کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
384254 660843 2010 6 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A neuro-fuzzy GA-BP method of seismic reservoir fuzzy rules extraction
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
A neuro-fuzzy GA-BP method of seismic reservoir fuzzy rules extraction
چکیده انگلیسی

In this paper, we have prospered a new method to generate fuzzy rules using a genetic algorithm, back propagation, and fuzzy neural networks (FNN) algorithm for seismic reservoir fuzzy rules extraction. This method aims to combine the advantages of fuzzy systems (FS), artificial neural networks (ANN), and GA algorithms and to remedy their drawbacks. The hybrid algorithm can optimize not the number of rules but the membership functions of the antecedent and consequent by adopting multi-encoding of GA. Fuzzy IF/THEN rules were extracted from the optimized FNN.The extracted rules can help to reason the reservoir thickness and decide the optimal drill position in oil field exploration.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Expert Systems with Applications - Volume 37, Issue 3, 15 March 2010, Pages 2037–2042
نویسندگان
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