The purpose of this study is to begin to explore which function identification methods work best for specific tasks. We use a three-level within-subject study (n = 78) to compare three strategies for identifying functions: energy-flow, top-down, and enumeration. These are tested in a product dissection task with student engineers who have minimal prior experience. Participants were asked to dissect a hair dryer, power drill, and toy dart gun and generate function trees to describe how these work. The function trees were evaluated with several metrics including the total number of functions generated, the number of syntactical errors, and the number of unique (relevant and nonredundant) functions. We found no statistical, practical, or qualitative difference between the trees produced by each method. This suggests that the cognitive load for this task for novices is high enough to obscure any real differences between methods. We also found some generalized findings through surveys that the most difficult aspects of using functional decomposition include identifying functions, choosing function verbs, and drawing the diagram. Together, this may also mean that for novice engineers, the method does not matter as much as core concepts such as identifying functions and structuring function diagrams. This also indicates that any function identification method may be used as a baseline for comparison between novices in future studies.

References

1.
Pahl
,
G.
, and
Beitz
,
W.
,
1996
,
Engineering Design: A Systematic Approach
,
Springer
,
New York
.
2.
Ho
,
C. H.
,
2001
, “
Some Phenomena of Problem Decomposition Strategy for Design Thinking: Differences Between Novices and Experts
,”
Des. Stud.
,
22
(
1
), pp.
27
45
.10.1016/S0142-694X(99)00030-7
3.
Jansson
,
D. G.
, and
Smith
,
S. M.
,
1991
, “
Design Fixation
,”
Des. Stud.
,
12
(
1
), pp.
3
11
.10.1016/0142-694X(91)90003-F
4.
Bransford
,
J. D.
,
Brown
,
A. L.
, and
Cocking
,
R. R.
, eds.,
2000
,
How People Learn: Brain, Mind, Experience, and School
,
National Academy Press
,
Washington, DC
.
5.
Tomiyama
,
T.
,
van Beek
,
T. J.
,
Alvarez Cabrera
,
A. A.
,
Komoto
,
H.
, and
D’Amelio
,
V.
,
2013
, “
Making Function Modeling Practically Usable
,”
AIEDAM
,
27
(
8
), pp.
301
309
.10.1017/S0890060413000309
6.
French
,
M. J.
,
2002
, “
Insight, Design Principles and Systematic Invention
,”
Engineering Design Synthesis
,
Springer
,
New York
, pp.
19
34
.10.1007/978-1-4471-3717-7_2
7.
Vermaas
,
P. E.
,
2013
, “
The Coexistence of Engineering Meanings of Function: Four Responses and Their Methodological Implications
,”
AIEDAM
,
27
(
8
), pp.
191
202
.10.1017/S0890060413000206
8.
Vermaas
,
P. E.
, and
Eckert
,
C.
,
2013
, “
My Functional Description Is Better!
,”
AIEDAM
,
27
(
8
), pp.
187
190
.10.1017/S089006041300019X
9.
Eckert
,
C.
,
Ruckpaul
,
A.
,
Alink
,
T.
, and
Albers
,
A.
,
2012
, “
Variations in Functional Decomposition for an Existing Product: Experimental Results
,”
AIEDAM
,
26
(
2
), pp.
107
128
.10.1017/S0890060412000029
10.
Eckert
,
C.
,
Alink
,
T.
,
Ruckpaul
,
A.
, and
Albers
,
A.
,
2011
, “
Different Notions of Function: Results From an Experiment on the Analysis of an Existing Product
,”
J. Eng. Des.
,
22
(
11–12
), pp.
811
837
.10.1080/09544828.2011.603297
11.
Schacter
,
D. L.
,
Gilbert
,
D. T.
, and
Wegner
,
D. M.
,
2009
, “
Language and Thought
,”
Psychology
, 2nd ed.,
Worth Publishers
,
New York
, p.
376
.
12.
Jonassen
,
D. H.
,
2000
, “
Toward a Design Theory of Problem Solving
,”
Educ. Technol.
,
48
(
4
), pp.
63
85
.10.1007/BF02300500
13.
Cunniff
,
P. F.
,
Herrmann
,
J. W.
,
Schmidt
,
L. C.
,
Zhang
,
G.
, and
Dally
,
J. W.
,
1998
, “
Functional Decomposition
,”
Product Engineering and Manufacturing
,
College House Enterprises, LLC
,
New York
, pp.
81
93
.
14.
Ulrich
,
K. T.
, and
Eppinger
,
S. D.
,
2000
,
Product Design and Development
,
McGraw-Hill
,
New York
.
15.
Dym
,
C. L.
, and
Little
,
P.
,
2000
,
Engineering Design: A Project-Based Introduction
,
Wiley
,
Hoboken, NJ
.
16.
Cross
,
N.
,
2000
,
Engineering Design Methods
,
Wiley
,
New York
.
17.
Stoll
,
H. W.
,
1999
,
Product Design Methods and Practices
,
Marcel Dekker
,
New York
.
18.
Ullman
,
D. G.
,
2003
,
The Mechanical Design Process
, 4th ed.,
McGraw-Hill
,
New York
.
19.
Dieter
,
G. E.
,
2000
,
Engineering Design: A Materials and Processing Approach
,
McGraw-Hill
,
New York.
20.
Dieter
,
G. E.
, and
Schmidt
,
L. C.
,
2009
,
Engineering Design
,
McGraw-Hill
,
New York.
21.
Hyman
,
B.
,
2003
,
Fundamentals of Engineering Design
,
Prentice Hall
,
Upper Saddle River, NJ
.
22.
Otto
,
K.
, and
Wood
,
K.
,
2001
,
Product Design: Techniques in Reverse Engineering and New Product Development
,
Prentice Hall, Upper Saddle River
,
NJ
.
23.
Phillips
,
A.
,
2002
, “
Functional Decomposition in a Vehicle Control System
,”
2002 American Control Conference
, Vol.
5
, pp.
3713
3718
.10.1109/ACC.2002.1024505
24.
Horenstein
,
M. N.
,
2002
,
Design Concepts for Engineers
,
Prentice Hall
,
Upper Saddle River, NJ
.
25.
Sheppard
,
S. D.
,
1992
, “
Mechanical Dissection: An Experience in How Things Work
,”
Engineering Education: Curriculum Innovation & Integration, American Society for Engineering Education (ASEE)
, Santa Barbara, Jan. 6–10.
26.
French
,
M.
,
1999
,
Conceptual Design for Engineers
,
Springer
,
New York
.10.1007/978-1-4471-3627-9
27.
Magrab
,
E. B.
,
1997
,
Integrated Product and Process Design and Development: The Product Realization Process
,
CRC Press
,
New York
.
28.
Priest
,
J. W.
, and
Sánchez
,
J. M.
,
2001
,
Product Development and Design for Manufacturing: A Collaborative Approach to Productibility and Reliability
, 2nd ed.,
Marcel Dekker
,
New York
.
29.
Kirschman
,
C. F.
, and
Fadel
,
G. M.
,
1998
, “
Classifying Functions for Mechanical Design
,”
ASME J. Mech. Des.
,
120
(
3
), pp.
475
482
.10.1115/1.2829176
30.
Ringstad
,
P.
,
1997
, “
A Comparison of Two Approaches for Functional Decomposition: The Function/Means Tree and the Axiomatic Approach
,” ICED, Report No. 11.
31.
Schmekel
,
H.
, and
Sohlenius
,
G.
,
1989
, “
Functional Models and Design Solutions
,”
Ann. CIRP
,
38
(
1
), pp.
129
133
.10.1016/S0007-8506(07)62667-5
32.
Booth
,
J. W.
,
Bhasin
,
A. K.
,
Reid
,
T. N.
, and
Ramani
,
K.
,
2014
, “
Evaluating the Bottom-Up Method for Functional Decomposition in Product Dissection Tasks
,”
ASME
Paper No. 35393.10.1115/DETC2014-35393
33.
Caldwell
,
B. W.
,
Thomas
,
J. E.
,
Sen
,
C.
,
Mocko
,
G. M.
, and
Summers
,
J. D.
,
2012
, “
The Effects of Language and Pruning on Function Structure Interpretability
,”
ASME J. Mech. Des.
,
134
(
6
), p.
061001
.10.1115/1.4006442
34.
Stone
,
R. B.
, and
Wood
,
K. L.
,
2000
, “
Development of a Functional Basis for Design
,”
ASME J. Mech. Des.
,
122
(
4
), pp.
359
370
.10.1115/1.1289637
35.
Hirtz
,
J.
,
Stone
,
R.
,
McAdams
,
D.
,
Szykman
,
S.
, and
Wood
,
K.
,
2002
, “
A Functional Basis for Engineering Design: Reconciling and Evolving Previous Efforts
,”
Res. Eng. Des.
,
13
(
2
), pp.
65
82
.10.1007/s00163-001-0008-3
36.
Nagel
,
R. L.
,
Bohm
,
M.
, and
Linsey
,
J.
,
2013
, “
An Investigation Into the Effectiveness of an Algorithmic Approach to Teaching Functional Modeling
,”
ASME
Paper No. 12658.10.1115/DETC2013-12658
37.
Nagel
,
J. K. S.
,
Nagel
,
R. L.
,
Stone
,
R. B.
, and
McAdams
,
D. A.
,
2010
, “
Function-Based, Biologically Inspired Concept Generation
,”
AIEDAM
,
24
(
4
), pp.
521
535
.10.1017/S0890060410000375
38.
Qian
,
L.
, and
Gero
,
J. S.
,
1996
, “
Function–Behavior–Structure Paths and Their Role in Analogy-Based Design
,”
AIEDAM
,
10
(
4
), pp.
289
312
.10.1017/S0890060400001633
39.
Eckert
,
C.
,
2013
, “
That Which is Not Form: The Practical Challenges in Using Functional Concepts in Design
,”
AIEDAM
,
27
(
3
), pp.
217
231
.10.1017/S089006041300022X
40.
Creswell
,
J.
,
2014
,
Research Design
,
Sage Publishing
,
Thousand Oaks, CA
.
41.
Proctor
,
R. W.
, and
Zandt
,
T. V.
,
2008
,
Human Factors in Simple and Complex Systems
, 2nd ed.,
CRC Press
,
New York
.
42.
Seltman
,
H. J.
,
2009
, “
Experimental Design and Analysis
,” Department of Statistics at Carnegie Mellon (Online Only).
43.
Caldwell
,
B. W.
,
Ramachandran
,
R.
, and
Mocko
,
G. M.
,
2012
, “
Assessing the Use of Function Models and Interaction Models Through Concept Sketching
,”
ASME
Paper No. 71374.10.1115/DETC2012-71374
44.
Curtis
,
S. K.
,
Harston
,
S. P.
, and
Mattson
,
C. A.
,
2012
, “
Characterizing the Effects of Learning When Reverse Engineering Multiple Samples of the Same Product
,”
ASME J. Mech. Des.
,
135
(
1
), p.
011002
.10.1115/1.4007918
45.
Toh
,
C.
,
Miller
,
S.
, and
Kremer
,
G. E. O.
,
2012
, “
The Impact of Product Dissection Activities on the Novelty of Design Outcomes
,”
ASME
Paper No. 70421.10.1115/DETC2012-70421
46.
Ong
,
S. K.
,
2008
,
Design Reuse in Product Development Modeling, Analysis, and Optimization
,
World Scientific Online
, Hackensack, NJ.10.1142/6929
47.
Ahmed
,
S.
, and
Wallace
,
K.
,
2003
, “
Evaluating a Function Basis
,”
ASME
Paper No. 48685.10.1115/DETC2003/DTM-48685
48.
Keselman
,
H. J.
,
Huberty
,
C. J.
,
Lix
,
L. M.
,
Olejnik
,
S.
,
Cribbie
,
R. A.
,
Donahue
,
B.
,
Kowalchuk
,
R. K.
,
Lowman
,
L. L.
,
Petoskey
,
M. D.
,
Keselman
,
J. C.
, and
Levin
,
J. R.
,
1998
, “
Statistical Practices of Educational Researchers: An Analysis of Their ANOVA, MANOVA and ANCOVA Analyses
,”
Rev. Educ. Res.
,
68
(
3
), pp.
350
386
.10.3102/00346543068003350
49.
Lee
,
Y. S.
,
Gero
,
J.
, and
Williams
,
C. B.
,
2012
, “
Comparing the Design Cognition of Two Engineering Majors: A Measurement-Based Approach
,”
ASME
Paper No. DETC2012-71218.10.1115/DETC2012-71218
50.
Hollender
,
N.
,
Hofmann
,
C.
,
Deneke
,
M.
, and
Schmitz
,
B.
,
2010
, “
Integrating Cognitive Load Theory and Concepts of Human Computer Interaction
,”
Comput. Hum. Behav.
,
26
(
6
), pp.
1278
1288
.10.1016/j.chb.2010.05.031
51.
Lawson
,
B.
, and
Dorst
,
K.
,
2009
, “
Understanding Design
,”
Design Expertise
,
Elsevier
,
New York
, pp.
23
50
.
52.
Hayes-Roth
,
B.
, and
Hayes-Roth
,
F.
,
1979
, “
A Cognitive Model of Planning
,”
Cognit. Sci.
,
3
(
4
), pp.
275
310
.10.1207/s15516709cog0304_1
53.
Sobel
,
D. M.
, and
Buchanan
,
D. W.
,
2009
, “
Bridging the Gap: Causality-at-a-Distance in Children’s Categorization and Inferences About Internal Properties
,”
Cognit. Dev.
,
24
(
3
), pp.
274
283
.10.1016/j.cogdev.2009.03.003
54.
Asher
,
Y. M.
, and
Kemler Nelson
,
D. G.
,
2008
, “
Was it Designed to do That? Children’s Focus on Intended Function in Their Conceptualization of Artifacts
,”
Cognition
,
106
(
1
), pp.
474
483
.10.1016/j.cognition.2007.01.007
55.
Lin
,
L.-Z.
,
Huang
,
L.-C.
, and
Yeh
,
H.-R.
,
2012
, “
Fuzzy Group Decision-Making for Service Innovations in Quality Function Deployment
,”
Group Decis. Negotiation
,
21
(
4
), pp.
495
517
.10.1007/s10726-010-9223-5
56.
McAdams
,
D. A.
,
Stone
,
R. B.
, and
Wood
,
K. L.
,
1999
, “
Functional Interdependence and Product Similarity Based on Customer Needs
,”
Res. Eng. Design
,
11
(
1
), pp.
1
19
.10.1007/s001630050001
You do not currently have access to this content.