Employing multidimensional data visualization tools to assess the impact of constraint uncertainties on complex design problems

Gary M. Stump, Simon W. Miller, Michael A. Yukish, Christopher M. Farrell

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Abstract

    A potential source of uncertainty within multi-objective design problems can be the exact value of the underlying design constraints. This uncertainty will affect the resulting performance of the selected system commensurate with the level of risk that decision-makers are willing to accept. This research focuses on developing visualization tools that allow decisionmakers to specify uncertainty distributions on design constraints and to visualize their effects in the performance space using multidimensional data visualization methods to solve problems with high orders of computational complexity. These visual tools will be demonstrated using an example portfolio design scenario in which the goal of the design problem is to maximize the performance of a portfolio with an uncertain budget constraint.

    Original languageEnglish (US)
    Title of host publication43rd Design Automation Conference
    PublisherAmerican Society of Mechanical Engineers (ASME)
    ISBN (Electronic)9780791858127
    DOIs
    StatePublished - 2017
    EventASME 2017 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE 2017 - Cleveland, United States
    Duration: Aug 6 2017Aug 9 2017

    Publication series

    NameProceedings of the ASME Design Engineering Technical Conference
    Volume2A-2017

    Other

    OtherASME 2017 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE 2017
    Country/TerritoryUnited States
    CityCleveland
    Period8/6/178/9/17

    All Science Journal Classification (ASJC) codes

    • Mechanical Engineering
    • Computer Graphics and Computer-Aided Design
    • Computer Science Applications
    • Modeling and Simulation

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