TY - JOUR
T1 - A preliminary model of design as a sequential decision process
AU - Yukish, Michael A.
AU - Miller, Simon W.
AU - Simpson, Timothy W.
N1 - Funding Information:
Copyright © 2013 Stevens Institute of Technology, Systems Engineering Research Center. This material is based upon work supported, in whole or in part, by the U.S. Department of Defense through the Systems Engineering Research Center (SERC) under Contract H98230-08-D-0171. SERC is a federally funded University Affiliated Research Center managed by the Stevens Institute of Technology
Publisher Copyright:
© 2015 Published by Elsevier B.V.
PY - 2015
Y1 - 2015
N2 - 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 extent of the set of designs under consideration, the level of detail of the designs, and the level of fidelity of the analyses the designs are subjected to. At the start the design space is broad, the design detail is low, and the analyses are conceptual. The process finishes with a single point design of full detail subjected to the highest fidelity analyses. Two premises underlie the model; first, that design decision making is a process of simultaneously constructing one's preferences while satisfying them. Second, that design using computational models is a sequential process that starts with low fidelity models for initial trades and progresses through models of increasing detail. These premises are supported by research from the domains of behavioral economics, psychology, judgment and decision making, neuroeconomics, marketing, and engineering design, and are substantiated by the authors' own experience. The paper summarizes the pertinent literature, synthesizes a preliminary model of the sequential process and how lower fidelity models couple to higher ones, and develops an experimental case study now being used to exercise the model.
AB - 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 extent of the set of designs under consideration, the level of detail of the designs, and the level of fidelity of the analyses the designs are subjected to. At the start the design space is broad, the design detail is low, and the analyses are conceptual. The process finishes with a single point design of full detail subjected to the highest fidelity analyses. Two premises underlie the model; first, that design decision making is a process of simultaneously constructing one's preferences while satisfying them. Second, that design using computational models is a sequential process that starts with low fidelity models for initial trades and progresses through models of increasing detail. These premises are supported by research from the domains of behavioral economics, psychology, judgment and decision making, neuroeconomics, marketing, and engineering design, and are substantiated by the authors' own experience. The paper summarizes the pertinent literature, synthesizes a preliminary model of the sequential process and how lower fidelity models couple to higher ones, and develops an experimental case study now being used to exercise the model.
UR - http://www.scopus.com/inward/record.url?scp=84938559237&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84938559237&partnerID=8YFLogxK
U2 - 10.1016/j.procs.2015.03.039
DO - 10.1016/j.procs.2015.03.039
M3 - Conference article
AN - SCOPUS:84938559237
SN - 1877-0509
VL - 44
SP - 174
EP - 183
JO - Procedia Computer Science
JF - Procedia Computer Science
IS - C
T2 - 18th Conference on Plasma-Surface Interactions, PSI 2015, 5-6 February 2015, Moscow, Russian Federation and the 1st Conference on Plasma and Laser Research and Technologies, PLRT 2015, 18-20 February 2015, Moscow, Russian Federation
Y2 - 7 June 2013
ER -