Abstract

Functional modeling allows an engineer or a designer to separate component architecture from the purpose or the objective of a system. Many engineering design textbooks introduce functional modeling as a tool to aid with conceptual design, to assist with idea generation, to allow for conceptual decomposition of complex systems, to convey abstractions of systems at both high and low levels, and to reduce design fixation. This article presents an update to a previously published functional modeling rubric that increases the overall inter-rater reliability and the question-by-question inter-rater reliability through the inclusion of student examples, expert examples, two additional scoring questions, and detailed guidelines. These changes are validated by novice raters rescoring a prior set of data with the newly updated rubric to compare the results for improved inter-rater reliability. These rubric changes also make the assessment tool more accessible to individuals new to functional modeling. The analysis shows that the updated rubric improved the overall Cohen’s kappa from 0.65 to 0.76 and improved the lowest question-level Cohen’s kappa from 0.03 to 0.47, which indicates a substantial increase in reliability at the question level that subsequently improved the overall reliability. These results are discussed in detail followed by an abbreviated presentation of the updated rubric in the Appendix.

References

1.
Dieter
,
G.
, and
Schmidt
,
L.
,
2008
,
Engineering Design
, 4th ed.,
McGraw-Hill
,
New York
.
2.
Pahl
,
G.
,
Beitz
,
W.
,
Feldhusen
,
J.
, and
Grote
,
K.
,
2007
,
Engineering Design: A Systematic Approach
, 3rd ed.,
Springer
,
Berlin
.
3.
Otto
,
K.
, and
Wood
,
K.
,
2001
,
Product Design: Techniques in Reverse Engineering and New Product Design
,
Prentice Hall
,
Upper Sadle River, NJ
.
4.
Miles
,
L. D.
,
2015
,
Techniques of Value Analysis and Engineering
,
Lawrence D. Miles Value Foundation
,
United States
.
5.
Rodenacker
,
W. G.
,
1976
,
Methodisches Konstruieren
,
Springer
,
Berlin, Heidelberg
.
6.
Roth
,
K.
,
1981
, “
Foundation of Methodical Procedures in Design
,”
Des. Stud.
,
2
(
2
), pp.
107
115
.
7.
Koller
,
R.
,
1985
,
Konstruktionslehre fur den Maschinenbau. Grundlagen, Arbeitsschritte, Prinziplosungen
,
Springer
,
Berlin
.
8.
Hundal
,
M. S.
,
1990
, “
A Systematic Method for Developing Function Structures, Solutions and Concept Variants
,”
Mech. Mach. Theory
,
25
(
3
), pp.
243
256
.
9.
Little
,
A. D.
, and
Wood
,
K. L.
,
1997
, “
Functional Analysis: A Fundamental Empirical Study for Reverse Engineering, Benchmarking, and Redesign
,”
ASME 1997 Design Theory and Methodology Conference
,
Sacramento, CA
,
Sept. 14–17
.
10.
Hirtz
,
J.
,
Stone
,
R. B.
,
McAdams
,
D. A.
,
Szykman
,
S.
, and
Wood
,
K. L.
,
2002
, “
A Functional Basis for Engineering Design: Reconciling and Evolving Previous Efforts
,”
Res. Eng. Des.
,
13
(
2
), pp.
65
82
.
11.
Nagel
,
R. L.
,
Vucovich
,
J. P.
,
Stone
,
R. B.
, and
McAdams
,
D. A.
,
2008
, “
A Signal Grammar to Guide Functional Modeling of Electromechanical Products
,”
ASME J. Mech. Des.
,
130
(
5
), p.
051101
.
12.
Nagel
,
R. L.
,
Bohm
,
M. R.
,
Linsey
,
J. S.
, and
Riggs
,
M. K.
,
2015
, “
Improving Students’ Functional Modeling Skills: A Modeling Approach and a Scoring Rubric
,”
ASME J. Mech. Des.
,
137
(
5
), p.
051102
.
13.
Landis
,
J. R.
, and
Koch
,
G. G.
,
1977
, “
The Measurement of Observer Agreement for Categorical Data
,”
Biometrics
,
33
(
1
), pp.
159
174
.
14.
Riggs
,
M.
,
Mountain
,
P.
,
Nagel
,
R. L.
,
Bohm
,
M. R.
, and
Linsey
,
J. S.
,
2016
, “
Knowledge Retention and Scoring Metrics for Functional Modeling in an Engineering Design Context
,”
ASME 2016 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
,
Charlotte, NC
,
Aug. 21–24
, p.
V003T04A008
.
15.
Murphy
,
A. R.
,
Nelson
,
J. T.
,
Bohm
,
M. R.
,
Nagel
,
R. L.
, and
Linsey
,
J. S.
,
2018
, “
Question-by-Question Interrater Analysis and Suggestions for Improvements of a Functional Model Scoring Rubric
,”
ASME 2018 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
,
Quebec City, Quebec, CA
,
Aug. 26–29
, p.
V003T04A013
.
16.
Akiyama
,
K.
,
1991
,
Function Analysis: Systematic Improvement of Quality and Performance
,
Productivity Press
,
Cambridge, MA
.
17.
Stone
,
R. B.
, and
Wood
,
K. L.
,
2000
, “
Development of a Functional Basis for Design
,”
ASME J. Mech. Des.
,
122
(
4
), pp.
359
370
.
18.
Nagel
,
R. L.
,
Bohm
,
M.
, and
Linsey
,
J.
,
2016
, “
Evaluating the Impact of Teaching Function in an Engineering Design Curriculum
,”
2016 ASEE Annual Conference & Exposition
,
New Orleans, LA
.
19.
Nagel
,
R. L.
,
Bohm
,
M. R.
, and
Linsey
,
J. S.
,
2014
, “
A Study on Teaching Functional Modeling in a Sophomore Engineering Design Course
,”
American Society for Engineering Education
,
Indianapolis, IN
,
June 15–18
, p.
24.113.1
.
20.
d’Albert
,
H.
, and
Lindemann
,
U.
,
2016
, “
Engineering Design Education: Practical Methods of Product Development
,”
2016 International Conference on Design and Manufacturing Engineering (ICDME)
,
Auckland, New Zealand
.
21.
Sathyaseelan
,
S.
,
2015
, “
Functional Modeling Through Energy Flow Diagrams for Novice Engineering Design Students
,” Master’s thesis,
The University of Texas at Austin
,
Austin, TX
.
22.
Voland
,
G.
,
2004
,
Engineering by Design
, 2nd, Illustrated ed.,
Pearson/Prentice Hall
,
Upper Saddle River, NJ
.
23.
Abbott
,
D.
, and
Lough
,
K.
,
2007
, “
Component Functional Templates as an Engineering Design Teaching Aid
,”
2007 American Society of Engineering Education Annual Conference & Exposition (ASEE)
,
Honolulu, HI
,
June 24–27
, p.
12.388.1
.
24.
Abbott
,
D.
, and
Lough
,
K.
,
2008
, “
Measuring the Impact of Component Functional Templates in a Sophomore Level Engineering Design Class
,”
2008 American Society of Engineering Education Annual Conference & Exposition (ASEE)
,
Pittsburgh, PA
,
June 22–25
, p.
13.878.1
.
25.
Gill
,
A. S.
,
Summers
,
J. D.
, and
Turner
,
C. J.
,
2017
, “
Comparing Function Structures and Pruned Function Structures for Market Price Prediction: An Approach to Benchmarking Representation Inferencing Value
,”
AI EDAM
,
31
(
4
), pp.
550
566
.
26.
Patel
,
A.
,
Kramer
,
W. S.
,
Flynn
,
M.
,
Summers
,
J. D.
, and
Shuffler
,
M. L.
,
2018
, “
Function Modeling: An Analysis of Pause Patterns in Modeling Activities
,”
ASME 2018 IDETC-CIE
,
Quebec City, Quebec, CA
,
Aug. 26–29
, p. V007T06A034.
27.
Patel
,
A.
,
2018
, “
An Investigation of Modeing Behaviors in Function Structure Modeling With Respect to Chaining Methods
,”
Master’s thesis
,
Clemson University
,
Clemson, SC
.
28.
Nelson
,
J. T.
,
Murphy
,
A. R.
,
Linsey
,
J. S.
,
Bohm
,
M. R.
, and
Nagel
,
R. L.
,
2018
, “
A Function-Based Scoring Method for Evaluating Student Mental Models of Systems
,”
ASME 2018 IDETC-CIE
,
Quebec City, Quebec, CA
,
Aug. 26–29
, p. V003T04A014.
29.
Tomko
,
M.
,
Nelson
,
J.
,
Nagel
,
R. L.
,
Bohm
,
M.
, and
Linsey
,
J.
,
2017
, “
A Bridge to Systems Thinking in Engineering Design: An Examination of Students’ Ability to Identify Functions at Varying Levels of Abstraction
,”
AI EDAM
,
31
(
Special Issue 4
), pp.
535
549
.
30.
Mountain
,
P. J.
,
Bohm
,
M. R.
, and
Riggs
,
M. K.
,
2016
, “
Evaluation of Techniques to Describe Device Complexity in Pre and Post Design Stages
,”
ASME 2016 International Mechanical Engineering Congress and Exposition
,
Phoenix, AR
,
Nov. 11–17
, p.
V011T15A011
.
31.
Nelson
,
J. T.
,
2018
, “
The Impact of Functional Modeling on Engineering Students’ Mental Models
,”
Honors thesis
,
James Madison University
,
Harrisonburg, VA
.
32.
Gill
,
A. S.
,
Summers
,
J. D.
, and
Turner
,
C. J.
,
2016
, “
Impact of Level of Detail and Information Content on Accuracy of Function Structure-Based Market Price Prediction Models
,”
ASME 2016 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
,
Charlotte, NC
,
Aug. 21–24
, p.
V01BT02A021
.
33.
Summers
,
J. D.
,
Eckert
,
C.
, and
Goel
,
A. K.
,
2017
, “
Function in Engineering: Benchmarking Representations and Models
,”
AI EDAM
,
31
(
4
), pp.
401
412
.
34.
Gill
,
A. S.
,
Patel
,
A. R.
,
Summers
,
J. D.
,
Shuffler
,
M. L.
, and
Kramer
,
W. S.
,
2016
, “
Graph Complexity Analysis of Function Models Expanded from Partially Completed Models
,”
The Fourth International Conference on Design Creativity
,
Atlanta, GA
,
Nov. 2–4
.
35.
Kruse
,
B.
,
2017
, “
A Library-Based Concept Design Approach for Multi-Disciplinary Systems in SysML
,”
Dissertation
,
ETH Zurich
,
Zurich, Switzerland
.
You do not currently have access to this content.