کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
411171 679184 2007 7 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Recognition of blue-green algae in lakes using distributive genetic algorithm-based neural networks
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Recognition of blue-green algae in lakes using distributive genetic algorithm-based neural networks
چکیده انگلیسی

This paper proposes a distributive genetic algorithm for the learning of neural networks (DGANN). To tackle several well-known problems for conventional genetic algorithms (GAs), a synergetic multi-operator multi-population mechanism is developed, incorporating an αα transformation crossover operator and mixed-crossover operators. The proposed algorithm is applied to both benchmark numerical examples and pattern recognition of blue-green algae in lakes. Experimental results confirm that the proposed algorithm is superior to conventional GAs in terms of the convergence speed and solution precision, and is also capable of generating neural networks with significantly improved generalization performance.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Neurocomputing - Volume 70, Issues 4–6, January 2007, Pages 641–647
نویسندگان
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