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 …

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

SW Miller, MA Yukish, TW Simpson - Structural and Multidisciplinary …, 2018 - Springer
Abstract Design can be viewed a sequential decision process that increases the detail of
modeling and analysis while simultaneously decreasing the space of alternatives …

Design as a Sequential Decision Process: A Method for Reducing Set Space Using Models to Bound Objectives

SW Miller - 2017 - etda.libraries.psu.edu
Complex engineered systems rely heavily on simulation models for design. Designing such
systems typically involves a sequential decision process that increases the modeling and …

Two applications of design as a sequential decision process

SW Miller, TW Simpson… - … and Information in …, 2017 - asmedigitalcollection.asme.org
A promising approach to overcome the challenges of exploring a design solution space is to
employ Set-Based Design tightly coupled to Model-Based Systems Engineering, and to treat …

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 …

Determining optimal model complexity in an iterative design process

DG Bell, DL Taylor - … Design Engineering Technical …, 1990 - asmedigitalcollection.asme.org
In design, trade-offs are made between quality, cost and schedule. As the versatility of
design tools has increased, so has the difficulty of making these trade-offs. This is especially …

Set-based design, model-based systems engineering, and sequential decision processes

MA Yukish, SW Miller, JD Martin… - Naval Engineers …, 2018 - ingentaconnect.com
An emerging concept to overcome the challenges of exploring a large, complex and
expensive solution space such as with Department of Defense systems is to employ Set …

Hierarchical and interactive decision refinement methodology for engineering design

S Yerramareddy, SCY Lu - Research in Engineering Design, 1992 - Springer
This paper presents the Hierarchical and Interactive Decision Refinement (HIDER)
methodology for engineering design. This methodology hierarchically refines (or reduces) a …

A preliminary model of design as a sequential decision process

MA Yukish, SW Miller, TW Simpson - Procedia computer science, 2015 - Elsevier
This paper presents a formal model of design as a sequential decision process. In the
process model, the design process takes discrete steps through a space defined by the …

Consider-then-choose models in decision-based design optimization

WR Morrow, M Long… - … and Information in …, 2012 - asmedigitalcollection.asme.org
This article describes an advance in design optimization that includes consumer purchasing
decisions. Decision-Based Design optimization commonly relies on Discrete Choice …