A machine learning approach for the support of preliminary structural design

Advanced Engineering Informatics

Volumn 19, Issue 4, 2005, Pages 281-287

  Freischlad, M ^a   Schnellenbach Held, M ^a  

^a UNIVERSITY OF DUISBURG ESSEN   (Germany)

Author keywords

Genetic fuzzy systems; Knowledge acquisition; Linguistic fuzzy modeling

Indexed keywords

CIVIL ENGINEERING; COMPUTATIONAL LINGUISTICS; EVOLUTIONARY ALGORITHMS; FUZZY SETS; KNOWLEDGE ACQUISITION; KNOWLEDGE BASED SYSTEMS; MATHEMATICAL MODELS; STRUCTURAL DESIGN;

DATA-DRIVEN DESIGN; GENETIC FUZZY SYSTEMS; KNOWLEDGE BASES; LINGUISTIC FUZZY MODELING;

COMPUTER VISION;

EID: 27144495412     PISSN: 14740346     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.aei.2005.07.001     Document Type: Article

References (17)

1. Schnellenbach-Held, M., Freischlad, M., Albert, A. (2002): Fuzzy Rule Based Models for Structural Design Decisions, Proceedings of IABSE-Symposium - Towards a Better Built Environment / Innovation, Sustainability, Information Technology, Melbourne.
2. Albert, A. (2002). Wissensbasiertes Entwerfen und Bemessen von Tragwerken unter Einsatz von Fuzzy-Methoden, Dissertation, TU Darmstadt, published as: Fortschritt Bericht VDI, Reihe 4, Nr. 179, VDI-Verlag, Düsseldorf.
3. T. Takagi, and M. Sugeno Fuzzy identification of systems and its application to modeling and control IEEE Trans Syst, Man, Cybern 15 1 1985
4. E.H. Mamdani, and S. Assilian An experiment in linguistic synthesis with a fuzzy logic controller Int J Man-Mach Stud 7 1975 1 13
5. M. Setnes, R. Babuška, and H.B. Verbruggen Rule-based modeling: precision and transparency IEEE Trans Syst, Man Cybern, Part C: Appl Rev 28 1998 165 169
6. J.G. Marin-Blázquez, and Q. Shen From approximative to descriptive fuzzy classifiers IEEE Tran Fuzzy Syst 10 4 2002 484 497
7. J. Casillas, O. Cordón, F. Herrera, and L. Magdalena Accuracy improvements to find the balance interpretability-accuracy in linguistic fuzzy modeling: an overview J. Casillas O. Cordón F. Herrera L. Magdalena Accuracy Improvements in Linguistic Fuzzy Modeling Studies in Fuzziness and Soft Computing 129 2003 Springer Berlin
8. D.E. Goldberg Genetic Algorithms in Search, Optimization and Machine Learning 1989 Addison-Wesley Publishing Company Reading, Massachusetts
9. A.D. Bethke Genetic Algorithms as function optimizers. Doctoral dissertation, University of Michigan Dissertation Abstr Int 41 9 1981 3503B
10. J. Bosworth, N. Foo, and B.P. Zeigler Comparison of Genetic Algorithms with Conjugate Gradient Methods 1972 NASA (CR-2093) Washington, DC
11. J. Grefenstette, R. Gopal, and B. Rosmaita Genetic Algorithms for the TSP Grefenstette Proceedings of the First International Conference on Genetic Algorithms and Their Applications 1985 Lawrence Erlbaum Hillsdale, New Jersey
12. J.R. Koza Genetic Programming: On the Programming of Computers by Means of Natural Selection 1992 MIT Press Cambridge, MA
13. U. Bodenhofer, and F. Herrera Ten Lectures on Genetic Fuzzy Systems R. Mesiar Preprints of the International Summer School: Advanced Control - Fuzzy, Neural, Genetic 1997 Slovak Technical University Bratislava
14. A. Geyer-Schulz Fuzzy Rule-Based Expert-Systems and Genetic Machine Learning 1995 Physica-Verlag Wrzburg (Wien)
15. H. Pomares, I. Rojas, and J. González Automatic Construction of Fuzzy-Rule-Based Systems: A trade-off between complexity and accuracy maintaining interpretability J. Casillas O. Cordón F. Herrera L. Magdalena Accuracy Improvements in Linguistic Fuzzy Modeling Studies in Fuzziness and Soft Computing 129 2003 Springer Berlin
16. M. Schnellenbach-Held, and M. Freischlad Rule Based Models for Slab System Design M. Schnellenbach-Held H. Denk Advances in Intelligent Computing in Engineering. Proceedings of 9th International EG-ICE Workshop 2002 VDI-Fortschritt-Berichte Darmstadt
17. Eurocode 2 - Design of concrete structures - Part 1: general rules and rules for buildings, June 1992.