Machine learning in engineering design-an unsupervised fuzzy neural network case-based learning model

Proceedings - Intelligent Information Systems, IIS 1997

Volumn , Issue , 1997, Pages 156-160

  Hung, Shih Lin ^a   Jan, J C ^a  

^a NATIONAL CHIAO TUNG UNIVERSITY   (Taiwan)

Author keywords

[No Author keywords available]

Indexed keywords

DESIGN; FUZZY INFERENCE; FUZZY NEURAL NETWORKS; INFORMATION SYSTEMS; INFORMATION USE; MACHINE LEARNING; SUPERVISED LEARNING;

CASE BASED LEARNING; DESIGN PROBLEMS; DESIGN PROCESS; DISCRETE DOMAINS; ENGINEERING DESIGN; LEARNING MODELS; LEARNING PERFORMANCE; ORIENTED PROCESS;

FUZZY LOGIC;

EID: 84887222444     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IIS.1997.645209     Document Type: Conference Paper

References (11)

1. Adeli, H., Hung, S. L., Machine Learning-Neural Networks, Genetic Algorithms, Fuzzy Systems, John Wiley & Sons, New York, 1995.
2. Adeli, H., Park, H. S., "Counterpropagation Neural Network in Structural Engineering", Journal of Structural Engineering, ASCE, 121(8) (1995), 1205-1212.
3. AISC, Manual of Steel Construction-Load & Resistance Factor Design, America Institute of Steel Construction, Inc., Chicago, IL, 1986.
4. Bandemer, H. and Gottwald, S., Fuzzy Sets Fuzzy Logic Fuzzy Methods with Applications, John Wiely & Sons, New York, 1995.
5. Carpenter, G. A., Grossberg, S., "The ART of Adaptive Pattern Recognition by a Self-Organizing Neural Network", IEEE Computers, 21 (1988), 77-88.
6. Gerald, E. P. and Robert, N. L., "On Using Sensitivity Analysis to Prune The Inputs to a Neural Network", IEEE International Conference on Neural Network, 1 (1992), 313-317.
7. Gunaratnam, D. J., Gero, J. S., "Effect of Representation on The Performance of Neural Networks in Structural Engineering Applications", Microcomputers in Civil Engineering, 9(2) (1994), 97-108.
8. Hung, S. L., Lin, Y. L. "Application of an L-BFGS Neural Network Learning Algorithm in Engineering Analysis and Design", Proceedings of The Second National Conference on Structural Engineering-Vol. Ill, Nov. 4-6, Nantou, Taiwan, R.O.C., pp. 221-230 (in Chinese).
9. Kruse, R., Gebhardt, J., Klawonn, F., Foundations of Fuzzy Systems, John Wiley & Sons, New York, 1994.
10. Vanluchene, R. D., Sun, R., "Neural Networks in Structural Engineering", Microcomputers in Civil Engineering, 5(3) (1990), 207-215.
11. Zadeh, L. A., "Fuzzy Set as a Basics for a Theory of Possibility", Fuzzy Sets and Systems, 1(1) (1978), 3-28.