Abstract

Engineered systems can be characterized by the inherent uncertainties and interactions in the system. To effectively design such engineered systems while improving the quality of design decisions, we contend that addressing the inherent interactions and uncertainties is critical. By addressing interactions, we incorporate the ability to account for the influence of one design decision over another in the decision-making process. Through uncertainty management, we design decisions that are relatively insensitive to uncertainty. In this article, we identify various elements required for designing engineered systems and address some key elements: (i) decision identification and classification, (ii) modeling decisions and their interactions, (iii) managing the effect of uncertainties in decisions, and (iv) solution space exploration. We utilize these key elements in the formulation and exploration of design problems using three design examples: (i) design of a fender, (ii) design of a gearbox, and (iii) design of a composite structure. As a contribution, we offer a generic method that enables designers to design engineered systems when interactions and uncertainties are prevalent in design decisions.

References

1.
Haik
,
Y.
,
Sivaloganathan
,
S.
, and
Shahin
,
T. M.
,
2015
,
Engineering Design Process
,
Cengage Learning
,
Boston, MA
.
2.
Bascaran
,
E.
,
Bannerot
,
R. B.
, and
Mistree
,
F.
,
1989
, “
Hierarchical Selection Decision Support Problems in Conceptual Design
,”
Eng. Optim.
,
14
(
3
), pp.
207
238
.
3.
Bascaran
,
E.
,
Karandikar
,
H.
, and
Mistree
,
F.
, “
Modeling Hierarchy in Decision-Based Design: A Conceptual Exposition
,”
4th International Conference on Design Theory and Methodology
, pp.
293
300
.
4.
Choi
,
H-J
,
Austin
,
R.
,
Allen
,
J. K.
,
McDowell
,
D. L.
,
Mistree
,
F.
, and
Benson
,
D. J.
,
2005
, “
An Approach for Robust Design of Reactive Power Metal Mixtures Based on Non-Deterministic Micro-Scale Shock Simulation
,”
J. Comput.-Aided Mater. Des.
,
12
(
1
), pp.
57
85
.
5.
Allen
,
J. K.
,
Seepersad
,
C.
,
Choi
,
H.
, and
Mistree
,
F.
,
2006
, “
Robust Design for Multiscale and Multidisciplinary Applications
,”
ASME J. Mech. Des.
,
128
(
4
), pp.
832
843
.
6.
Sharma
,
G.
,
2020
, “
Designing Coupled Engineered Systems Under Uncertainty
,”
M.S. thesis
,
School of Aerospace and Mechanical Engineering, University of Oklahoma
,
Norman, OK
.
7.
Sobieszczanski-Sobieski
,
J.
,
Agte
,
J. S.
, and
Sandusky
,
J. S.
,
1998
, “
Bi-Level Integrated System Synthesis (BLISS)
,”
7th AIAA/USAF/NASA/ISSMO Symposium on Multidisciplinary Analysis and Optimization
, Paper No. AIAA-98-4916.
8.
Sobieszczanski-Sobieski
,
J.
,
Altus
,
T.
,
Phillips
,
M.
, and
Sandusky
,
R.
, “
Bi-Level Integrated System Synthesis (BLISS) for Concurrent and Distributed Processing
,”
AIAA J.
,
41
(
10
), pp.
1996
2003
.
9.
Kroo
,
I.
,
2004
, “
Distributed Multidisciplinary Design and Collaborative Optimization
,”
VKI Lecture Series on Optimization Methods & Tools for Multicriteria/Multidisciplinary Design
,
Von Karmen Institute, Belgium
,
Nov. 15–19
, pp.
15
19
.
10.
Kim
,
H. M.
,
Rideout
,
D. G.
,
Papalambros
,
P. Y.
, and
Stein
,
J. L.
,
2003
, “
Analytical Target Cascading in Automotive Vehicle Design
,”
ASME J. Mech. Des.
,
125
(
3
), pp.
481
489
.
11.
Nellippallil
,
A. B.
,
Mohan
,
P.
,
Allen
,
J. K.
, and
Mistree
,
F.
,
2020
, “
An Inverse, Decision-Based Design Method for Robust Concept Exploration
,”
ASME J. Mech. Des.
,
142
(
8
), p.
081703
.
12.
Sushil
,
R. R.
,
Baby
,
M.
,
Sharma
,
G.
,
Balu Nellippallil
,
A.
, and
Ramu
,
P.
, “
Data Driven Integrated Design Space Exploration Using iSOM
,”
International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
,
St. Louis, MO
,
Aug. 14–17
.
13.
Park
,
G.-J.
,
Lee
,
T.-H.
,
Lee
,
K. H.
, and
Hwang
,
K.-H.
,
2006
, “
Robust Design: An Overview
,”
AIAA J.
,
44
(
1
), pp.
181
191
.
14.
Hasenkamp
,
T.
,
Arvidsson
,
M.
, and
Gremyr
,
I.
,
2009
, “
A Review of Practices for Robust Design Methodology
,”
J. Eng. Des.
,
20
(
6
), pp.
645
657
.
15.
Eifler
,
T.
,
Ebro
,
M.
, and
Howard
,
T. J.
,
2013
, “
A Classification of the Industrial Relevance of Robust Design Methods
,”
DS 75-9: Proceedings of the 19th International Conference on Engineering Design (ICED13), Design for Harmonies, Vol. 9: Design Methods and Tools
,
Seoul, Korea
,
Aug. 19–22
, pp.
427
436
.
16.
McDowell
,
D. L.
,
Panchal
,
J.
,
Choi
,
H.-J.
,
Seepersad
,
C.
,
Allen
,
J.
, and
Mistree
,
F.
,
2009
,
Integrated Design of Multiscale, Multifunctional Materials And Products
,
Butterworth-Heinemann
,
Oxford, UK
.
17.
Chen
,
W.
,
Allen
,
J. K.
,
Tsui
,
K.-L.
, and
Mistree
,
F.
,
1996
, “
A Procedure for Robust Design: Minimizing Variations Caused by Noise Factors and Control Factors
,”
ASME J. Mech. Des.
,
118
(
4
), pp.
478
485
.
18.
Mistree
,
F.
,
Smith
,
W.
,
Kamal
,
S.
, and
Bras
,
B.
,
1991
, “
Designing Decisions: Axioms, Models and Marine Applications
,”
Proceedings of the Fourth International Marine Systems Design Conference
,
Kobe, Japan
,
May 26–30
, pp.
1
24
.
19.
Mistree
,
F.
,
Smith
,
W.
, and
Bras
,
B.
,
1993
, “A Decision-Based Approachto Concurrent Design,”
Concurrent Engineering
,
H. R.
Parsaei
and
W. G.
Sullivan
, eds.,
Springer
,
New York
, pp.
127
158
.
20.
Sharma
,
G.
,
Allen
,
J. K.
, and
Mistree
,
F.
,
2021
, “
Robust Design of Coupled Engineered Systems
,”
Proceedings of the International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
,
Virtual
,
Aug. 17–19
,
Paper No. DETC2021-71187
.
21.
Ming
,
Z.
,
Sharma
,
G.
,
Allen
,
J. K.
, and
Mistree
,
F.
,
2020
, “
An Ontology for Representing Knowledge of Decision Interactions in Decision-Based Design
,”
Comput. Ind.
,
114
, p.
103145
.
22.
Ming
,
Z.
,
Sharma
,
G.
,
Allen
,
J. K.
, and
Mistree
,
F.
,
2019
, “
Template-Based Configuration and Execution of Decision Workflows in Design of Complex Engineered Systems
,”
Adv. Eng. Inform.
,
42
, p.
100985
.
23.
Sharma
,
G.
,
Allen
,
J. K.
, and
Mistree
,
F.
,
2021
, “
A Method for Robust Design in a Coupled Decision Environment
,”
Des. Sci.
,
7
, pp.
e23.1
31
.
24.
Gere
,
J.
, and
Timoshenko
,
S.
,
1997
,
Mechanics of Materials, 1997
,
PWS-KENT Publishing Company
,
Boston, MA
, p.
4
.
25.
Höhn
,
B.-R.
,
Michaelis
,
K.
, and
Hinterstoißer
,
M.
,
2009
, “
Optimization of Gearbox Efficiency
,”
Goriva i maziva
,
48
(
4
), p.
462
.
26.
Bozca
,
M.
,
2010
, “
Torsional Vibration Model Based Optimization of Gearbox Geometric Design Parameters to Reduce Rattle Noise in an Automotive Transmission
,”
Mech. Mach. Theory
,
45
(
11
), pp.
1583
1598
.
27.
Osyczka
,
A.
,
1978
, “
An Approach to Multicriterion Optimization Problems for Engineering Design
,”
Comput. Methods Appl. Mech. Eng.
,
15
(
3
), pp.
309
333
.
28.
Lisle
,
T. J.
,
Shaw
,
B. A.
, and
Frazer
,
R. C.
,
2017
, “
External Spur Gear Root Bending Stress: A Comparison of ISO 6336: 2006, AGMA 2101-D04, ANSYS Finite Element Analysis and Strain Gauge Techniques
,”
Mech. Mach. Theory
,
111
, pp.
1
9
.
29.
ANSI/AGMA
,
2010
,
Fundamental Rating Factors and Calculation Methods for Involute Spur and Helical Gear Teeth
,
American Gear Manufacturers Association
,
Alexandria, VA
.
30.
ISO 6336-1:2019.
,
2006
, “
Calculation of Load Capacity of Spur and Helical Gears
.”
31.
Beemaraj
,
S. B.
,
Pathan
,
R. K.
,
Salvi
,
A. G.
,
Sharma
,
G.
,
Mistree
,
F.
, and
Allen
,
J. K.
,
2020
, “
Inverse Multi-Scale Robust Design of Composite Structures Using Design Capability Indices
,”
Proceedings of the International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
,
Virtual
,
Aug. 17–19
,
Paper DETC2020-22259
, American Society of Mechanical Engineers, p. V009T009A017.
32.
Pathan
,
R. K.
,
Beemaraj
,
S. B.
,
Salvi
,
A.
,
Sharma
,
G.
,
Allen
,
J. K.
, and
Mistree
,
F.
,
2019
, “
Design of Composite Structures Through Decision Support Problem and Multiscale Design Approach
,”
Proceedings of the ASME 2019 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
,
Anaheim, CA
,
Aug. 18–21
.
33.
Sriramula
,
S.
, and
Chryssanthopoulos
,
M. K.
,
2009
, “
Quantification of Uncertainty Modelling In Stochastic Analysis of FRP Composites
,”
Composites Part A
,
40
(
11
), pp.
1673
1684
.
34.
Quek
,
S. C.
,
Waas
,
A. M.
,
Shahwan
,
K. W.
, and
Agaram
,
V.
,
2003
, “
Analysis of 2D Triaxial Flat Braided Textile Composites
,”
Int. J. Mech. Sci.
,
45
(
6–7
), pp.
1077
1096
.
35.
Shiao
,
M. C.
,
Singhal
,
S. N.
, and
Chamis
,
C. C.
,
1994
, “
A Method for the Probabilistic Design Assessment of Composite Structures
,”
International SAMPE Technical Conference
,
Toronto, Ontario, Canada
,
Oct. 20–22
.
36.
Hill
,
R.
,
1964
, “
Theory of Mechanical Properties of Fibre-Strengthened Materials: I. Elastic Behaviour
,”
J. Mech. Phys. Solids
,
12
(
4
), pp.
199
212
.
37.
Dong
,
S.
,
Pister
,
K.
, and
Taylor
,
R.
,
1962
, “
On the Theory of Laminated Anisotropic Shells and Plates
,”
J. Aerosp. Sci.
,
29
(
8
), pp.
969
975
.
38.
Gibson
,
L.
, and
Ashby
,
M.
,
1999
,
Cellular Solids: Structure and Properties
,
Cambridge University Press
,
Cambridge, UK
.
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