| authors |
Liu, Yu-Tung |
| year |
1993 |
| title |
A Connectionist Approach to Shape Recognition and Transformation |
| source |
CAAD Futures ‘93 [Conference Proceedings / ISBN 0-444-89922-7] (Pittsburgh / USA), 1993, pp. 19-36 |
| summary |
In human design processes, many drawings of shapes remain incomplete or are executed inaccurately. Cognitively, a designer is able to discern these anomalous shapes, whereas current CAAD systems fail to recognize them properly so that CAAD systems are unable to match left-hand-side conditions of shape rules. More unfortunately, as a result, current CAAD systems fail to retrieve right-hand-side actions. In this paper, multi-layered neural networks are constructed to solve the recognition and transformation of ill-processed shapes in the light of recent advances of connectionism in cognitive psychology and artificial intelligence. |
| keywords |
Shape Recognition, Shape Transformation, Connectionist Models, PDP Models, Content-Addressable Memory, Neural Networks |
| series |
CAAD Futures |
| email |
|
| full text |
 file.pdf (499,444 bytes) |
| references |
Content-type: text/plain
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Akiner, V.T. (1986)
 Topology-1: A Knowledge-based System for Reasoning About Objects and Spaces
, Design Studies 7 No. 2 - pp. 94-105
|
|
|
|
|
Anderson, J.R. (1990)
Cognitive Psychology and its Implications
, New York: W. H. Freeman (3rd edition)
|
|
|
|
|
Coyne, R.D. and Newton, S. (1990)
Design Reasoning by Association
, Environment and Planning B: Planning and Design 17 pp. 39-56
|
|
|
|
|
Coyne, R.D., Rosenman, M.A., Radford, A.D., Balachandran, M. and Gero, J.S. (1990)
Knowledge-based Design Systems
, Reading, MA: Addison-Wesley
|
|
|
|
|
Coyne, R.D. (1991)
Modelling the Emergence of Design Descriptions Across Schemata
, Environment and Planning B: Planning and Design 18 pp. 427-458
|
|
|
|
|
Flemming, U., Coyne, R., Glavin, T. and Rychener, M. (1988)
A Generative Expert System for the Design of Building Layouts-Version 2
, J. S. Gero (ed.), Artificial Intelligence in Engineering Design. Amsterdam: Elsevier, p. 445
|
|
|
|
|
Gardner, H. (1985)
The Minds New Science
, New York: Basic Books
|
|
|
|
|
Gero., J.S., Radford, B.D., Coyne, R. and Akiner, V.T. (1985)
Knowledge-based Computer-aided Architectural Design
, J. S. Gero (ed.), Knowledge Engineering in Computer-Aided Design. Amsterdam: North-Holland, p. 57
|
|
|
|
|
Hinton, G.E. and Sejnowski, T.J. (1986)
Learning and relearning in Boltzmann machines
, D. Rumelhart, J. McClelland, and the PDP Research Group (eds.), Parallel Distributed Processing. Cambridge: MIT Press, p. 282
|
|
|
|
|
Koffka, K. (1935)
Principles of Gestalt Psychology
, New York: Harcourt, Brace and Co
|
|
|
|
|
Krishnamurti, R. and Giraud, C. (1986)
Towards a Shape Editor: The Implementation of a Shape Generation System
, Environment and Planning B: Planning and Design 13 pp. 391-404
|
|
|
|
|
Krishnamurti, R. (1981)
The Construction of Shapes
, Environment and Planning B: Planning and Design 8 pp. 5-40
|
|
|
|
|
Laird, J.E., Rosenbloom, P.S. and Newell, A. (1986)
Chunking in Soar: The Anatomy of a General Learning Mechanism
, Machine learning 1 pp. 11-46
|
|
|
|
|
Levin, P.H. (1964)
Use of Graphs to Decide the Optimum Layout of Buildings
, The Architects Journal, pp. 809-817
|
|
|
|
|
Lindsay, P.H. and Norman, D.A. (1977)
Human Information Processing
, New York: Academic Press
|
|
|
|
|
Liu, Y.T. (1991)
Schematic-Designer: A Knowledge-based CAD System for Schematic Design in Architecture
, Design Studies 12(3), pp. 151-167
|
|
|
|
|
McClelland, J.L. and Rumelhart, D.E. (1989)
Explorations in Parallel Distributed Processing
, Cambridge: MIT Press
|
|
|
|
|
Minsky, M. and Papert, S. (1969)
Perceptrons
, Cambridge: MIT Press
|
|
|
|
|
Minsky, M. (1992)
Lecture on The Society of Mind
, (March 4) at Media Laboratory, MIT, Cambridge, MA
|
|
|
|
|
Mitchell, W.J. (1990)
The Logic ofArchitecture
, Cambridge: MIT Press
|
|
|
|
| last changed |
2003/05/16 20:58 |
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