A large portion of design activity involves applying previous design knowledge in order to solve new problems. Therefore, facilitating eco-conscious exploration of archived designs is needed for advancing sustainable product design. It is thus necessary to create integrated exploration tools that share common data representations for design and sustainability-related product metadata. This can allow designers to observe covariations in design data and develop engineering intuition with regards to environmental sustainability performance. In this work, we present a framework for relating sustainability and product metadata using taxonomy-based representations of lifecycle data. This facilitates simultaneous visualization of environmental indicators along with part similarities. To demonstrate this framework, we implement shapeSIFT, an interactive multidimensional visualization tool for eco-conscious design exploration. shapeSIFT uses a visual analytics-based approach to represent part metadata and environmental indicators. This facilitates query-based dynamic exploration of part repositories.

References

References
1.
Hunt
,
R.
,
Boguski
,
T.
,
Weitz
,
K.
, and
Sharma
,
A.
,
1998
, “
Case Studies Examining LCA Streamlining Techniques
,”
Int. J. Life Cycle Assess.
,
3
(
1
), pp.
36
42
.
2.
Ramani
,
K.
,
Ramanujan
,
D.
,
Bernstein
,
W. Z.
,
Zhao
,
F.
,
Sutherland
,
J.
,
Handwerker
,
C.
,
Choi
,
J.-K.
,
Kim
,
H.
, and
Thurston
,
D.
,
2010
, “
Integrated Sustainable Life Cycle Design: A Review
,”
ASME J. Mech. Des.
,
132
(
9
), p.
091004
.
3.
Haapala
,
K.
,
Poppa
,
K.
,
Stone
,
R.
, and
Tumer
,
I.
,
2011
, “
Automating Environmental Impact Assessment During the Conceptual Phase of Product Design
,”
AAAI 2011 Spring Symposium: Artificial Intelligence and Sustainable Design
, pp.
21
23
.
4.
Bertin
,
J.
,
1983
,
Semiology of Graphics
(Central Asia Book Series),
University of Wisconsin Press
,
Madison, WI
.
5.
Szykman
,
S.
,
2002
, “
Architecture and Implementation of a Design Repository System
,”
Proceedings of the DETC2002
,
Montreal, QC
, Paper No. DETC2002/CIE-34463.
6.
Bohm
,
M.
,
Stone
,
R.
,
Simpson
,
T.
, and
Steva
,
E.
,
2008
, “
Introduction of a Data Schema to Support a Design Repository
,”
Comput. Aided Des.
,
40
(
7
), pp.
801
811
.
7.
Sousa
,
I.
,
Wallace
,
D.
, and
Eisenhard
,
J. L.
,
2000
, “
Approximate Life-Cycle Assessment of Product Concepts Using Learning Systems
,”
J. Ind. Ecol.
,
4
(
4
), pp.
61
81
.
8.
Park
,
J.-H.
, and
Seo
,
K.-K.
,
2006
, “
A Knowledge-Based Approximate Life Cycle Assessment System for Evaluating Environmental Impacts of Product Design Alternatives in a Collaborative Design Environment
,”
Adv. Eng. Inf.
,
20
(
2
), pp.
147
154
.
9.
Dewulf
,
W.
, and
Duflou
,
J.
,
2006
, “
A Web Based Application for the Eco-Pas Tool
,”
CIRP—13th International Conference on Life Cycle Engineering
, Vol.
1
,
Leuven, Belgium
, pp.
143
147
.
10.
Huang
,
H.
,
Liu
,
Z.
,
Zhang
,
L.
, and
Sutherland
,
J.
,
2009
, “
Materials Selection for Environmentally Conscious Design Via a Proposed Life Cycle Environmental Performance Index
,”
Int. J. Adv. Manuf. Technol.
,
44
(
11
), pp.
1073
1082
.
11.
Devanathan
,
S.
,
Ramanujan
,
D.
,
Bernstein
,
W.
,
Zhao
,
F.
, and
Ramani
,
K.
,
2010
, “
Integration of Sustainability Into Early Design Through the Function Impact Matrix
,”
ASME J. Mech. Des.
,
132
(
8
), p.
081004
.
12.
Iyer
,
G. R.
,
Mills
,
J. J.
,
Barber
,
S.
,
Devarajan
,
V.
, and
Maitra
,
S.
,
2006
, “
Using a Context-Based Inference Approach to Capture Design Intent From Legacy CAD
,”
Comput. Aided Des. Appl.
,
3
(
1–4
), pp.
269
278
.
13.
Li
,
Z.
, and
Ramani
,
K.
,
2007
, “
Ontology-Based Design Information Extraction and Retrieval
,”
Artif. Intell. Eng. Des. Anal. Manuf.
,
21
(
2
), pp.
137
154
.
14.
Quay
,
R.
, and
Hutanuwatr
,
K.
,
2009
, “
Visualization of Sustainability Indicators: A Conceptual Framework
,”
Visualizing Sustainable Planning
,
Springer
,
Berlin, Heidelberg
, pp.
203
213
.
15.
Card
,
S. K.
,
Mackinlay
,
J. D.
, and
Shneiderman
,
B.
,
1999
,
Readings in Information Visualization: Using Vision to Think
,
Morgan Kaufmann
,
San Francisco, CA
.
16.
Senay
,
H.
, and
Ignatius
,
E.
,
1994
, “
A Knowledge-Based System for Visualization Design
,”
IEEE Trans. Comput. Graphics Appl.
,
14
(
6
), pp.
36
47
.
17.
Holmes
,
T. G.
,
2007
, “
Eco-Visualization: Combining Art and Technology to Reduce Energy Consumption
,”
ACM SIGCHI Conference on Creativity and Cognition
, pp.
153
162
.
18.
Munzner
,
T.
,
Barsky
,
A.
, and
Williams
,
M.
,
2009
, “
Reflections on QuestVis: A Visualization System for an Environmental Sustainability Model
,”
Sci. Visualization
,
2
, pp.
240
259
.
19.
Pousman
,
Z.
,
Rouzati
,
H.
, and
Stasko
,
J.
,
2008
, “
Imprint, a Community Visualization of Printer Data: Designing for Open-Ended Engagement on Sustainability
,”
ACM Conference on Computer Supported Cooperative Work
, pp.
13
16
.
20.
Froehlich
,
J.
,
Findlater
,
L.
, and
Landay
,
J.
,
2010
, “
The Design of Eco-Feedback Technology
,”
SIGCHI Conference on Human Factors in Computing Systems
, pp.
1999
2008
.
21.
Marwah
,
M.
,
Sharma
,
R.
,
Shih
,
R.
,
Patel
,
C.
,
Bhatia
,
V.
,
Mekanapurath
,
M.
,
Velumani
,
R.
, and
Velayudhan
,
S.
,
2009
, “
Data Analysis, Visualization and Knowledge Discovery in Sustainable Data Centers
,”
2nd Bangalore Annual Compute Conference
.
22.
Pu
,
J.
,
Kalyanaraman
,
Y.
,
Jayanti
,
S.
,
Ramani
,
K.
, and
Pizlo
,
Z.
,
2007
, “
Navigation and Discovery in 3D CAD Repositories
,”
IEEE Trans. Comput. Graphics Appl.
,
27
(
4
), pp.
38
47
.
23.
Kim
, V
. G.
,
Li
,
W.
,
Mitra
,
N. J.
,
DiVerdi
,
S.
, and
Funkhouser
,
T.
,
2012
, “
Exploring Collections of 3D Models Using Fuzzy Correspondences
,”
ACM Trans. Graphics
,
31
(
4
).
24.
Todd
,
R.
,
Allen
,
D.
, and
Alting
,
L.
,
1994
,
Manufacturing Processes Reference Guide
,
Industrial Press
,
New York
.
25.
Ashby
,
M.
, and
Cebon
,
D.
,
1993
, “
Materials Selection in Mechanical Design
,”
J. Phys. IV
,
3
(
C7
), pp.
1
10
.
26.
EduPack
,
C.
,
2012
,
EduPack, Version 11.9.9
,
Granta Design
,
Cambridge, UK
.
27.
Hirtz
,
J.
,
Stone
,
R.
,
McAdams
,
D.
,
Szykman
,
S.
, and
Wood
,
K.
,
2001
, “
Evolving a Functional Basis for Engineering Design
,”
ASME
Paper No. DETC2001/DTM-21688.
28.
Huijbregts
,
M. A.
,
Rombouts
,
L. J.
,
Hellweg
,
S.
,
Frischknecht
,
R.
,
Hendriks
,
A. J.
,
van de Meent
,
D.
,
Ragas
,
A. M.
,
Reijnders
,
L.
, and
Struijs
,
J.
,
2006
, “
Is Cumulative Fossil Energy Demand a Useful Indicator for the Environmental Performance of Products?
Environ. Sci. Technol.
,
40
(
3
), pp.
641
648
.
29.
Goedkoop
,
M.
,
Oele
,
M.
,
Schryver
,
A.
, and
Vieira
,
M.
,
2008
,
SimaPro Database Manual—Methods Library
,
PRé Consultants
,
Amersfoort, The Netherlands
.
30.
Lin
,
D.
,
1998
, “
An Information: Theoretic Definition of Similarity
,”
15th International Conference on Machine Learning
, Vol.
1
,
San Francisco, CA
, pp.
296
304
.
31.
Squire
,
D.
,
Müller
,
W.
,
Müller
,
H.
, and
Pun
,
T.
,
2000
, “
Content-Based Query of Image Databases: Inspirations From Text Retrieval
,”
Pattern Recognit. Lett.
,
21
(
13
), pp.
1193
1198
.
32.
Ganesan
,
P.
,
Garcia-Molina
,
H.
, and
Widom
,
J.
,
2003
, “
Exploiting Hierarchical Domain Structure to Compute Similarity
,”
ACM Trans. Inf. Syst.
,
21
(
1
), pp.
64
93
.
33.
DeCarlo
,
D.
,
Finkelstein
,
A.
,
Rusinkiewicz
,
S.
, and
Santella
,
A.
,
2003
, “
Suggestive Contours for Conveying Shape
,”
ACM Trans. Graphics
,
22
(
3
), pp.
848
855
.
34.
Csurka
,
G.
,
Dance
,
C.
,
Fan
,
L.
,
Willamowski
,
J.
, and
Bray
,
C.
,
2004
, “
Visual Categorization With Bags of Keypoints
,”
Workshop on Statistical Learning in Computer Vision, ECCV
, Vol.
1
.
35.
Sivic
,
J.
, and
Zisserman
,
A.
,
2006
, “
Video Google: Efficient Visual Search of Videos
,”
Toward Category-Level Object Recognition
,
Springer, Berlin
,
Heidelberg
, pp.
127
144
.
36.
Harris
,
C.
, and
Stephens
,
M.
,
1988
, “
A Combined Corner and Edge Detector
,”
Alvey Vision Conference
, Vol.
15
,
Manchester, UK
, pp.
147
151
.
37.
Lowe
,
D.
,
2004
, “
Distinctive Image Features From Scale-Invariant Keypoints
,”
Int. J. Comput. Vision
,
60
(
2
), pp.
91
110
.
38.
Muja
,
M.
, and
Lowe
,
D.
,
2009
, “
Fast Approximate Nearest Neighbors With Automatic Algorithm Configuration
,”
International Conference on Computer Vision Theory and Applications (VISSAPP’09)
, pp.
331
340
.
39.
Ramanujan
,
D.
,
Benjamin
,
W.
,
Bernstein
,
W. Z.
,
Elmqvist
,
N.
, and
Ramani
,
K.
,
2013
, “
ShapeSIFT: Suggesting Sustainable Options in Design Reuse From Part Repositories
,”
ASME
Paper No. DETC2013-13048.
40.
Jayanti
,
S.
,
Kalyanaraman
,
Y.
,
Iyer
,
N.
, and
Ramani
,
K.
,
2006
, “
Developing an Engineering Shape Benchmark for CAD Models
,”
Comput. Aided Des.
,
38
(
9
), pp.
939
953
.
41.
McKim
,
R. H.
,
1972
,
Experiences in Visual Thinking
,
Brooks/Cole Publishing Company
,
Monterey, CA
.
42.
Paschos
,
G.
,
2001
, “
Perceptually Uniform Color Spaces for Color Texture Analysis: An Empirical Evaluation
,”
IEEE Trans. Image Process.
,
10
(
6
), pp.
932
937
.
43.
Kong
,
N.
,
Heer
,
J.
, and
Agrawala
,
M.
,
2010
, “
Perceptual Guidelines for Creating Rectangular Treemaps
,”
IEEE Trans. Visualization Comput. Graphics
,
16
(
6
), pp.
990
998
.
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