کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
409233 679062 2008 12 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A behavior controller based on spiking neural networks for mobile robots
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
A behavior controller based on spiking neural networks for mobile robots
چکیده انگلیسی

Spiking neural networks (SNNs), as the third generation of artificial neural networks, have unique advantages and are good candidates for robot controllers. A behavior controller based on a spiking neural network is designed for mobile robots to avoid obstacles using ultrasonic sensory signals. Detailed structure and implementation of the controller are discussed. In the controller the integrated-and-firing model is used and the SNN is trained by the Hebbian learning algorithm. Under the framework of SNNs, fewer neurons are employed in the controller than those of the classical neural networks (NNs). Experimental results show that the proposed controller is effective and is easy to implement.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Neurocomputing - Volume 71, Issues 4–6, January 2008, Pages 655–666
نویسندگان
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