Descriptive models of sequential decisions in engineering design: An experimental study

AM Chaudhari, I Bilionis… - Journal of …, 2020 - asmedigitalcollection.asme.org
Engineering design involves information acquisition decisions such as selecting designs in
the design space for testing, selecting information sources, and deciding when to stop …

Quantifying the impact of domain knowledge and problem framing on sequential decisions in engineering design

M Shergadwala, I Bilionis… - Journal of …, 2018 - asmedigitalcollection.asme.org
Many decisions within engineering systems design are typically made by humans. These
decisions significantly affect the design outcomes and the resources used within design …

An experimental study of human decisions in sequential information acquisition in design: Impact of cost and task complexity

AM Chaudhari, JH Panchal - Research into Design for a Connected World …, 2019 - Springer
An important type of process-level decisions in design is information acquisition decisions
which includes deciding whether to acquire information about a concept, which concepts to …

Estimating the Optimal Number of Alternatives to Be Explored in Large Design Spaces: A Step Towards Incorporating Decision Making Cost in Design Decision …

SK Gupta, C Xu - International Design Engineering …, 2002 - asmedigitalcollection.asme.org
Exploration of design spaces is an important step in decision-based design. In consumer
product development, precise design specifications are not known at the beginning of the …

Understanding design decisions under competition using games with information acquisition and a behavioral experiment

JH Panchal, Z Sha, KN Kannan - Journal of …, 2017 - asmedigitalcollection.asme.org
The primary motivation in this paper is to understand decision-making in design under
competition from both prescriptive and descriptive perspectives. Engineering design is often …

Students as sequential decision-makers: Quantifying the impact of problem knowledge and process deviation on the achievement of their design problem objective

M Shergadwala, I Bilionis… - … and Information in …, 2018 - asmedigitalcollection.asme.org
Factors such as a student's knowledge of the design problem and their deviation from a
design process impact the achievement of their design problem objective. Typically, an …

Preference construction, sequential decision making, and trade space exploration

SW Miller, TW Simpson… - International …, 2013 - asmedigitalcollection.asme.org
This paper develops and explores the interface between two related concepts in design
decision making. First, design decision making is a process of simultaneously constructing …

A method for model selection using reinforcement learning when viewing design as a sequential decision process

JPS Chhabra, GP Warn - Structural and Multidisciplinary Optimization, 2019 - Springer
In an emerging paradigm, design is viewed as a sequential decision process (SDP) in which
mathematical models of increasing fidelity are used in a sequence to systematically contract …

Validation of engineering design alternative selection methods

GA Hazelrigg - Engineering Optimization, 2003 - Taylor & Francis
The decision sciences have emerged over the past 300 years with contributions from many
highly recognized individuals. Yet, by and large, these results have not been incorporated …

Design as a sequential decision process: A method for reducing design set space using models to bound objectives

SW Miller, TW Simpson… - … and Information in …, 2015 - asmedigitalcollection.asme.org
Design is a sequential decision process that increases the detail of modeling and analysis
while simultaneously decreasing the space of alternatives considered. In a decision …