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Volumn 68, Issue , 2014, Pages 189-199

Demand trend mining for predictive life cycle design

Author keywords

Data driven product design; Decision tree; Demand Trend Mining; Product and design analytics; Product life cycle design

Indexed keywords

DATA REDUCTION; DECISION TREES; PRODUCT DESIGN; PROFITABILITY; SMARTPHONES; TIME SERIES ANALYSIS; TREES (MATHEMATICS);

EID: 84897111094     PISSN: 09596526     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jclepro.2014.01.026     Document Type: Article
Times cited : (49)

References (57)
  • 7
    • 0033354365 scopus 로고    scopus 로고
    • Cost estimation during design step: Parametric method versus case based reasoning method
    • P. Duverlie, and J.M. Castelain Cost estimation during design step: Parametric method versus case based reasoning method Int. J. Adv. Manuf. Technol. 15 1999 895 906
    • (1999) Int. J. Adv. Manuf. Technol. , vol.15 , pp. 895-906
    • Duverlie, P.1    Castelain, J.M.2
  • 10
    • 0000640214 scopus 로고
    • Comparing the box-jenkins approach with the exponentially smoothed forecasting model application to Hawaii tourists
    • M.D. Geurts, and I.B. Ibrahim Comparing the box-jenkins approach with the exponentially smoothed forecasting model application to Hawaii tourists J. Mark. Res. 12 1975 182 188
    • (1975) J. Mark. Res. , vol.12 , pp. 182-188
    • Geurts, M.D.1    Ibrahim, I.B.2
  • 11
  • 12
    • 29144454906 scopus 로고    scopus 로고
    • Conjoint-analysis-based multiattribute optimization: Application in acoustical design
    • M. Grissom, A. Belegundu, A. Rangaswamy, and G. Koopmann Conjoint-analysis-based multiattribute optimization: Application in acoustical design Struct. Multidiscip. Optim. 31 2006 8 16
    • (2006) Struct. Multidiscip. Optim. , vol.31 , pp. 8-16
    • Grissom, M.1    Belegundu, A.2    Rangaswamy, A.3    Koopmann, G.4
  • 15
    • 84897110997 scopus 로고    scopus 로고
    • Information gain versus gain ratio: A study of split method biases
    • E. Harris Information gain versus gain ratio: A study of split method biases ISAIM 2002
    • (2002) ISAIM
    • Harris, E.1
  • 16
    • 77952241099 scopus 로고    scopus 로고
    • Towards an integrated approach to design for x: An agenda for decision-based dfx research
    • R. Holt, and C. Barnes Towards an integrated approach to design for x: An agenda for decision-based dfx research Res. Eng. Des. 21 2010 123 136
    • (2010) Res. Eng. Des. , vol.21 , pp. 123-136
    • Holt, R.1    Barnes, C.2
  • 17
    • 84896932180 scopus 로고    scopus 로고
    • Product recycling creates multiple lives for caterpillar machines
    • M. Hucal Product recycling creates multiple lives for caterpillar machines Mag. Peoriamagazines 2008 http://www.peoriamagazines.com/ibi/2008/sep/ product-recycling-creates-multiple-lives-caterpillar-machines
    • (2008) Mag. Peoriamagazines
    • Hucal, M.1
  • 18
    • 84897111698 scopus 로고    scopus 로고
    • Mechanical Life Cycle Handbook: Good Environmental Design and Manufacturing
    • Marcel Dekker
    • M. Hundal Mechanical Life Cycle Handbook: Good Environmental Design and Manufacturing Mechanical Engineering 2001 Marcel Dekker
    • (2001) Mechanical Engineering
    • Hundal, M.1
  • 20
    • 48749112805 scopus 로고    scopus 로고
    • Automatic time series forecasting: The forecast package for r
    • R.J. Hyndman, and Y. Khandakar Automatic time series forecasting: The forecast package for r J. Stat. Softw. 27 3 2008 1 22
    • (2008) J. Stat. Softw. , vol.27 , Issue.3 , pp. 1-22
    • Hyndman, R.J.1    Khandakar, Y.2
  • 21
    • 0036071568 scopus 로고    scopus 로고
    • A state space framework for automatic forecasting using exponential smoothing methods
    • R.J. Hyndman, A.B. Koehler, R.D. Snyder, and S. Grose A state space framework for automatic forecasting using exponential smoothing methods Int. J. Forecast. 18 2002 439 454
    • (2002) Int. J. Forecast. , vol.18 , pp. 439-454
    • Hyndman, R.J.1    Koehler, A.B.2    Snyder, R.D.3    Grose, S.4
  • 22
    • 42149137099 scopus 로고    scopus 로고
    • Photocopier remanufacturing at xerox UK a description of the process and consideration of future policy issues
    • D. Brissaud, S. Tichkiewitch, P. Zwolinski, Springer Netherlands
    • A. King, J. Miemczyk, and D. Bufton Photocopier remanufacturing at xerox UK a description of the process and consideration of future policy issues D. Brissaud, S. Tichkiewitch, P. Zwolinski, Innovation in Life Cycle Engineering and Sustainable Development 2006 Springer Netherlands 173 186
    • (2006) Innovation in Life Cycle Engineering and Sustainable Development , pp. 173-186
    • King, A.1    Miemczyk, J.2    Bufton, D.3
  • 23
    • 84897112428 scopus 로고    scopus 로고
    • Ph.D. thesis University of Illinois at Urbana-Champaign
    • M. Kwak green Profit Design For Lifecycle Ph.D. thesis 2012 University of Illinois at Urbana-Champaign
    • (2012) Green Profit Design For Lifecycle
    • Kwak, M.1
  • 24
    • 77955221170 scopus 로고    scopus 로고
    • Evaluating end-of-life recovery profit by a simultaneous consideration of product design and recovery network design
    • M. Kwak, and H.M. Kim Evaluating end-of-life recovery profit by a simultaneous consideration of product design and recovery network design J. Mech. Des. 132 2010 071001
    • (2010) J. Mech. Des. , vol.132 , pp. 071001
    • Kwak, M.1    Kim, H.M.2
  • 25
    • 79951534260 scopus 로고    scopus 로고
    • Assessing product family design from an end-of-life perspective
    • M. Kwak, and H.M. Kim Assessing product family design from an end-of-life perspective Eng. Optim. 43 2011 233 255
    • (2011) Eng. Optim. , vol.43 , pp. 233-255
    • Kwak, M.1    Kim, H.M.2
  • 26
    • 84926164037 scopus 로고    scopus 로고
    • Design for lifecycle profit with a simultaneous consideration of initial manufacturing and end-of-life remanufacturing
    • 135
    • M. Kwak, and H.M. Kim Design for lifecycle profit with a simultaneous consideration of initial manufacturing and end-of-life remanufacturing Eng. Optim. 2013 135
    • (2013) Eng. Optim.
    • Kwak, M.1    Kim, H.M.2
  • 27
    • 84870974600 scopus 로고    scopus 로고
    • Market positioning of remanufactured products with optimal planning for part upgrades
    • M. Kwak, and H.M. Kim Market positioning of remanufactured products with optimal planning for part upgrades J. Mech. Des. 135 2013
    • (2013) J. Mech. Des. , vol.135
    • Kwak, M.1    Kim, H.M.2
  • 28
    • 84873131659 scopus 로고    scopus 로고
    • Challenges and opportunities with big data
    • A. Labrinidis, and H.V. Jagadish Challenges and opportunities with big data Proc. VLDB Endow. 5 2012 2032 2033
    • (2012) Proc. VLDB Endow. , vol.5 , pp. 2032-2033
    • Labrinidis, A.1    Jagadish, H.V.2
  • 30
    • 0035920336 scopus 로고    scopus 로고
    • A design methodology for the strategic assessment of a product's eco-efficiency
    • S.W. Lye, S.G. Lee, and M.K. Khoo A design methodology for the strategic assessment of a product's eco-efficiency Int. J. Prod. Res. 39 2001 2453 2474
    • (2001) Int. J. Prod. Res. , vol.39 , pp. 2453-2474
    • Lye, S.W.1    Lee, S.G.2    Khoo, M.K.3
  • 31
    • 0036881842 scopus 로고    scopus 로고
    • Incorporating component reuse, remanufacture, and recycle into product portfolio design
    • D. Mangun, and D. Thurston Incorporating component reuse, remanufacture, and recycle into product portfolio design Eng. Manag. IEEE Trans. 49 2002 479 490
    • (2002) Eng. Manag. IEEE Trans. , vol.49 , pp. 479-490
    • Mangun, D.1    Thurston, D.2
  • 32
    • 28544452631 scopus 로고    scopus 로고
    • A survey of interestingness measures for knowledge discovery
    • K. McGarry A survey of interestingness measures for knowledge discovery Knowl. Eng. Rev. 20 2005 39 61
    • (2005) Knowl. Eng. Rev. , vol.20 , pp. 39-61
    • Mcgarry, K.1
  • 33
    • 0032785490 scopus 로고    scopus 로고
    • Using conjoint analysis to help design product platforms
    • W.L. Moore, J.J. Louviere, and R. Verma Using conjoint analysis to help design product platforms J. Prod. Innov. Manag. 16 1999 27 39
    • (1999) J. Prod. Innov. Manag. , vol.16 , pp. 27-39
    • Moore, W.L.1    Louviere, J.J.2    Verma, R.3
  • 35
    • 0032166103 scopus 로고    scopus 로고
    • Implications of modularity on product design for the life cycle
    • P.J. Newcomb, B. Bras, and D.W. Rosen Implications of modularity on product design for the life cycle J. Mech. Des. 120 1998 483 490
    • (1998) J. Mech. Des. , vol.120 , pp. 483-490
    • Newcomb, P.J.1    Bras, B.2    Rosen, D.W.3
  • 36
    • 32344448392 scopus 로고    scopus 로고
    • Design for environment in conceptual product design a decision model to reflect environmental issues of all life-cycle phases
    • M. O'Shea Design for environment in conceptual product design a decision model to reflect environmental issues of all life-cycle phases J. Sustain. Prod. Des. 2 2002 11 28
    • (2002) J. Sustain. Prod. Des. , vol.2 , pp. 11-28
    • O'shea, M.1
  • 38
    • 84897110473 scopus 로고    scopus 로고
    • In with the old
    • J.A. Pearce In with the old Mag. Wall Str. J. 2008 http://online.wsj.com/ news/articles/SB122427020019745211
    • (2008) Mag. Wall Str. J.
    • Pearce, J.A.1
  • 40
    • 5344244656 scopus 로고    scopus 로고
    • R Foundation for Statistical Computing Vienna, Austria 3-900051-07-0 R Development Core Team
    • R Development Core Team R: A Language and Environment for Statistical Computing 2008 R Foundation for Statistical Computing Vienna, Austria 3-900051-07-0
    • (2008) R: A Language and Environment for Statistical Computing
  • 42
    • 0036504272 scopus 로고    scopus 로고
    • Influencing design to improve product end-of-life stage
    • C. Rose, K. Ishii, and A. Stevels Influencing design to improve product end-of-life stage Res. Eng. Des. 13 2002 83 93
    • (2002) Res. Eng. Des. , vol.13 , pp. 83-93
    • Rose, C.1    Ishii, K.2    Stevels, A.3
  • 44
    • 0036262585 scopus 로고    scopus 로고
    • Approximate estimation of the product life cycle cost using artificial neural networks in conceptual design
    • K. Seo, J. Park, D. Jang, and D. Wallace Approximate estimation of the product life cycle cost using artificial neural networks in conceptual design Int. J. Adv. Manuf. Technol. 19 2002 461 471
    • (2002) Int. J. Adv. Manuf. Technol. , vol.19 , pp. 461-471
    • Seo, K.1    Park, J.2    Jang, D.3    Wallace, D.4
  • 48
    • 45149098757 scopus 로고    scopus 로고
    • Optimal product portfolio formulation by merging predictive data mining with multilevel optimization
    • C. Tucker, and H.M. Kim Optimal product portfolio formulation by merging predictive data mining with multilevel optimization J. Mech. Des. 130 2008 041103
    • (2008) J. Mech. Des. , vol.130 , pp. 041103
    • Tucker, C.1    Kim, H.M.2
  • 50
    • 82155192877 scopus 로고    scopus 로고
    • Trend mining for predictive product design
    • C. Tucker, and H.M. Kim Trend mining for predictive product design J. Mech. Des. 133 2011 111008
    • (2011) J. Mech. Des. , vol.133 , pp. 111008
    • Tucker, C.1    Kim, H.M.2
  • 51
    • 77955242989 scopus 로고    scopus 로고
    • Data-driven decision tree classification for product portfolio design optimization
    • C.S. Tucker, and H.M. Kim Data-driven decision tree classification for product portfolio design optimization J. Comput. Inform. Sci. Eng. 9 2009
    • (2009) J. Comput. Inform. Sci. Eng. , vol.9
    • Tucker, C.S.1    Kim, H.M.2
  • 54
    • 0141842698 scopus 로고    scopus 로고
    • An approach to decision-based design with discrete choice analysis for demand modeling
    • H.J. Wassenaar, and W. Chen An approach to decision-based design with discrete choice analysis for demand modeling J. Mech. Des. 125 2003 490 497
    • (2003) J. Mech. Des. , vol.125 , pp. 490-497
    • Wassenaar, H.J.1    Chen, W.2
  • 55
    • 23044445286 scopus 로고    scopus 로고
    • Enhancing discrete choice demand modeling for decision-based design
    • H.J. Wassenaar, W. Chen, J. Cheng, and A. Sudjianto Enhancing discrete choice demand modeling for decision-based design J. Mech. Des. 127 2005 514 523
    • (2005) J. Mech. Des. , vol.127 , pp. 514-523
    • Wassenaar, H.J.1    Chen, W.2    Cheng, J.3    Sudjianto, A.4
  • 56
    • 77955585423 scopus 로고    scopus 로고
    • A decision tree method for building energy demand modeling
    • Z. Yu, F. Haghighat, B.C. Fung, and H. Yoshino A decision tree method for building energy demand modeling Energy Build. 42 2010 1637 1646
    • (2010) Energy Build. , vol.42 , pp. 1637-1646
    • Yu, Z.1    Haghighat, F.2    Fung, B.C.3    Yoshino, H.4


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