Mining data to design value: A demonstrator in early design

The paper presents a study run to verify the applicability of data mining algorithms asdecision support in early design stages of a product development project. The paperdescribes a two-stage scena ...

[1]  Amir H. Behzadan,et al.  Knowledge-Based Simulation Modeling of Construction Fleet Operations Using Multimodal-Process Data Mining , 2013 .

[2]  J. Manyika.  Big data: The next frontier for innovation, competition, and productivity , 2011 .

[3]  Steven D. Eppinger,et al.  Characterizing Design Process Interfaces as Organization Networks: Insights for Engineering Systems Management , 2016, Syst. Eng..

[4]  Andrew Kusiak,et al.  Data mining: manufacturing and service applications , 2006 .

[5]  Marie Persson,et al.  Tree-Based Response Surface Analysis , 2015, MOD.

[6]  David Stockton,et al.  Cost model development using virtual manufacturing and data mining: part I—methodology development , 2013 .

[7]  A. D. Pouliezos,et al.  Real time fault monitoring of industrial processes , 1994 .

[8]  Shu-Hsien Liao,et al.  Mining product maps for new product development , 2008, Expert Syst. Appl..

[9]  Kristina Shea,et al.  A MACHINE LEARNING-BASED APPROACH TO ACCELERATING COMPUTATIONAL DESIGN SYNTHESIS , 2003 .

[10]  Steve Culley,et al.  Knowledge management in engineering design: personalization and codification , 2004 .

[11]  Sarabjot Singh Anand,et al.  Decision support using data mining , 1998 .

[12]  Xiang Li,et al.  Efficient Web log mining for product development , 2003, Proceedings. 2003 International Conference on Cyberworlds.

[13]  Peter Hollingsworth,et al.  Defining a Research Agenda in Value Driven Design: Questions that Need to be Asked , 2011 .

[14]  Mitchell M. Tseng,et al.  A variant approach to product definition by recognizing functional requirement patterns , 1997 .

[15]  Joost Duflou,et al.  SYSTEMATIC ONLINE LEAD USER IDENTIFICATION - CASE STUDY FOR ELECTRICAL INSTALLATIONS , 2015 .

[16]  Pablo Bermell-Garcia,et al.  A NEW KNOWLEDGE SOURCING FRAMEWORK TO SUPPORT KBE DEVELOPMENT , 2015 .

[17]  Sophie Hallstedt,et al.  Model Based Decision Support for Value and Sustainability in Product Development , 2015 .

[18]  George A. Hazelrigg,et al.  A Framework for Decision-Based Engineering Design , 1998 .

[19]  Alex Alves Freitas,et al.  Comprehensible classification models: a position paper , 2014, SKDD.

[20]  Udo Lindemann,et al.  How to integrate information about past Engineering Changes in new change processes , 2015 .

[21]  Massimo Panarotto,et al.  Value-driven product service systems development: Methods and industrial applications , 2016 .

[22]  Kent Cronholm.  Design of Experiment based on VMEA (Variation Mode and Effect Analysis) , 2013 .

[23]  Ian H. Witten,et al.  The WEKA data mining software: an update , 2009, SKDD.

[24]  Manoj Kumar Tiwari,et al.  Data mining in manufacturing: a review based on the kind of knowledge , 2009, J. Intell. Manuf..

[25]  Rakesh Nagi,et al.  Data mining in an engineering design environment: OR applications from graph matching , 2006, Comput. Oper. Res..

[26]  David G. Ullman,et al.  The Mechanical Design Process , 1992 .

[27]  Dan Braha.  Data mining for design and manufacturing: methods and applications , 2001 .

[28]  Yoji Akao,et al.  Quality Function Deployment : Integrating Customer Requirements into Product Design , 1990 .

[29]  Shu-Hsien Liao,et al.  Mining customer knowledge for tourism new product development and customer relationship management , 2010, Expert Syst. Appl..

[30]  Marco Bertoni,et al.  Mapping customer needs to engineering characteristics: an aerospace perspective for conceptual design , 2014 .

[31]  Paul Collopy,et al.  Value-Driven Design , 2009 .

[32]  Keqin Wang,et al.  Towards avoiding the hidden traps in QFD during requirements establishment , 2015 .

[33]  B. Agard,et al.  Data-mining-based methodology for the design of product families , 2004 .