Fuzzy knowledge- and data-based models of damage to reeds by grazing of Greylag Geese

作者: A. Salski , B. Holsten

DOI: 10.1016/J.ECOINF.2009.04.001

关键词:

摘要: Abstract This paper describes a fuzzy and neuro-fuzzy approach to modelling feeding intensity of Greylag Geese on reed. As consequence the presence some non-measurable or random factors heterogeneity reed goose behaviour, relationships between model variables are often not well known data collected have high degree uncertainty. A was selected which can be applied with vague knowledge Fuzzy logic used handle inexact reasoning in knowledge-based models rules sets uncertainty data. The neural network technique develop data-based models. For training, several dataset combinations three lakes North Germany were used. generalisation capability these checked for other lakes. performance compared results developed next step. base this contains Mamdani-type formulated by domain expert. All implemented using Logic Toolbox MATLAB ® .

参考文章(12)
Derek W. Bailey, John E. Gross, Emilio A. Laca, Larry R. Rittenhouse, Michael B. Coughenour, David M. Swift, Phillip L. Sims, Mechanisms that result in large herbivore grazing distribution patterns. Journal of Range Management. ,vol. 49, pp. 386- 400 ,(1996) , 10.2307/4002919
Lotfi A. Zadeh, Fuzzy sets Fuzzy sets, fuzzy logic, and fuzzy systems. pp. 394- ,(1996)
MJJE Loonen, M Zijlstra, MR Van Eerden, Timing of wing moult in greylag geese Anser anser in relation to the availability of their food plants Ardea. ,vol. 792, pp. 253- 259 ,(1991)
Mennobart R van Eerden, Menno Zijlstra, Maarten J J E Loonen, Wouter Dubbeldam, The Oostvaardersplassen as a key moulting site for Greylag Geese Anser anser in western Europe Wildfowl. ,vol. 42, pp. 45- 52 ,(1991)
Stephen L. Chiu, Fuzzy Model Identification Based on Cluster Estimation Journal of Intelligent and Fuzzy Systems. ,vol. 2, pp. 267- 278 ,(1994) , 10.3233/IFS-1994-2306
E.H. MAMDANI, S. ASSILIAN, An Experiment in Linguistic Synthesis with a Fuzzy Logic Controller International Journal of Human-computer Studies \/ International Journal of Man-machine Studies. ,vol. 51, pp. 135- 147 ,(1999) , 10.1006/IJHC.1973.0303
Johnny Kahlert, Factors affecting escape behaviour in moulting Greylag Geese Anser anser Journal of Ornithology. ,vol. 147, pp. 569- 577 ,(2006) , 10.1007/S10336-006-0081-5
J.-S.R. Jang, ANFIS: adaptive-network-based fuzzy inference system systems man and cybernetics. ,vol. 23, pp. 665- 685 ,(1993) , 10.1109/21.256541