Analyzing resilient attention management of expert operators using functional resonance analysis method
Pages 619 - 638
Abstract
Manufacturing worksites have developed to have a socio-technical aspect with complex interactions between human operators, automated machines, and the environment. The operators must adapt to and cope with daily performance variabilities in these socio-technical systems to maintain resilient productions. However, more than conventional methods are needed to clarify the operators’ adaptive aspects that interactive factors play a critical role. This study investigates attention management in multitasking as one crucial aspect of the adaptive behavior of manual operations in actual manufacturing worksites. The framework considering the functional structure of tacit knowledge was employed for this purpose. Data from a case study focusing on multitasking in steel plate processing was utilized. First, we extracted the attention characteristics with eye movement and interview analysis regarding the proximal and distal terms of tacit knowledge. Then, we took a model constructive approach using work domain analysis (WDA) and functional resonance analysis method (FRAM). The results showed that the expert operator could maintain the systematic attention strategy even when multitasking. Furthermore, the simulation results showed that extracted experts’ attention strategy contributed to the resilient work performance. The current study confirmed that the framework based on FRAM could investigate the adaptive nature of expert skills in socio-technical systems.
References
[1]
Amorim AG and Pereira CMNA Improvisation at workplace and accident causation—an exploratory study Procedia Manuf 2015 3 1804-1811
[2]
Baillargeon R and DeJong GF Explanation-based learning in infancy Psychon Bull Rev 2017 24 1511-1526
[3]
Bransford JD, Brown AL, and Cocking RR How people learn: brain, mind, experience, and school 2000 Washington, DC National Academy Press
[4]
Bridges KE, Corballis PM, and Hollnagel E Failure-to-identify hunting incidents: a resilience engineering approach Hum Fact J Hum Fact Ergon Soc 2018 60 141-159
[5]
Brown AL Motivation to learn and understand: on taking charge of one’s own learning Cogn Instr 1988 5 311-321
[6]
Bruder C and Hasse C Differences between experts and novices in the monitoring of automated systems Int J Ind Ergon 2019 72 1-11
[7]
Buikstra E, Strivens E, and Clay-Williams R Understanding variability in discharge planning processes for the older person Saf Sci 2020 121 137-146
[8]
Carbonell KB, Stalmeijer RE, Könings KD, Segers M, and van Merriënboer JJG How experts deal with novel situations: a review of adaptive expertise Educ Res Rev 2014 12 14-29
[9]
Carbonell KB, Könings KD, Segers M, and van Merriënboer JJG Measuring adaptive expertise: development and validation of an instrument Eur J Work Org Psychol 2016 25 167-180
[10]
Carvalho PVRD The use of functional resonance analysis method (FRAM) in a mid-air collision to understand some characteristics of the air traffic management system resilience Reliab Eng Syst Saf 2011 96 1482-1498
[11]
Chanijani SSM, Klein P, Bukhari SS, Kuhn J, Dengel A (2016) Entropy based transition analysis of eye movement on physics representational competence. In: Proceedings of the 2016 ACM international joint conference on pervasive and ubiquitous computing: adjunct, pp 1027–1034 .
[12]
Chenarboo FJ, Hekmatshoar R, and Fallahi M The influence of physical and mental workload on the safe behavior of employees in the automobile industry Heliyon 2022 8 11034
[13]
Clay-Williams R, Hounsgaard J, and Hollnagel E Where the rubber meets the road: using FRAM to align work-as-imagined with work-as-done when implementing clinical guidelines Implement Sci 2015 10 125
[14]
Cox MA and Cox TF Multidimensional scaling Handbook of data visualization 2008 Berlin Springer 315-347
[15]
Damen NL, de Vos MS, Moesker MJ, Braithwaite J, de Lind van Wijngaarden RAF, Kaplan J, Hamming JF, and Clay-Williams R Preoperative anticoagulation management in everyday clinical practice: an international comparative analysis of work-as-done using the functional resonance analysis method J Patient Saf 2021 17 157-165
[16]
de Vries L Work as done? Understanding the practice of sociotechnical work in the maritime domain J Cogn Eng Decis Mak 2017 11 270-295
[17]
Dejong G and Mooney R Explanation-based learning: an alternative view Mach Learn 1986 1 145-176
[18]
Diaz-Piedra C, Sanchez-Carrion JM, Rieiro H, and Stasi LLD Gaze-based technology as a tool for surgical skills assessment and training in urology Urology 2017 107 26-30
[19]
Diaz-Piedra C, Rieiro H, Cherino A, Fuentes LJ, Catena A, and Stasi LLD The effects of flight complexity on gaze entropy: an experimental study with fighter pilots Appl Ergon 2019 77 92-99
[20]
Endsley MR Toward a theory of situation awareness in dynamic systems Hum Fact 1995 37 32-64
[21]
Ferreira PNP and Cañas JJ Assessing operational impacts of automation using functional resonance analysis method Cogn Technol Work 2019 21 535-552
[22]
França JEM and Hollnagel E Analyzing human factors and complexities of mining and O &G process accidents using FRAM: Copiapó (Chile) and FPSO CSM (Brazil) cases Process Saf Progr 2023 42 1-10
[23]
França JEM, Hollnagel E, dos Santos IJAL, and Haddad AN FRAM AHP approach to analyse offshore oil well drilling and construction focused on human factors Cogn Technol Work 2020 22 653-665
[24]
França JEM, Hollnagel E, dos Santos IJAL, and Haddad AN Analysing human factors and non-technical skills in offshore drilling operations using FRAM (functional resonance analysis method) Cogn Technol Work 2021 23 553-566
[25]
Furniss D, Curzon P, and Blandford A Using FRAM beyond safety: a case study to explore how sociotechnical systems can flourish or stall Theor Issues Ergon Sci 2016 17 507-532
[26]
Gattola V, Patriarca R, Tomasi G, and Tronci M Functional resonance in industrial operations: a case study in a manufacturing plant IFAC-PapersOnLine. 16th IFAC Symposium on Information Control Problems in Manufacturing INCOM 2018 2018 51 927-932
[27]
Gorecky D, Schmitt M, Loskyll M, Zuhlke D (2014) Human-machine-interaction in the industry 4.0 era. In: 2014 12th IEEE international conference on industrial informatics (INDIN), pp 289–294 .
[28]
Ham DH, Park J, and Jung W Model-based identification and use of task complexity factors of human integrated systems Reliab Eng Syst Saf 2012 100 33-47
[29]
Hatano G, Inagaki K (1986) Two courses of expertise. In: Child development and education in Japan. pp 262–272
[30]
Hirose T and Sawaragi T Development of FRAM model based on structure of complex adaptive systems to visualize safety of socio-technical systems IFAC-PapersOnLine 2019 52 13-18
[31]
Hirose T and Sawaragi T Extended FRAM model based on cellular automaton to clarify complexity of socio-technical systems and improve their safety Saf Sci 2020 123
[32]
Hollnagel E Cognitive reliability and error analysis method-CREAM 1998 Oxford Elsevier Science
[33]
Hollnagel E FRAM: the functional resonance analysis method: modelling complex socio-technical systems 2012 Farnham Ashgate Pub Ltd
[34]
Hollnagel E Safety-II in practice: developing the resilience potentials 2017 London Taylor & Francis
[35]
Horiguchi Y, Sawaragi T, Nakanishi H, Nakamura T, Takimoto T, and Nishimoto H Comparison of train drivers’ eye-gaze movement patterns using sequence alignment SICE J Control Meas Syst Integr 2015 8 114-121
[36]
Jin H, Hu Z, Li K, Chu M, Zou G, Yu G, and Zhang J Study on how expert and novice pilots can distribute their visual attention to improve flight performance IEEE Access 2021 9 44757-44769
[37]
Johansen K and Akay S Emerging technologies: facilitating resilient and sustainable manufacturing Adv Transdiscip Eng 2022 21 751-767
[38]
Kallio H, Pietilä A, Johnson M, and Kangasniemi M Systematic methodological review: developing a framework for a qualitative semi-structured interview guide J Adv Nurs 2016 72 2954-2965
[39]
Longo L, Wickens CD, Hancock G, and Hancock PA Human mental workload: a survey and a novel inclusive definition Front Psychol 2022
[40]
Mao R, Li G, Hildre HP, and Zhang H A survey of eye tracking in automobile and aviation studies: implications for eye-tracking studies in marine operations IEEE Trans Hum Mach Syst 2021 51 87-98
[41]
McNab D, Freestone J, Black C, Carson-Stevens A, and Bowie P Participatory design of an improvement intervention for the primary care management of possible sepsis using the functional resonance analysis method BMC Med 2018 16 174
[42]
Mcruer DT and Jex HR A review of quasi-linear pilot models IEEE Trans Hum Fact Electron 1967 HFE–8 231-249
[43]
Mitchell TM, Keller RM, and Kedar-Cabelli ST Explanation-based generalization: a unifying view Mach Learn 1986 1 47-80
[44]
Mori K How to promote tacit knowledge transfer Tokugikon 2013 268 43-49 in Japanese
[45]
Mulder M, Pool DM, Abbink DA, Boer ER, Zaal PMT, Drop FM, van der El K, and van Paassen MM Manual control cybernetics: state-of-the-art and current trends IEEE Trans Hum Mach Syst 2018 48 468-485
[46]
Mulder M, Pool DM, van der El K, and van Paassen RMM Neuroscience perspectives on adaptive manual control with pursuit displays IFAC-PapersOnLine 2022 55 160-165
[47]
Patriarca R, Bergström J, and Gravio GD Defining the functional resonance analysis space: combining abstraction hierarchy and FRAM Reliab Eng Syst Saf 2017 165 34-46
[48]
Patriarca R, Gravio GD, Costantino F, and Tronci M The functional resonance analysis method for a systemic risk based environmental auditing in a sinter plant: a semi-quantitative approach Environ Impact Assess Rev 2017 63 72-86
[49]
Patriarca R, Gravio GD, and Costantino F A Monte Carlo evolution of the functional resonance analysis method (FRAM) to assess performance variability in complex systems Saf Sci 2017 91 49-60
[50]
Patriarca R, Bergström J, Gravio GD, and Costantino F Resilience engineering: current status of the research and future challenges Saf Sci 2018 102 79-100
[51]
Patriarca R, Gravio GD, Woltjer R, Costantino F, Praetorius G, Ferreira P, and Hollnagel E Framing the FRAM: a literature review on the functional resonance analysis method Saf Sci 2020 129
[52]
Polanyi M The tacit dimension 1966 Chicago University of Chicago Press
[53]
Rosa LV, Haddad AN, and de Carvalho PVR Assessing risk in sustainable construction using the functional resonance analysis method (FRAM) Cogn Technol Work 2015 17 559-573
[54]
Ross A, Sherriff A, Kidd J, Gnich W, Anderson J, Deas L, and Macpherson L A systems approach using the functional resonance analysis method to support fluoride varnish application for children attending general dental practice Appl Ergon 2018 68 294-303
[55]
Salehi V, Veitch B, and Smith D Modeling complex socio-technical systems using the FRAM: a literature review Hum Fact Ergon Manuf Serv Ind 2021 31 118-142
[56]
Salehi V, Tran TT, Veitch B, and Smith D A reinforcement learning development of the FRAM for functional reward-based assessments of complex systems performance Int J Ind Ergon 2022 88
[57]
Salehi V, Veitch B, and Smith D Critical path planning for discharging older adults using a functional perspective Hum Fact Ergon Manuf 2023 33 312-326
[58]
Sawaragi T, Horiguchi Y, Hina A (2006) Safety analysis of systemic accidents triggered by performance deviation. In: 2006 SICE-ICASE international joint conference, pp 1778–1781.
[59]
Schutijser BCFM, Jongerden IP, Klopotowska JE, Portegijs S, de Bruijne MC, and Wagner C Double checking injectable medication administration: does the protocol fit clinical practice? Saf Sci 2019 118 853-860
[60]
Shiferaw B, Downey L, and Crewther D A review of gaze entropy as a measure of visual scanning efficiency Neurosci Biobehav Rev 2019 96 353-366
[61]
Stanton NA Hierarchical task analysis: developments, applications, and extensions Appl Ergon 2006 37 55-79
[62]
Stasi LLD, Diaz-Piedra C, Rieiro H, Carrión JMS, Berrido MM, Olivares G, and Catena A Gaze entropy reflects surgical task load Surg Endosc 2016 30 5034-5043
[63]
Sun C, Zhang G, and Zhai X Research on specific eye movement mode of qualified railway driver J Phys Conf Ser 2019
[64]
Tian W and Caponecchia C Using the functional resonance analysis method (FRAM) in aviation safety: a systematic review J Adv Transp 2020 2020 1-14
[65]
Tien T, Pucher PH, Sodergren MH, Sriskandarajah K, Yang GZ, and Darzi A Eye tracking for skills assessment and training: a systematic review J Surg Res 2014 191 169-178
[66]
Tresfon J, Brunsveld-Reinders AH, van Valkenburg D, Langeveld K, and Hamming J Aligning work-as-imagined and work-as-done using FRAM on a hospital ward: a roadmap BMJ Open Qual 2022 11
[67]
van der El K, Pool DM, van Paassen MM, and Mulder M Effects of target trajectory bandwidth on manual control behavior in pursuit and preview tracking IEEE Trans Hum Mach Syst 2020 50 68-78
[68]
van Dijk LM, van Eikenhorst L, and Wagner C Daily practice performance (work-as-done) compared to guidelines (work-as-imagined) of medication reconciliation at discharge: outcomes of a FRAM study Saf Sci 2022 155
[69]
Vicente KJ Cognitive work analysis: toward safe, productive, and healthy computer-based work 1999 Mahwah Lawrence Erlbaum Associates Inc
[70]
Yang Q, Tian J, and Zhao T Safety is an emergent property: illustrating functional resonance in air traffic management with formal verification Saf Sci 2017 93 162-177
[71]
Yasue N and Sawaragi T Functional resonance analysis of experts’ monitoring features in steel plate processing IFAC-PapersOnLine 2022 55 126-131
[72]
Zaal PMT Manual control adaptation to changing vehicle dynamics in roll-pitch control tasks J Guid Control Dyn 2016 39 1046-1058
[73]
Zheng Z, Tian J, and Zhao T Refining operation guidelines with model-checking-aided FRAM to improve manufacturing processes: a case study for aeroengine blade forging Cogn Technol Work 2016 18 777-791
[74]
Zúñiga ER, Moris MU, Syberfeldt A, Fathi M, and Rubio-Romero JC A simulation-based optimization methodology for facility layout design in manufacturing IEEE Access 2020 8 163818-163828
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Publication History
Published: 06 July 2024
Accepted: 26 June 2024
Received: 24 August 2023
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