2003Unpublished venueRequires access

A GENERATIVE MODELING APPROACH TO ENGINEERING DESIGN

Ola Isaksson

Open publisher page 21 citations

Abstract

This paper describes an approach at Volvo Aero to systematically develop and use design and evaluation support systems, using Knowledge Based Engineering (KBE) generative modeling techniques. Product and process knowledge derived from product strategies and experiences from previous design projects have to be organised into a successful generative model. These generative models support both the synthesis stages of design and the analysis stages, allowing design alternatives to be compared with each other. The designs are described in product models with a full 3D solid and shell representation, together with material and manufacturing information. The organisation of these models uses ideas from well-known theories in engineering design to meet the requirement of flexibility in updating and reorganisation of the generative models. An example of how these generative design and evaluation systems have been used for a jet engine component conceptual design study is presented. The lead-time for a design and evaluation loop was shortened by more than 90%, which allowed multiple candidates to be evaluated and presented at the design review following the design study. The design study also required updating of the design system, which was included in the lead time for design. Generative Modeling, Engineering Design, Aircraft Engine, Methodology, Knowledge Based Engineering

About this research paper

What this paper is about

This paper describes an approach at Volvo Aero to systematically develop and use design and evaluation support systems, using Knowledge Based Engineering (KBE) generative modeling techniques. Product and process knowledge derived from product strategies and experiences from previous design projects have to be organised into a successful generative model. These generative models support both the synthesis stages of design and the analysis stages, allowing design alternatives to be compared with each other. The designs are described in product models with a full 3D solid and shell representation, together with material and manufacturing information. The organisation of these models uses ideas from well-known theories in engineering design to meet the requirement of flexibility in updating and reorganisation of the generative models. An example of how these generative design and evaluation systems have been used for a jet engine component conceptual design study is presented. The lead-time for a design and evaluation loop was shortened by more than 90%, which allowed multiple candidates to be evaluated and presented at the design review following the design study. The design study also required updating of the design system, which was included in the lead time for design. Generative Modeling, Engineering Design, Aircraft Engine, Methodology, Knowledge Based Engineering

Why it matters

OpenAlex reports 21 citations for this work. Citation counts describe recorded attention and do not establish research quality.

Key contribution

A contribution statement is not available in the OpenAlex record.

Method / approach

Method details are not available in the OpenAlex metadata.

Main findings

Findings are not separately available in the OpenAlex metadata.

Limitations

Limitations are not available in the OpenAlex metadata.

Applications

Application details are not available in the OpenAlex metadata.

Available abstract

This paper describes an approach at Volvo Aero to systematically develop and use design and evaluation support systems, using Knowledge Based Engineering (KBE) generative modeling techniques. Product and process knowledge derived from product strategies and experiences from previous design projects have to be organised into a successful generative model. These generative models support both the synthesis stages of design and the analysis stages, allowing design alternatives to be compared with each other. The designs are described in product models with a full 3D solid and shell representation, together with material and manufacturing information. The organisation of these models uses ideas from well-known theories in engineering design to meet the requirement of flexibility in updating and reorganisation of the generative models. An example of how these generative design and evaluation systems have been used for a jet engine component conceptual design study is presented. The lead-time for a design and evaluation loop was shortened by more than 90%, which allowed multiple candidates to be evaluated and presented at the design review following the design study. The design study also required updating of the design system, which was included in the lead time for design. Generative Modeling, Engineering Design, Aircraft Engine, Methodology, Knowledge Based Engineering

Key concepts: Generative Design, Engineering design process, Probabilistic design, Generative grammar, Systems engineering, Product design, Flexibility (engineering), Computer science

Related papers

Back to paper searchBrowse research topicsOriginal source
A GENERATIVE MODELING APPROACH TO ENGINEERING DESIGN — Research Paper | ScholarLens