. Int. J. Comput. Integr. Manuf. 30(7), 690–707 (2017)CrossRef Mourtzis, D., Doukas, M., Vandera, C.: Smart mobile apps for supporting product design and decision-making in the era of mass customization. Int. J. Comput. Integr. Manuf. 30(7), 690–707 (2017)CrossRef
7.
go back to reference Karanasiou, A.P., Pinotsis, D.A.: A study into the layers of automated decision-making: emergent normative and legal aspects of deep learning. Int. Rev. Law Comput. Technol. 31(2), 170–187 (2017)CrossRef Karanasiou, A.P., Pinotsis, D.A.: A study into the layers of automated decision-making: emergent normative and legal aspects of deep learning. Int. Rev. Law Comput. Technol. 31(2), 170–187 (2017)CrossRef
8.
go back to reference Zerilli, J., Knott, A., Maclaurin, J., Gavaghan, C.: Algorithmic decision-making and the control problem. Mind. Mach. 29(4), 555–578 (2019)CrossRef Zerilli, J., Knott, A., Maclaurin, J., Gavaghan, C.: Algorithmic decision-making and the control problem. Mind. Mach. 29(4), 555–578 (2019)CrossRef
9.
go back to reference Zaeh, M.F., Wiesbeck, M., Stork, S., Schubö, A.: A multi-dimensional measure for determining the complexity of manual assembly operations. Prod. Eng. Res. Dev. 3, 489 (2009)CrossRef Zaeh, M.F., Wiesbeck, M., Stork, S., Schubö, A.: A multi-dimensional measure for determining the complexity of manual assembly operations. Prod. Eng. Res. Dev. 3, 489 (2009)CrossRef
10.
go back to reference Mourtzis, D., Papatheodorou, A.M., Fotia, S.: Development of a key performance indicator assessment methodology and software tool for product-service system evaluation and decision-making support. J. Comput. Inf. Sci. Eng. 18(4), 041005 (2018)CrossRef Mourtzis, D., Papatheodorou, A.M., Fotia, S.: Development of a key performance indicator assessment methodology and software tool for product-service system evaluation and decision-making support. J. Comput. Inf. Sci. Eng. 18(4), 041005 (2018)CrossRef
11.
go back to reference Oh, J., et al.: Toward mobile robots reasoning like humans. In: Proceedings of the AAAI Conference on Artificial Intelligence (2015) Oh, J., et al.: Toward mobile robots reasoning like humans. In: Proceedings of the AAAI Conference on Artificial Intelligence (2015)
12.
go back to reference Choe, P., Tew, J.D., Tong, S.: Effect of cognitive automation in a material handling system on manufacturing flexibility. Int. J. Prod. Econ. 170, 891–899 (2015)CrossRef Choe, P., Tew, J.D., Tong, S.: Effect of cognitive automation in a material handling system on manufacturing flexibility. Int. J. Prod. Econ. 170, 891–899 (2015)CrossRef
13.
go back to reference Mourtzis, D., Fotia, S., Boli, N., Vlachou, E.: Modelling and quantification of industry 4.0 manufacturing complexity based on information theory: a robotics case study. Int. J. Prod. Res. 57(22), 6908–6921 (2019)CrossRef Mourtzis, D., Fotia, S., Boli, N., Vlachou, E.: Modelling and quantification of industry 4.0 manufacturing complexity based on information theory: a robotics case study. Int. J. Prod. Res. 57(22), 6908–6921 (2019)CrossRef
14.
go back to reference Mourtzis, D.: Simulation in the design and operation of manufacturing systems: state of the art and new trends. Int. J. Prod. Res. 58(7), 1927–1949 (2020)CrossRef Mourtzis, D.: Simulation in the design and operation of manufacturing systems: state of the art and new trends. Int. J. Prod. Res. 58(7), 1927–1949 (2020)CrossRef
15.
go back to reference Aziz, H., Chan, H., Cseh, Á., Li, B., Ramezani, F., Wang, C.: Multi-robot task allocation--complexity and approximation (2021) Aziz, H., Chan, H., Cseh, Á., Li, B., Ramezani, F., Wang, C.: Multi-robot task allocation--complexity and approximation (2021)
16.
go back to reference Zhu, Q., Wei, P., Shi, Y., Du, J.: Cognitive benefits of human-robot collaboration in complex industrial operations: a virtual reality experiment. In: Construction Research Congress 2020: Infrastructure Systems and Sustainability, pp. 129–138. American Society of Civil Engineers, Reston (2020) Zhu, Q., Wei, P., Shi, Y., Du, J.: Cognitive benefits of human-robot collaboration in complex industrial operations: a virtual reality experiment. In: Construction Research Congress 2020: Infrastructure Systems and Sustainability, pp. 129–138. American Society of Civil Engineers, Reston (2020)
17.
go back to reference Thorvald, P., Lindblom, J., Andreasson, R.: On the development of a method for cognitive load assessment in manufacturing. Robot. Comput.-Integr. Manuf. 59, 252–266 (2019)CrossRef Thorvald, P., Lindblom, J., Andreasson, R.: On the development of a method for cognitive load assessment in manufacturing. Robot. Comput.-Integr. Manuf. 59, 252–266 (2019)CrossRef
18.
go back to reference Goh, Y.M., Micheler, S., Sanchez-Salas, A., Case, K., Bumblauskas, D., Monfared, R.: A variability taxonomy to support automation decision-making for manufacturing processes. Prod. Plan. Control 31(5), 383–399 (2020)CrossRef Goh, Y.M., Micheler, S., Sanchez-Salas, A., Case, K., Bumblauskas, D., Monfared, R.: A variability taxonomy to support automation decision-making for manufacturing processes. Prod. Plan. Control 31(5), 383–399 (2020)CrossRef
19.
go back to reference Malik, A.A., Bilberg, A.: Complexity-based task allocation in human-robot collaborative assembly. Ind. Robot Int. J. Robot. Res. Appl. 46, 471–480 (2019)CrossRef Malik, A.A., Bilberg, A.: Complexity-based task allocation in human-robot collaborative assembly. Ind. Robot Int. J. Robot. Res. Appl. 46, 471–480 (2019)CrossRef
Metadata
Title
Towards a Structured Decision-Making Framework for Automating Cognitively Demanding Manufacturing Tasks
Authors
Robbert-Jan Torn
Peter Chemweno
Tom Vaneker
Soheil Arastehfar
Copyright Year
2022
DOI
https://doi.org/10.1007/978-3-030-90700-6_21

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