Skip to main content
Erschienen in: Research in Engineering Design 1/2017

24.08.2016 | Original Paper

Information visualization for selection in Design by Shopping

verfasst von: Audrey Abi Akle, Stéphanie Minel, Bernard Yannou

Erschienen in: Research in Engineering Design | Ausgabe 1/2017

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In Design by Shopping, designers explore the design space to gain an insight into trades, and feasible and impractical solutions, as well as to learn about alternatives before optimization and selection. The design space consists of multidimensional sets of data and, in order to select the best design from among numerous alternatives, designers may use several different graphs. In this study, we test to find the most appropriate graph to indicate the best solution corresponding to a set of objectives represented by a design scenario (1). A further constraint is that this must be done in the shortest possible time (2). Three graph types are tested in three different design scenarios where one car has to be chosen from a total of 40. A response quality index is proposed which computes the quality of a designer’s choice for any given scenario. In total, 90 tests with 30 participants were performed. The parallel coordinates plot proved to be the best graph for selection in Design by Shopping.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Abi Akle A, Minel S, Yannou B (2013) Change the visual alert display to improve the decision making time: industrial systems supervision case study, proceeding in CONFERE’13, Biarritz, France Abi Akle A, Minel S, Yannou B (2013) Change the visual alert display to improve the decision making time: industrial systems supervision case study, proceeding in CONFERE’13, Biarritz, France
Zurück zum Zitat Agrawal G, Lewis K, Chugh K, Huang CH, Parashar S, Bloebaum CL (2004). Intuitive visualization of Pareto frontier for multi-objective optimization in n-dimensional performance space. In: 10th AIAA/ISSMO multidisciplinary analysis and optimization conference, paper no. AIAA, vol 2004–4434, Albany, NY Agrawal G, Lewis K, Chugh K, Huang CH, Parashar S, Bloebaum CL (2004). Intuitive visualization of Pareto frontier for multi-objective optimization in n-dimensional performance space. In: 10th AIAA/ISSMO multidisciplinary analysis and optimization conference, paper no. AIAA, vol 2004–4434, Albany, NY
Zurück zum Zitat Aloysius JA, Davis FD, Wilson DD, Ross Taylor A, Kottemann JE (2006) User acceptance of multi-criteria decision support systems: the impact of preference elicitation techniques. Eur J Oper Res 169(1):273–285MathSciNetCrossRefMATH Aloysius JA, Davis FD, Wilson DD, Ross Taylor A, Kottemann JE (2006) User acceptance of multi-criteria decision support systems: the impact of preference elicitation techniques. Eur J Oper Res 169(1):273–285MathSciNetCrossRefMATH
Zurück zum Zitat Balling R (1999) Design by shopping: a new paradigm?. In: Proceedings of the Third World Congress of structural and multidisciplinary optimization (WCSMO-3), vol 1, pp 295–297 Balling R (1999) Design by shopping: a new paradigm?. In: Proceedings of the Third World Congress of structural and multidisciplinary optimization (WCSMO-3), vol 1, pp 295–297
Zurück zum Zitat Barron K, Simpson TW, Rothrock L, Frecker M, Barton RR, Ligetti C (2004) Graphical user interfaces for engineering design: impact of response delay and training on user performance. In: ASME 2004 international design engineering technical conferences and computers and information in engineering conference, paper no. DETC2004/DTM-57085. ASME, Salt Lake City, UT Barron K, Simpson TW, Rothrock L, Frecker M, Barton RR, Ligetti C (2004) Graphical user interfaces for engineering design: impact of response delay and training on user performance. In: ASME 2004 international design engineering technical conferences and computers and information in engineering conference, paper no. DETC2004/DTM-57085. ASME, Salt Lake City, UT
Zurück zum Zitat Boy J, Eveillard L, Detienne F, Fekete JD (2016) Suggested Interactivity: seeking Perceived Affordances for Information Visualization. IEEE Trans Vis Comput Graphics 22(1):639–648CrossRef Boy J, Eveillard L, Detienne F, Fekete JD (2016) Suggested Interactivity: seeking Perceived Affordances for Information Visualization. IEEE Trans Vis Comput Graphics 22(1):639–648CrossRef
Zurück zum Zitat Canbaz B (2013) Preventing and resolving design conflicts for a collaborative convergence in distributed set-based design (Doctoral dissertation, Ecole Centrale Paris) Canbaz B (2013) Preventing and resolving design conflicts for a collaborative convergence in distributed set-based design (Doctoral dissertation, Ecole Centrale Paris)
Zurück zum Zitat Canbaz B, Yannou B, Yvars PA (2012) Constraint programming simulation of a distributed set-based design framework with control indicators. In: ASME 2012 international design engineering technical conferences and computers and information in engineering conference, paper no. DETC2012-70857, Chicago, Illinois, USA, pp 1239–1248 Canbaz B, Yannou B, Yvars PA (2012) Constraint programming simulation of a distributed set-based design framework with control indicators. In: ASME 2012 international design engineering technical conferences and computers and information in engineering conference, paper no. DETC2012-70857, Chicago, Illinois, USA, pp 1239–1248
Zurück zum Zitat Cook D, Hofmann H, Lee EK, Yang H, Nikolau B, Wurtele E (2007) Exploring gene expression data, using plots. J Data Sci 5(2):151–182 Cook D, Hofmann H, Lee EK, Yang H, Nikolau B, Wurtele E (2007) Exploring gene expression data, using plots. J Data Sci 5(2):151–182
Zurück zum Zitat Daskilewicz M, German B (2009) Aspects of effective visualization of multidimensional design spaces. In: 9th AIAA aviation technology, integration, and operations conference (ATIO), paper no. AIAA, vol 2009–6929. 21–23 Sept 2009, Hilton Head, South Carolina Daskilewicz M, German B (2009) Aspects of effective visualization of multidimensional design spaces. In: 9th AIAA aviation technology, integration, and operations conference (ATIO), paper no. AIAA, vol 2009–6929. 21–23 Sept 2009, Hilton Head, South Carolina
Zurück zum Zitat Daskilewicz MJ, German BJ (2012) Rave: a computational framework to facilitate research in design decision support. J Comput Inf Sci Eng 12(2):021005CrossRef Daskilewicz MJ, German BJ (2012) Rave: a computational framework to facilitate research in design decision support. J Comput Inf Sci Eng 12(2):021005CrossRef
Zurück zum Zitat Eddy J, Lewis KE (2002) Visualization of multidimensional design and optimization data using cloud visualization. ASME 2002 international design engineering technical conferences and computers and information in engineering conference. American Society of Mechanical Engineers, Montreal, pp 899–908 Eddy J, Lewis KE (2002) Visualization of multidimensional design and optimization data using cloud visualization. ASME 2002 international design engineering technical conferences and computers and information in engineering conference. American Society of Mechanical Engineers, Montreal, pp 899–908
Zurück zum Zitat Eikenes JOH, Morrison A (2010) Navimation: exploring time, space & motion in the design of screen-based interfaces. Int J Des 4(1):1–16 Eikenes JOH, Morrison A (2010) Navimation: exploring time, space & motion in the design of screen-based interfaces. Int J Des 4(1):1–16
Zurück zum Zitat Feather MS, Cornford SL, Hicks KA, Kiper JD, Menzies T (2008) A broad, quantitative model for making early requirements decisions. IEEE Softw 25(2):49–56CrossRef Feather MS, Cornford SL, Hicks KA, Kiper JD, Menzies T (2008) A broad, quantitative model for making early requirements decisions. IEEE Softw 25(2):49–56CrossRef
Zurück zum Zitat Ferringer MP, Spencer DB, Reed P (2009) Many-objective reconfiguration of operational satellite constellations with the large-cluster epsilon non-dominated sorting genetic algorithm-II. In: IEEE congress on evolutionary computation, 2009. CEC’09. IEEE, pp 340–349 Ferringer MP, Spencer DB, Reed P (2009) Many-objective reconfiguration of operational satellite constellations with the large-cluster epsilon non-dominated sorting genetic algorithm-II. In: IEEE congress on evolutionary computation, 2009. CEC’09. IEEE, pp 340–349
Zurück zum Zitat Gettinger J, Kiesling E, Stummer C, Vetschera R (2013) A comparison of representations for discrete multi-criteria decision problems. Decis Support Syst 54(2):976–985CrossRef Gettinger J, Kiesling E, Stummer C, Vetschera R (2013) A comparison of representations for discrete multi-criteria decision problems. Decis Support Syst 54(2):976–985CrossRef
Zurück zum Zitat Inselberg A (2009) Parallel coordinates: visual multidimensional geometry and its applications. Springer, DordrechtCrossRefMATH Inselberg A (2009) Parallel coordinates: visual multidimensional geometry and its applications. Springer, DordrechtCrossRefMATH
Zurück zum Zitat Kanukolanu D, Lewis KE, Winer EH (2006) A multidimensional visualization interface to aid in trade-off decisions during the solution of coupled subsystems under uncertainty. J Comput Inf Sci Eng 6(3):288–299CrossRef Kanukolanu D, Lewis KE, Winer EH (2006) A multidimensional visualization interface to aid in trade-off decisions during the solution of coupled subsystems under uncertainty. J Comput Inf Sci Eng 6(3):288–299CrossRef
Zurück zum Zitat Keim DA (2000) Designing pixel-oriented visualization techniques: theory and applications. IEEE Trans Vis Comput Graphics 6(1):59–78CrossRef Keim DA (2000) Designing pixel-oriented visualization techniques: theory and applications. IEEE Trans Vis Comput Graphics 6(1):59–78CrossRef
Zurück zum Zitat Kollat JB, Reed P (2007) A framework for visually interactive decision-making and design using evolutionary multi-objective optimization (VIDEO). Environ Model Softw 22(12):1691–1704CrossRef Kollat JB, Reed P (2007) A framework for visually interactive decision-making and design using evolutionary multi-objective optimization (VIDEO). Environ Model Softw 22(12):1691–1704CrossRef
Zurück zum Zitat Ligetti C, Simpson TW, Frecker M, Barton RR, Stump G (2003) Assessing the impact of graphical design interfaces on design efficiency and effectiveness. J Comput Inf Sci Eng 3(2):144–154CrossRef Ligetti C, Simpson TW, Frecker M, Barton RR, Stump G (2003) Assessing the impact of graphical design interfaces on design efficiency and effectiveness. J Comput Inf Sci Eng 3(2):144–154CrossRef
Zurück zum Zitat Long F (2009) Real or imaginary: the effectiveness of using personas in product design. In: Proceedings of the Irish ergonomics society annual conference. Irish Ergonomics Society Dublin, pp 1–10 Long F (2009) Real or imaginary: the effectiveness of using personas in product design. In: Proceedings of the Irish ergonomics society annual conference. Irish Ergonomics Society Dublin, pp 1–10
Zurück zum Zitat Malak RJ Jr, Aughenbaugh JM, Paredis CJ (2009) Multi-attribute utility analysis in set-based conceptual design. Comput Aided Des 41(3):214–227CrossRef Malak RJ Jr, Aughenbaugh JM, Paredis CJ (2009) Multi-attribute utility analysis in set-based conceptual design. Comput Aided Des 41(3):214–227CrossRef
Zurück zum Zitat Miettinen K (2014) Survey of methods to visualize alternatives in multiple criteria decision making problems. OR Spectrum 36(1):3–37MathSciNetCrossRefMATH Miettinen K (2014) Survey of methods to visualize alternatives in multiple criteria decision making problems. OR Spectrum 36(1):3–37MathSciNetCrossRefMATH
Zurück zum Zitat Miller SW, Simpson TW, Yukish MA, Bennett LA, Lego SE, Stump GM (2013) Preference construction, sequential decision making, and trade space exploration. In: ASME 2013 international design engineering technical conferences and computers and information in engineering conference, paper no. DETC2013-13098, Portland, Oregon, USA, pp V03AT03A014 Miller SW, Simpson TW, Yukish MA, Bennett LA, Lego SE, Stump GM (2013) Preference construction, sequential decision making, and trade space exploration. In: ASME 2013 international design engineering technical conferences and computers and information in engineering conference, paper no. DETC2013-13098, Portland, Oregon, USA, pp V03AT03A014
Zurück zum Zitat Naim AM, Chiu PW, Bloebaum C, Lewis K (2008) Hyper-radial visualization for multi-objective decision-making support under uncertainty using preference ranges: the PRUF method. In: 12th AIAA/ISSMO multidisciplinary analysis and optimization conference, paper no. AIAA, Victoria, British Columbia Canada, vol 2008–6087 Naim AM, Chiu PW, Bloebaum C, Lewis K (2008) Hyper-radial visualization for multi-objective decision-making support under uncertainty using preference ranges: the PRUF method. In: 12th AIAA/ISSMO multidisciplinary analysis and optimization conference, paper no. AIAA, Victoria, British Columbia Canada, vol 2008–6087
Zurück zum Zitat Nekolny B, Richardson T, Winer E (2010) Visual design space exploration using contextual self-organizing maps. In: 13th AIAA/ISSMO multidisciplinary analysis and optimization conference, paper no. AIAA Forth Worth, Texas, vol 2010–9326 Nekolny B, Richardson T, Winer E (2010) Visual design space exploration using contextual self-organizing maps. In: 13th AIAA/ISSMO multidisciplinary analysis and optimization conference, paper no. AIAA Forth Worth, Texas, vol 2010–9326
Zurück zum Zitat Okabe T, Jin Y, Sendhoff B (2003) A critical survey of performance indices for multi-objective optimisation. In: The 2003 congress on evolutionary computation, 2003. CEC’03, IEEE, vol 2, pp 878–885 Okabe T, Jin Y, Sendhoff B (2003) A critical survey of performance indices for multi-objective optimisation. In: The 2003 congress on evolutionary computation, 2003. CEC’03, IEEE, vol 2, pp 878–885
Zurück zum Zitat Otto KN, Antonsson EK (1993) The method of imprecision compared to utility theory for design selection problems. In: Design theory and methodology–DTM’93, pp 167–173 Otto KN, Antonsson EK (1993) The method of imprecision compared to utility theory for design selection problems. In: Design theory and methodology–DTM’93, pp 167–173
Zurück zum Zitat Pauzie A (2008) A method to assess the driver mental workload: the driving activity load index (DALI). IET Intell Transport Syst 2(4):315–322CrossRef Pauzie A (2008) A method to assess the driver mental workload: the driving activity load index (DALI). IET Intell Transport Syst 2(4):315–322CrossRef
Zurück zum Zitat Rangavajhala S (2007) Decision making in design under uncertainty with multiobjective robust design optimization. Rensselaer Polytechnic Institute, Troy 205p Rangavajhala S (2007) Decision making in design under uncertainty with multiobjective robust design optimization. Rensselaer Polytechnic Institute, Troy 205p
Zurück zum Zitat Rothrock L, Narayanan S (eds) (2011) Human-in-the-loop simulations. Springer, London Rothrock L, Narayanan S (eds) (2011) Human-in-the-loop simulations. Springer, London
Zurück zum Zitat Saary MJ (2008) Radar plots: a useful way for presenting multivariate health care data. J Clin Epidemiol 61(4):311–317CrossRef Saary MJ (2008) Radar plots: a useful way for presenting multivariate health care data. J Clin Epidemiol 61(4):311–317CrossRef
Zurück zum Zitat Scott MJ, Antonsson EK (2000) Using indifference points in engineering decisions. In: Proceedings of ASME design engineering technical conferences, paper no. DETC2000/DTM-14559, Baltimore, USA Scott MJ, Antonsson EK (2000) Using indifference points in engineering decisions. In: Proceedings of ASME design engineering technical conferences, paper no. DETC2000/DTM-14559, Baltimore, USA
Zurück zum Zitat Scott MJ, Antonsson EK (2005) Compensation and weights for trade-offs in engineering design: beyond the weighted sum. J Mech Des 127(6):1045–1055CrossRef Scott MJ, Antonsson EK (2005) Compensation and weights for trade-offs in engineering design: beyond the weighted sum. J Mech Des 127(6):1045–1055CrossRef
Zurück zum Zitat Shanteau J (1992) Competence in experts: the role of task characteristics. Organ Behav Hum Decis Process 53(2):252–266CrossRef Shanteau J (1992) Competence in experts: the role of task characteristics. Organ Behav Hum Decis Process 53(2):252–266CrossRef
Zurück zum Zitat Shneiderman B (1992) Tree visualization with tree-maps: 2-d space-filling approach. ACM Trans Graphics (TOG) 11(1):92–99CrossRefMATH Shneiderman B (1992) Tree visualization with tree-maps: 2-d space-filling approach. ACM Trans Graphics (TOG) 11(1):92–99CrossRefMATH
Zurück zum Zitat Shocker AD, Ben-Akiva M, Boccara B, Nedungadi P (1991) Consideration set influences on consumer decision-making and choice: issues, models, and suggestions. Mark Lett 2(3):181–197CrossRef Shocker AD, Ben-Akiva M, Boccara B, Nedungadi P (1991) Consideration set influences on consumer decision-making and choice: issues, models, and suggestions. Mark Lett 2(3):181–197CrossRef
Zurück zum Zitat Simpson TW, Barron K, Rothrock L, Frecker M, Barton RR, Ligetti C (2007) Impact of response delay and training on user performance with text-based and graphical user interfaces for engineering design. Res Eng Design 18(2):49–65CrossRef Simpson TW, Barron K, Rothrock L, Frecker M, Barton RR, Ligetti C (2007) Impact of response delay and training on user performance with text-based and graphical user interfaces for engineering design. Res Eng Design 18(2):49–65CrossRef
Zurück zum Zitat Simpson TW, Spencer DB, Yukish MA, Stump G (2008) Visual steering commands and test problems to support research in trade space exploration. In: 12th AIAA/ISSMO multidisciplinary analysis and optimization conference, paper no. AIAA. Victoria, British Columbia Canada, vol 2008–6085 Simpson TW, Spencer DB, Yukish MA, Stump G (2008) Visual steering commands and test problems to support research in trade space exploration. In: 12th AIAA/ISSMO multidisciplinary analysis and optimization conference, paper no. AIAA. Victoria, British Columbia Canada, vol 2008–6085
Zurück zum Zitat Stump G, Yukish M, Martin JD, Simpson TW (2004). The ARL trade space visualizer: An engineering decision-making tool. In: 10th AIAA/ISSMO multidisciplinary analysis and optimization conference, paper no. AIAA. Albany, NY, vol 2004–4568 Stump G, Yukish M, Martin JD, Simpson TW (2004). The ARL trade space visualizer: An engineering decision-making tool. In: 10th AIAA/ISSMO multidisciplinary analysis and optimization conference, paper no. AIAA. Albany, NY, vol 2004–4568
Zurück zum Zitat Tang Y, Reed P, Wagener T (2005) How effective and efficient are multiobjective evolutionary algorithms at hydrologic model calibration? Hydrol Earth Syst Sci Discuss Discuss 2(6):2465–2520CrossRef Tang Y, Reed P, Wagener T (2005) How effective and efficient are multiobjective evolutionary algorithms at hydrologic model calibration? Hydrol Earth Syst Sci Discuss Discuss 2(6):2465–2520CrossRef
Zurück zum Zitat Wilson TD, Schooler JW (1991) Thinking too much: introspection can reduce the quality of preferences and decisions. J Pers Soc Psychol 60(2):181CrossRef Wilson TD, Schooler JW (1991) Thinking too much: introspection can reduce the quality of preferences and decisions. J Pers Soc Psychol 60(2):181CrossRef
Zurück zum Zitat Winer EH, Bloebaum CL (2001) Visual design steering for optimization solution improvement. Struct Multidiscip Optim 22(3):219–229CrossRef Winer EH, Bloebaum CL (2001) Visual design steering for optimization solution improvement. Struct Multidiscip Optim 22(3):219–229CrossRef
Zurück zum Zitat Wolf D, Simpson TW, Zhang XL (2009) A preliminary study of novice and expert users’ decision-making procedures during visual trade space exploration. In: ASME 2009 international design engineering technical conferences and computers and information in engineering conference, paper no. DETC2009-87294, San Diego, California, USA, pp 1361–1371 Wolf D, Simpson TW, Zhang XL (2009) A preliminary study of novice and expert users’ decision-making procedures during visual trade space exploration. In: ASME 2009 international design engineering technical conferences and computers and information in engineering conference, paper no. DETC2009-87294, San Diego, California, USA, pp 1361–1371
Zurück zum Zitat Wolf D, Hyland J, Simpson TW, Zhang XL (2011) The importance of training for interactive trade space exploration: a study of novice and expert users. J Comput Inf Sci Eng 11(3):031009CrossRef Wolf D, Hyland J, Simpson TW, Zhang XL (2011) The importance of training for interactive trade space exploration: a study of novice and expert users. J Comput Inf Sci Eng 11(3):031009CrossRef
Zurück zum Zitat Wu J, Azarm S (2001) Metrics for quality assessment of a multiobjective design optimization solution set. J Mech Des 123(1):18–25CrossRef Wu J, Azarm S (2001) Metrics for quality assessment of a multiobjective design optimization solution set. J Mech Des 123(1):18–25CrossRef
Zurück zum Zitat Yan X, Qiao M, Simpson TW, Li J, Zhang XL (2011) LIVE: a work-centered approach to support visual analytics of multi-dimensional engineering design data with interactive visualization and data-mining. In: ASME 2011 international design engineering technical conferences and computers and information in engineering conference, paper no. DETC2011-48333, Washington, DC, USA, pp 825–834 Yan X, Qiao M, Simpson TW, Li J, Zhang XL (2011) LIVE: a work-centered approach to support visual analytics of multi-dimensional engineering design data with interactive visualization and data-mining. In: ASME 2011 international design engineering technical conferences and computers and information in engineering conference, paper no. DETC2011-48333, Washington, DC, USA, pp 825–834
Zurück zum Zitat Yan X, Qiao M, Li J, Simpson TW, Stump GM, Zhang X (2012) A work-centered visual analytics model to support engineering design with interactive visualization and data-mining. In: System science (HICSS), 2012 45th Hawaii international conference on IEEE, pp 1845–1854 Yan X, Qiao M, Li J, Simpson TW, Stump GM, Zhang X (2012) A work-centered visual analytics model to support engineering design with interactive visualization and data-mining. In: System science (HICSS), 2012 45th Hawaii international conference on IEEE, pp 1845–1854
Zurück zum Zitat Yannou B, Hamdi A (2004) Truss dimensioning with an uncertainty reduction paradigm. In: DS 32: Proceedings of DESIGN 2004, the 8th international design conference, Dubrovnik, Croatia Yannou B, Hamdi A (2004) Truss dimensioning with an uncertainty reduction paradigm. In: DS 32: Proceedings of DESIGN 2004, the 8th international design conference, Dubrovnik, Croatia
Zurück zum Zitat Yannou B, Moreno F, Thevenot HJ, Simpson TW (2005) Faster generation of feasible design points. In: ASME 2005 international design engineering technical conferences and computers and information in engineering conference, paper no. DETC2005-85449, Long Beach, California, USA, pp 355–363 Yannou B, Moreno F, Thevenot HJ, Simpson TW (2005) Faster generation of feasible design points. In: ASME 2005 international design engineering technical conferences and computers and information in engineering conference, paper no. DETC2005-85449, Long Beach, California, USA, pp 355–363
Zurück zum Zitat Yannou B, Troussier N, Chateauneuf A, Boudaoud N (2009) Dimensioning a product in preliminary design through different exploration techniques. Int J Product Dev 9(1):140–163CrossRef Yannou B, Troussier N, Chateauneuf A, Boudaoud N (2009) Dimensioning a product in preliminary design through different exploration techniques. Int J Product Dev 9(1):140–163CrossRef
Zurück zum Zitat Yannou B, Yvars PA, Hoyle C, Chen W (2013) Set-based design by simulation of usage scenario coverage. J Eng Des 24(8):575–603CrossRef Yannou B, Yvars PA, Hoyle C, Chen W (2013) Set-based design by simulation of usage scenario coverage. J Eng Des 24(8):575–603CrossRef
Zurück zum Zitat Zhang XL, Simpson TW, Frecker M, Lesieutre G (2009) Supporting trade space exploration of multi-dimensional data with interactive multi-scale nested clustering and aggregation. In: ASME 2009 international design engineering technical conferences and computers and information in engineering conference, paper no. DETC2009-87045, San Diego, California, USA, pp 1341–1353 Zhang XL, Simpson TW, Frecker M, Lesieutre G (2009) Supporting trade space exploration of multi-dimensional data with interactive multi-scale nested clustering and aggregation. In: ASME 2009 international design engineering technical conferences and computers and information in engineering conference, paper no. DETC2009-87045, San Diego, California, USA, pp 1341–1353
Zurück zum Zitat Zhang X, Simpson T, Frecker M, Lesieutre G (2012) Supporting knowledge exploration and discovery in multi-dimensional data with interactive multiscale visualisation. J Eng Des 23(1):23–47CrossRef Zhang X, Simpson T, Frecker M, Lesieutre G (2012) Supporting knowledge exploration and discovery in multi-dimensional data with interactive multiscale visualisation. J Eng Des 23(1):23–47CrossRef
Metadaten
Titel
Information visualization for selection in Design by Shopping
verfasst von
Audrey Abi Akle
Stéphanie Minel
Bernard Yannou
Publikationsdatum
24.08.2016
Verlag
Springer London
Erschienen in
Research in Engineering Design / Ausgabe 1/2017
Print ISSN: 0934-9839
Elektronische ISSN: 1435-6066
DOI
https://doi.org/10.1007/s00163-016-0235-2

Weitere Artikel der Ausgabe 1/2017

Research in Engineering Design 1/2017 Zur Ausgabe

Editorial

2016 closure

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.