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Published in: Research in Engineering Design 3/2020

19-04-2020 | Original Paper

A posteriori identification of dependencies between continuous variables for the engineering change management

Authors: Mahmoud Masmoudi, Marc Zolghadri, Patrice Leclaire

Published in: Research in Engineering Design | Issue 3/2020

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Abstract

The objective of this document is to contribute to the modelling of engineering changes and their propagation. Usable in preliminary redesign activities, a new approach is suggested that allows greater efficiency. Given a product model, the idea is to use the experiments to calculate in advance the consequences of potential changes in continuous variables. These consequences are collected, analysed and structured in a dependency model, noted \(\langle \varGamma , \varPhi \rangle\), composed of a dependency graph \(\varGamma\) and its associated set of influence functions \(\varPhi\). Bilateral influence functions, associated with arcs, quantify the dependencies between node pairs. Multilateral influence functions, identified by the application of the total differential theorem, define the dependencies between a node and all influential nodes on which it depends. Finally, the relative error is calculated by following the infinitesimal assumption of the total differential for each variables. Our findings show that such a dependency model is informative and allows effective prediction and evaluation of changes. The approach is illustrated by a geometric bicycle model. The results are discussed and future areas of research are finally presented.

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Literature
go back to reference Brooks CEP, Carruthers N et al (1953) Handbook of statistical methods in meteorology. Q J R Meteorol Soc 79(342):570–571 Brooks CEP, Carruthers N et al (1953) Handbook of statistical methods in meteorology. Q J R Meteorol Soc 79(342):570–571
go back to reference Browning T (2016) Design structure matrix extensions and innovations: a survey and new opportunities. IEEE Trans Eng Manag 63(1):27–52CrossRef Browning T (2016) Design structure matrix extensions and innovations: a survey and new opportunities. IEEE Trans Eng Manag 63(1):27–52CrossRef
go back to reference Cheng H, Chu X (2012) A network-based assessment approach for change impacts on complex product. J Intell Manuf 23(4):1419–1431CrossRef Cheng H, Chu X (2012) A network-based assessment approach for change impacts on complex product. J Intell Manuf 23(4):1419–1431CrossRef
go back to reference Chua DK, Hossain MA (2012) Predicting change propagation and impact on design schedule due to external changes. IEEE Trans Eng Manag 59(3):483–493CrossRef Chua DK, Hossain MA (2012) Predicting change propagation and impact on design schedule due to external changes. IEEE Trans Eng Manag 59(3):483–493CrossRef
go back to reference Clarkson PJ, Simons C, Eckert C (2004) Predicting change propagation in complex design. J Mech Des 126(5):788–797CrossRef Clarkson PJ, Simons C, Eckert C (2004) Predicting change propagation in complex design. J Mech Des 126(5):788–797CrossRef
go back to reference Cohen T, Navthe S, Fulton RE (2000) C-far, change favorable representation. Comput Aided Des 32(5):321–338CrossRef Cohen T, Navthe S, Fulton RE (2000) C-far, change favorable representation. Comput Aided Des 32(5):321–338CrossRef
go back to reference Eckert C, Isaksson O, Earl C (2019) Design margins: a hidden issue in industry. Des Sci 5:1–24CrossRef Eckert C, Isaksson O, Earl C (2019) Design margins: a hidden issue in industry. Des Sci 5:1–24CrossRef
go back to reference Eppinger SD, Browning TR (2012) Design structure matrix methods and applications. MIT Press, London, EnglandCrossRef Eppinger SD, Browning TR (2012) Design structure matrix methods and applications. MIT Press, London, EnglandCrossRef
go back to reference Eppinger SD, Whitney DE, Smith RP, Gebala DA (1994) A model-based method for organizing tasks in product development. Res Eng Des 6(1):1–13CrossRef Eppinger SD, Whitney DE, Smith RP, Gebala DA (1994) A model-based method for organizing tasks in product development. Res Eng Des 6(1):1–13CrossRef
go back to reference Flanagan TL, Eckert CM, Eger T, Smith J, Clarkson PJ (2003) A functional analysis of change propagation. In: DS 31: Proceedings of ICED 03, the 14th International Conference on Engineering Design, Stockholm Flanagan TL, Eckert CM, Eger T, Smith J, Clarkson PJ (2003) A functional analysis of change propagation. In: DS 31: Proceedings of ICED 03, the 14th International Conference on Engineering Design, Stockholm
go back to reference Freedman D, Diaconis P (1981) On the histogram as a density estimator: L 2 theory. Zeitschrift für Wahrscheinlichkeitstheorie und verwandte Gebiete 57(4):453–476MathSciNetMATHCrossRef Freedman D, Diaconis P (1981) On the histogram as a density estimator: L 2 theory. Zeitschrift für Wahrscheinlichkeitstheorie und verwandte Gebiete 57(4):453–476MathSciNetMATHCrossRef
go back to reference Fricke E, Gebhard B, Negele H, Igenbergs E (2000) Coping with changes: causes, findings, and strategies. Syst Eng 3(4):169–179CrossRef Fricke E, Gebhard B, Negele H, Igenbergs E (2000) Coping with changes: causes, findings, and strategies. Syst Eng 3(4):169–179CrossRef
go back to reference Goursat E (1904) Vol 1: derivatives and differentials, definite integrals, expansion in series, applications togeometry. A course in mathematical analysis. Ginn and Company, Boston, New York, pp 19–34 Goursat E (1904) Vol 1: derivatives and differentials, definite integrals, expansion in series, applications togeometry. A course in mathematical analysis. Ginn and Company, Boston, New York, pp 19–34
go back to reference Guillon D (2019) Assistance à l’élaboration d’offres du produit au service : proposition d’un modèle générique centré connaissances et d’une méthodologie de déploiement et d’exploitation, PhD thesis, Toulouse University Guillon D (2019) Assistance à l’élaboration d’offres du produit au service : proposition d’un modèle générique centré connaissances et d’une méthodologie de déploiement et d’exploitation, PhD thesis, Toulouse University
go back to reference Hamraz B, Caldwell NHM, John Clarkson P (2012) A multidomain engineering change propagation model to support uncertainty reduction and risk management in design. J Mech Des 134(10):100905CrossRef Hamraz B, Caldwell NHM, John Clarkson P (2012) A multidomain engineering change propagation model to support uncertainty reduction and risk management in design. J Mech Des 134(10):100905CrossRef
go back to reference Hamraz B (2013) Engineering change modelling using a function-behaviour-structure scheme, PhD thesis, University of Cambridge Hamraz B (2013) Engineering change modelling using a function-behaviour-structure scheme, PhD thesis, University of Cambridge
go back to reference Hamraz B, Caldwell NHM, Wynn DC, Clarkson P (2013) Requirements-based development of an improved engineering change management method. J Eng Des 24(11):765–793CrossRef Hamraz B, Caldwell NHM, Wynn DC, Clarkson P (2013) Requirements-based development of an improved engineering change management method. J Eng Des 24(11):765–793CrossRef
go back to reference Huang GQ, Mak KL (1999) Current practices of engineering change management in uk manufacturing industries. Int J Oper Prod Manag 19(1):21–37CrossRef Huang GQ, Mak KL (1999) Current practices of engineering change management in uk manufacturing industries. Int J Oper Prod Manag 19(1):21–37CrossRef
go back to reference ISO (2014) Bicycle iso 4210:2014, cycles-safety requirements for bicycles. Technical report, The International Organization for Standardization ISO ISO (2014) Bicycle iso 4210:2014, cycles-safety requirements for bicycles. Technical report, The International Organization for Standardization ISO
go back to reference Jarratt TAW, Eckert CM, Weeks R, Clarkson PJ (2003) Environmental legislation as a driver of design. In: Folkeson A, Gralen K, Norell M, Sellgren U (eds), 14th International Conference on Engineering Design-ICED’0, Stockholm, Sweden, pp 231–232 Jarratt TAW, Eckert CM, Weeks R, Clarkson PJ (2003) Environmental legislation as a driver of design. In: Folkeson A, Gralen K, Norell M, Sellgren U (eds), 14th International Conference on Engineering Design-ICED’0, Stockholm, Sweden, pp 231–232
go back to reference Jarratt T, Keller R, Nair S, Eckert C, Clarkson PJ (2004) Visualization techniques for product change and product modelling in complex design. In: Blackwell AF, Marriott K, Shimojima A (eds) Diagrammatic representation and Inference. Springer, Berlin, Heidelberg, pp 388–391MATHCrossRef Jarratt T, Keller R, Nair S, Eckert C, Clarkson PJ (2004) Visualization techniques for product change and product modelling in complex design. In: Blackwell AF, Marriott K, Shimojima A (eds) Diagrammatic representation and Inference. Springer, Berlin, Heidelberg, pp 388–391MATHCrossRef
go back to reference Jarratt TAW, Eckert CM, Caldwell NHM, Clarkson PJ (2011) Engineering change: an overview and perspective on the literature. Res Eng Des 22(2):103–124CrossRef Jarratt TAW, Eckert CM, Caldwell NHM, Clarkson PJ (2011) Engineering change: an overview and perspective on the literature. Res Eng Des 22(2):103–124CrossRef
go back to reference Keller R, Eger T, Eckert C, Clarkson PJ (2005) Visualising change propagation. In: Samuel A, Lewis W (eds), Proceedings ICED 05, the 15th International Conference on engineering design, vol DS. 35, Design Society. Melbourne, Australia, pp 62–63 Keller R, Eger T, Eckert C, Clarkson PJ (2005) Visualising change propagation. In: Samuel A, Lewis W (eds), Proceedings ICED 05, the 15th International Conference on engineering design, vol DS. 35, Design Society. Melbourne, Australia, pp 62–63
go back to reference Kim SY, Moon S K, Oh HS, Park T, Kyung G, Park KJ (2013) Change propagation analysis for sustainability in product design. In: Proceedings of the 2013 IEEE International Conference on industrial engineering and engineering management (IEEM)’, IEEE, Bangkok, pp. 872–876 Kim SY, Moon S K, Oh HS, Park T, Kyung G, Park KJ (2013) Change propagation analysis for sustainability in product design. In: Proceedings of the 2013 IEEE International Conference on industrial engineering and engineering management (IEEM)’, IEEE, Bangkok, pp. 872–876
go back to reference Koh EC (2017) A study on the requirements to support the accurate prediction of engineering change propagation. Syst Eng 20(2):147–157MathSciNetCrossRef Koh EC (2017) A study on the requirements to support the accurate prediction of engineering change propagation. Syst Eng 20(2):147–157MathSciNetCrossRef
go back to reference Koh EC, Caldwell NH, Clarkson PJ (2012) A method to assess the effects of engineering change propagation. Res Eng Des 23(4):329–351CrossRef Koh EC, Caldwell NH, Clarkson PJ (2012) A method to assess the effects of engineering change propagation. Res Eng Des 23(4):329–351CrossRef
go back to reference Kusiak A, Wang J (1995) Dependency analysis in constraint negotiation. IEEE Trans Syst Man Cybern 25(9):1301–1313CrossRef Kusiak A, Wang J (1995) Dependency analysis in constraint negotiation. IEEE Trans Syst Man Cybern 25(9):1301–1313CrossRef
go back to reference Martin MV, Ishii K (2002) Design for variety: developing standardized and modularized product platform architectures. Res Eng Des 13(4):213–235CrossRef Martin MV, Ishii K (2002) Design for variety: developing standardized and modularized product platform architectures. Res Eng Des 13(4):213–235CrossRef
go back to reference Masmoudi M, Leclaire P, Zolghadri M, Haddar M (2015) Dependency identification for engineering change management (ecm): an example of computer-aided-design (cad)-based approach. In: Proceedings of the 20th International Conference on engineering design (ICED 15)’, Milan Masmoudi M, Leclaire P, Zolghadri M, Haddar M (2015) Dependency identification for engineering change management (ecm): an example of computer-aided-design (cad)-based approach. In: Proceedings of the 20th International Conference on engineering design (ICED 15)’, Milan
go back to reference Masmoudi M, Leclaire P, Zolghadri M, Haddar M (2017) Change propagation prediction: a formal model for two-dimensional geometrical models of products. Concurr Eng 25(2):174–189CrossRef Masmoudi M, Leclaire P, Zolghadri M, Haddar M (2017) Change propagation prediction: a formal model for two-dimensional geometrical models of products. Concurr Eng 25(2):174–189CrossRef
go back to reference Mirdamadi S, Addouche S-A, Zolghadri M (2018) A bayesian approach to model change propagation mechanisms. Proc CIRP 70:1–6CrossRef Mirdamadi S, Addouche S-A, Zolghadri M (2018) A bayesian approach to model change propagation mechanisms. Proc CIRP 70:1–6CrossRef
go back to reference Newman ME (2005) A measure of betweenness centrality based on random walks. Soc Netw 27(1):39–54CrossRef Newman ME (2005) A measure of betweenness centrality based on random walks. Soc Netw 27(1):39–54CrossRef
go back to reference Ollinger GA, Stahovich TF (2004) Redesignit-a model-based tool for managing design changes. J Mech Des 126(2):208–216CrossRef Ollinger GA, Stahovich TF (2004) Redesignit-a model-based tool for managing design changes. J Mech Des 126(2):208–216CrossRef
go back to reference Reddi K, Moon Y (2009) A framework for managing engineering change propagation. Int J Innov Learn 6(5):461–476CrossRef Reddi K, Moon Y (2009) A framework for managing engineering change propagation. Int J Innov Learn 6(5):461–476CrossRef
go back to reference Roozenburg NF, Eekels J (1995) Product design: fundamentals and methods, vol 2. Wiley, Seattle, Washington Roozenburg NF, Eekels J (1995) Product design: fundamentals and methods, vol 2. Wiley, Seattle, Washington
go back to reference Rouibah K, Caskey KR (2003) Change management in concurrent engineering from a parameter perspective. Comput Ind 50:15–34CrossRef Rouibah K, Caskey KR (2003) Change management in concurrent engineering from a parameter perspective. Comput Ind 50:15–34CrossRef
go back to reference Rutka A, Guenov M, Lemmens Y, Schmidt-Schïffer T, Coleman P, Riviere A (2006) Methods for engineering change propagation analysis. In: Proceedings of 25th congress of the international council of the aeronautical sciences (ICAS) Rutka A, Guenov M, Lemmens Y, Schmidt-Schïffer T, Coleman P, Riviere A (2006) Methods for engineering change propagation analysis. In: Proceedings of 25th congress of the international council of the aeronautical sciences (ICAS)
go back to reference Sturges HA (1926) The choice of a class interval. J Am Stat Assoc 21(153):65–66CrossRef Sturges HA (1926) The choice of a class interval. J Am Stat Assoc 21(153):65–66CrossRef
go back to reference Terwiesch C, Loch CH (1999) Managing the process of engineering change orders: the case of the climate control system in automobile development. J Prod Innov Manag 16(2):160–172CrossRef Terwiesch C, Loch CH (1999) Managing the process of engineering change orders: the case of the climate control system in automobile development. J Prod Innov Manag 16(2):160–172CrossRef
go back to reference Vareilles E (2005) Conception et approches par propagation de contraintes: contribution à la mise en oeuvre d’un outil d’aide interactif, PhD thesis, L’institut national polytechnique de Toulouse Vareilles E (2005) Conception et approches par propagation de contraintes: contribution à la mise en oeuvre d’un outil d’aide interactif, PhD thesis, L’institut national polytechnique de Toulouse
go back to reference Wright IC (1997) A review of research into engineering change management: implications for product design. Des Stud 18(1):33–42CrossRef Wright IC (1997) A review of research into engineering change management: implications for product design. Des Stud 18(1):33–42CrossRef
go back to reference Yang F, Duan G (2012) Developing a parameter linkage based method for searching change propagation paths. Res Eng Des 23(4):253–372CrossRef Yang F, Duan G (2012) Developing a parameter linkage based method for searching change propagation paths. Res Eng Des 23(4):253–372CrossRef
Metadata
Title
A posteriori identification of dependencies between continuous variables for the engineering change management
Authors
Mahmoud Masmoudi
Marc Zolghadri
Patrice Leclaire
Publication date
19-04-2020
Publisher
Springer London
Published in
Research in Engineering Design / Issue 3/2020
Print ISSN: 0934-9839
Electronic ISSN: 1435-6066
DOI
https://doi.org/10.1007/s00163-020-00338-5

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