• français
    • English
    English
  • Ouvrir une session
Aide
Voir le document 
  •   Accueil de SAM
  • Laboratoire d’Ingénierie des Systèmes Physiques Et Numériques (LISPEN)
  • Voir le document
  • Accueil de SAM
  • Laboratoire d’Ingénierie des Systèmes Physiques Et Numériques (LISPEN)
  • Voir le document
JavaScript is disabled for your browser. Some features of this site may not work without it.

On the use of Process Mining and Machine Learning to support decision making in systems design

Communication avec acte
Auteur
ES-SOUFI, Widad
ccROUCOULES, Lionel
199402 Laboratoire des Sciences de l'Information et des Systèmes [LSIS]
ccYAHIA, Esma

URI
http://hdl.handle.net/10985/11339
Date
2016

Résumé

Research on process mining and machine learning techniques has recently received a significant amount of attention by product development and management communities. Indeed, these techniques allow both an automatic process and activity discovery and thus are high added value services that help reusing knowledge to support decision-making. This paper proposes a double layer framework aiming to identify the most significant process patterns to be executed depending on the design context. Simultaneously, it proposes the most significant parameters for each activity of the considered process pattern. The framework is applied on a specific design example and is partially implemented.

Fichier(s) constituant cette publication

Nom:
LSIS_ICPLM_2016_ES SOUFI.pdf
Taille:
1.120Mo
Format:
PDF
Voir/Ouvrir

Cette publication figure dans le(s) laboratoire(s) suivant(s)

  • Laboratoire d’Ingénierie des Systèmes Physiques Et Numériques (LISPEN)

Documents liés

Visualiser des documents liés par titre, auteur, créateur et sujet.

  • Collaborative Design and Supervision Processes Meta-Model for Rationale Capitalization 
    Chapitre d'ouvrage scientifique
    ES-SOUFI, Widad; ccROUCOULES, Lionel; ccYAHIA, Esma (Springer International Publishing, 2016)
    Companies act today in a collaborative way, and have to master their product design and supervision processes to remain productive and reactive to the perpetual changes in the industrial context. To achieve this, authors ...
  • Engineering design memory for design rationale and change management toward innovation 
    Article dans une revue avec comité de lecture
    ES-SOUFI, Widad; TICHKIEWITCH, Serge; ccROUCOULES, Lionel; ccYAHIA, Esma (Elsevier, 2016)
    As the metaphor of a film, engineering design is a process where stakeholders take decisions from product requirements to the final designed system. Unfortunately, industries lack of long term project memories to go back ...
  • A Process Mining Based Approach to Support Decision Making 
    Communication avec acte
    ES-SOUFI, Widad; ccROUCOULES, Lionel; ccYAHIA, Esma (Springer, 2017)
    Currently, organizations tend to reuse their past knowledge to make good decisions quickly and effectively and thus, to improve their business processes performance in terms of time, quality, efficiency, etc. Process mining ...
  • A Dynamic Contextual Change Management Application for Real Time Decision-Making Support 
    Article dans une revue avec comité de lecture
    ES-SOUFI, Widad; ccROUCOULES, Lionel; ccYAHIA, Esma (Springer International Publishing, 2018)
    Decision making is a fundamental process within organizations for many reasons. It is indeed involved at all levels (new product decisions, management and marketing decisions, etc.) and has a direct impact on companies’ ...
  • Design process and trace modelling for design rationale capture 
    communication avec actes
    MOONES, Emna; ccROUCOULES, Lionel; ccYAHIA, Esma (2014)
    To face the high industrial concurrence and to remain competitive, companies are asked to work in a context of collaborative engineering environment where design rationale is a prerogative to reduce their product development ...

Parcourir

Tout SAMLaboratoiresAuteursDates de publicationCampus/InstitutsCe LaboratoireAuteursDates de publicationCampus/Instituts

Lettre Diffuser la Science

Dernière lettreVoir plus

Statistiques de consultation

Publications les plus consultéesStatistiques par paysAuteurs les plus consultés

ÉCOLE NATIONALE SUPERIEURE D'ARTS ET METIERS

  • Contact
  • Mentions légales

ÉCOLE NATIONALE SUPERIEURE D'ARTS ET METIERS

  • Contact
  • Mentions légales