سوال در مورد مزایا و معایب شبکه های عصبی مصنوعی

[Challenger_69]

سلام
مزایا و معایب استفاده از شبکه عصبی مصنوعی (ANN) در کنترل فرآیندها نسبت به کنترل کننده های خطی (PID) چیه؟

[amir653]

پاسخ : سوال در مورد مزایا و معایب شبکه های عصبی مصنوعی

سلام
مزایا و معایب استفاده از شبکه عصبی مصنوعی (ANN) در کنترل فرآیندها نسبت به کنترل کننده های خطی (PID) چیه؟

این خلاصه یک مقاله هست که مفیده.
دانلود مقال در :
http://ojs.academypublisher.com/index.php/jcp/article/download/jcp071023682375/5563
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The conventional PID (proportional-integralderivative)
controller is widely applied to industrial
automation and process control field because its structure is
sample and its robust is well, but it do not work well for
nonlinear system, time-delayed linear system and timevarying
system. This paper provides a new style of PID
controller that is based on artificial neural network and
evolutionary algorithm according to the conventional one’s
mathematical formula. The artificial neural network (ANN)
is used to approach PID formula and the differential
evolution algorithm (DEA) is used to search weight of the
artificial neural network. This new controller is proven
better control effect in the simulation test. This new
controller has more advantages than the conventional one,
such as less calculated load, faster global convergence speed,
better robust, more independence and adaptability on the
plant and independent of human intervention and expert
experiences etc.
Index Terms—the artificial neural network,

[amir653]

پاسخ : سوال در مورد مزایا و معایب شبکه های عصبی مصنوعی

این خیلی کامل و مفیده:
This paper gives an introduction to the basic concepts of classical control systems and
intelligent control systems. Further it contrasts the two control system areas and gives
examples of how each would be applied.
دانلود:
http://www.engr.mun.ca/~baxter/Publications/ClassicalvsIntelligentControl.pdf