Experience Capitalization for Inventive Design studies

Experience Capitalization for Inventive Design studies                                                                

" Capitalisation de l'expérience dans les études de conception inventive"

Prepared by Pei ZHANG

Directed by Pr. Denis CAVALLUCCI

Co-directed by Pr. Cecilia ZANNI-MERK

2015-2019

Context

  • The growing complexity of the design activity in an innovative and sustainable context requires experience reuse as a means to limit unsustainable investments.

  • Lacking of tools to efficiently capture and reuse past experience.

Objectives

  • Efficient experience capitalization.

  • Implicit knowledge induction from human experience by supervised learning.

  • Experience reuse.

  • Learning from past experience

Proposed methodology

  • Case-based reasoning

  • Machine Learning

  • Latent Semantic Indexing

  • The Use of Ontologies

Fig.1 The CBR Cycle

The flowchart of the CBR process

Fig.2 Flowchart of our proposal

Propotype

CBRIDStation

 

If you would like to download the poster of my work, please click here.

 

Publications

Latent Semantic Indexing for capitalizing experience in inventive design, KES-SDM-2017, Bologna, Italy, janvier 2017

Towards sustainability in the early stages of innovation process, Virtual Concept international WORKSHOP, Bordeaux, France, page 4, février 2016 

Towards Experience Capitalization for Inventive Problem Solving, TRIZ FUTURE, WROCLAW, Poland, avril 2016 

 

Espace Membres

  • over a year ago

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