DATA DRIVEN DESIGN SELECTION AND GENERATION - AN INDUSTRIAL CASE STUDY ON ELECTRIC MOTORS

This paper presents a novel design selection and generation mechanism for fast and efficient solution-finding based on the knowledge-based systems concept. Such a mechanism can be fully exploited in the early design phases (i.e. quotation phase), when the supplier has to propose both a technically feasible and pricewise attractive solution to the OEM's request. The benefits of the presented method are a massive time reduction from several weeks to less than one day as well as an improvement of the overall solutions quality as all possible technologies are evaluated parallel.

[1]  Craig B. Chapman,et al.  Design engineering - a need to rethink the solution using knowledge based engineering , 1999, Knowledge-Based Systems.

[2]  贾岩 Data mining method , 2014 .

[3]  Jörg Feldhusen,et al.  A DATA MINING METHOD FOR SELECTING THE SUITABLE EXISTING PRODUCT VARIANT AS A DEVELOPMENT BASE FOR A NEW ORDER , 2010 .

[4]  Dieter Fensel,et al.  Knowledge Engineering: Principles and Methods , 1998, Data Knowl. Eng..

[5]  Crispin Hales,et al.  Engineering design: a systematic approach , 1989 .

[6]  Sandro Wartzack,et al.  A BUSINESS MODEL CANVAS FOR IDECIDE – HOW TO DESIGN A NEW DECISION MAKING APP? , 2016 .

[7]  Johan J. C. Gyselinck,et al.  Optimization of Low-Power Brushless PM-Machines for Automotive Applications With Focus on High-Volume Mass Production , 2017, IEEE Transactions on Industrial Electronics.

[8]  Alīna Galkina,et al.  Development of an Intelligent Algorithm for Electrical Motor Choice for Industrial Systems , 2008 .

[9]  Paul Naefe Einführung in das Methodische Konstruieren , 2009 .

[10]  Lars Hvam,et al.  The impact of product configurators on lead times in engineering-oriented companies , 2011, Artificial Intelligence for Engineering Design, Analysis and Manufacturing.

[11]  Sandro Wartzack,et al.  FEATURE-BASED APPROACH FOR THE AUTOMATED SETUP OF ACCURATE, DESIGN-ACCOMPANYING FINITE ELEMENT ANALYSES , 2016 .

[12]  C. Chukwudi Egbuna,et al.  Electric actuator selection design aid for Low Cost Automation , 2009 .

[13]  Karl T. Ulrich,et al.  Product Design and Development , 1995 .

[14]  Leonīds Ribickis,et al.  Electric Motor Selection Method Development for Efficiency Increasing of Electrical Drives Systems , 2008 .

[15]  Henrik Stormer Kundenbasierte Produktkonfiguration , 2007, Informatik-Spektrum.

[16]  Frank Puppe,et al.  Einführung in Expertensysteme , 1988 .

[17]  Austin Hughes,et al.  Electric Motors and Drives: Fundamentals, Types and Applications , 1990 .

[18]  Matthew I. Campbell,et al.  Exploring the Worth of Automatically Generated Design Alternatives Based on Designer Preferences , 2007 .

[19]  Z. Styczynski,et al.  Expertensysteme in der elektrischen Energieversorgung – Beispiel , 2017 .