{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,8,7]],"date-time":"2024-08-07T01:10:17Z","timestamp":1722993017316},"reference-count":20,"publisher":"Fuji Technology Press Ltd.","issue":"6","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IJAT","Int. J. Automation Technol."],"published-print":{"date-parts":[[2020,11,5]]},"abstract":"Systematic lifecycle design and management are promising approaches for constructing sustainable product lifecycle systems. Lifecycle simulation (LCS) has been used to evaluate a product lifecycle in the design phase from both the environmental and economic perspectives. Based on material flows through each process of the product lifecycle, the LCS calculates the time variation in environmental loads, cost, and profit. In each process of the LCS model, functions that regulate the behaviors of the process, called behavior functions, are set, and these functions control material flows. Previously, we proposed a data-assimilated LCS method that combines data assimilation (DA) with LCS to realize adaptive management based on actual states of the product lifecycle. In this previous development, the DA mechanism modified the material flows of an entire lifecycle in the simulation model based on actual flows observed in each process at the time of the DA. However, because process behaviors were not modified, the gap between material flows predicted by the simulation and the flows of the actual lifecycle increased over time. To overcome this limitation, in this study, we propose a new DA mechanism that modifies the behaviors of un-observed processes based on observed material flows. The proposed DA mechanism uses the response surface methodology to estimate the behaviors while tracing the causal relation in the LCS model in reverse. A case study on a photovoltaic panel reuse business showed that the DA mechanism successfully merged the observed data into the process behaviors in the LCS model including the processes where no data were observed, thereby improving the accuracy of the simulation for future prediction. Systematically analyzing the current and future process states of the product lifecycle can support decision-making in lifecycle management.<\/jats:p>","DOI":"10.20965\/ijat.2020.p0882","type":"journal-article","created":{"date-parts":[[2020,11,4]],"date-time":"2020-11-04T15:02:25Z","timestamp":1604502145000},"page":"882-889","source":"Crossref","is-referenced-by-count":4,"title":["Data Assimilation Mechanism for Lifecycle Simulation Focusing on Process Behaviors"],"prefix":"10.20965","volume":"14","author":[{"given":"Kazuho","family":"Fujimoto","sequence":"first","affiliation":[]},{"name":"Department of Mechanical Engineering, Graduate School of Engineering, Osaka University 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan","sequence":"first","affiliation":[]},{"given":"Shinichi","family":"Fukushige","sequence":"additional","affiliation":[]},{"given":"Hideki","family":"Kobayashi","sequence":"additional","affiliation":[]}],"member":"8550","published-online":{"date-parts":[[2020,11,5]]},"reference":[{"key":"key-10.20965\/ijat.2020.p0882-1","doi-asserted-by":"crossref","unstructured":"P. Ghisellini, C. Cialani, and S. Ulgiati, \u201cA review on circular economy: the expected transition to a balanced interplay of environmental and economic systems,\u201d J. of Cleaner Production, Vol.114, pp. 11-32, 2016.","DOI":"10.1016\/j.jclepro.2015.09.007"},{"key":"key-10.20965\/ijat.2020.p0882-2","unstructured":"E. McKinsey & Company, \u201cTowards the circular economy; Accelerating the scale-up across global supply chains,\u201d World Economic Forum, 2013."},{"key":"key-10.20965\/ijat.2020.p0882-3","doi-asserted-by":"crossref","unstructured":"Y. Umea, S. Takata, F. Kimura, T. Tomiyama, J. W. Sutherland, S. Kara, C. Herrmann, and J. R. Duflou, \u201cToward integrated product and process life cycle planning \u2013 An environmental perspective,\u201d CIRP Annals, Vol.61, pp. 681-702, 2012.","DOI":"10.1016\/j.cirp.2012.05.004"},{"key":"key-10.20965\/ijat.2020.p0882-4","doi-asserted-by":"crossref","unstructured":"G. Sonnemann and M. 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Kobayashi, \u201cA Lifecycle Simulation Method for Global Reuse,\u201d Int. J. Automation Technol., Vol.12, No.6, pp. 814-821, 2018.","DOI":"10.20965\/ijat.2018.p0814"},{"key":"key-10.20965\/ijat.2020.p0882-11","doi-asserted-by":"crossref","unstructured":"F. Kimura and H. Suzuki, \u201cProduct Life Cycle Modelling for Inverse Manufacturing,\u201d Proc. of the IFIP WG5.3 Int. Conf. on Life-Cycle Modelling for Innovative Products and Processes, pp. 80-89, 1996.","DOI":"10.1007\/978-0-387-34981-7_7"},{"key":"key-10.20965\/ijat.2020.p0882-12","unstructured":"F. Kimura, \u201cA Methodology for Design and Management of Product Life Cycle Adapted to Product Usage Modes,\u201d Proc. of the CIRP Int. Seminar on Manufacturing Systems, pp. 139-142, 2000."},{"key":"key-10.20965\/ijat.2020.p0882-13","doi-asserted-by":"crossref","unstructured":"S. Fukushige, M. Nishioka, and H. Kobayashi, \u201cData-assimilated life cycle simulation for adaptive product lifecycle management,\u201d CIRP Annals, Vol.66, Issue 1, pp. 37-40, 2017.","DOI":"10.1016\/j.cirp.2017.04.102"},{"key":"key-10.20965\/ijat.2020.p0882-14","doi-asserted-by":"crossref","unstructured":"D. P. Dee, S. M. Uppala, A. J. Simmons, P. Berrisford, P. Poli, S. Kobayashi, U. Andrae, M. A. Balmaseda, G. Balsamo, P. Bauer, P. Bechtold, A. C. M. Beljaars, L. van de Berg, J. Bidlot, N. Bormann, C. Delsol, R. Dragani, M. Fuentes, A. J. Geer, L. Haimberger, S. B. Healy, H. Hersbach, E. V. H\u00f3lm, L. Isaksen, P. K\u00e5llberg, M. K\u00f6hler, M. Matricardi, A. P. McNally, B. M. Monge-Sanz, J. J. Morcrette, B. K. Park, C. Peubey, P. de Rosnay, C. Tavolato, J. N. Th\u00e9paut, and F. Vitart, \u201cThe ERA-Interim reanalysis: configuration and performance of the data assimilation system,\u201d Quarterly J. of the Royal Meteorological Society, Vol.137, Issue 656, pp. 553-597, 2011.","DOI":"10.1002\/qj.828"},{"key":"key-10.20965\/ijat.2020.p0882-15","unstructured":"C. Irrgang, J. Saynisch, and M. Thomas, \u201cUtilizing oceanic electromagnetic induction to constrain an ocean general circulation model: A data assimilation twin experiment,\u201d J. of Advances in Modeling Earth Systems, Vol.9, Issue 3, pp. 1703-1720, 2017."},{"key":"key-10.20965\/ijat.2020.p0882-16","unstructured":"X. Xie, V. Alexander, and G. Feng, \u201cData Assimilation in Discrete Event Simulation \u2013 a Rollback based Sequential Monte Carlo Approach,\u201d 2016 Symp. on Theory of Modeling and Simulation (TMS-DEVS), No.11, pp. 1-8, 2016."},{"key":"key-10.20965\/ijat.2020.p0882-17","unstructured":"R. H. Myers, D. C. Montgomery, and C. M. 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