Integrating evolutionary computation with neural networks

نویسندگان

  • E. Vonk
  • Lakhmi C. Jain
  • L. P. J. Veelenturf
  • R. Hibbs
چکیده

There is a tremendous interest in the development of the evolutionary computation techniques as they are well suited 10 deal with optimization of functions containing a large number of variables. This paper presents a brief review of evolutionary computing techniqucs. It also discusses briefly the hybridization of evolutionary computation and neural networks and presents ;I solution of a classical problem using neural computing and evolutionary computing techniques.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Novel Radial Basis Function Neural Networks based on Probabilistic Evolutionary and Gaussian Mixture Model for Satellites Optimum Selection

In this study, two novel learning algorithms have been applied on Radial Basis Function Neural Network (RBFNN) to approximate the functions with high non-linear order. The Probabilistic Evolutionary (PE) and Gaussian Mixture Model (GMM) techniques are proposed to significantly minimize the error functions. The main idea is concerning the various strategies to optimize the procedure of Gradient ...

متن کامل

Determining water quality along the river with using evolutionary artificial neural networks (Case Study, Karoon River , Shahid Abbaspur-Arab Asad reach)

Rivers are important as the main source of supply for drinking, agriculture and industry.However, drinking water quality in terms of qualitative parameters, is the most important variable. Studias and predicting  changes in quality parameters along a river, are one of the goals of water resources planners and managers. In this regard, many water quality models in order to maintain better water ...

متن کامل

Neural Networks and Evolutionary Computation. PartII: Hybrid Approaches in the Neurosciences

This paper series focusses on the intersection of neural networks and evolutionary computation. It is addressed to researchers from artificial intelligence as well as

متن کامل

Neural Networks and Evolutionary Computation. PartI: Hybrid Approaches in Artificial Intelligence

This paper series focusses on the intersection of neural networks and evolutionary computation. It is addressed to researchers from artificial intelligence as well as

متن کامل

Evolutionary Algorithms – Development and Application to Hydrological Variables Forecasting

A comparison of methods to avoid overfitting in neural networks training in the case of catchment runoff modeling. evolutionary computation techniques for noise injected neural network training to estimate longitudinal dispersion coefficients in rivers. Expert Systems with Applications 39, 1354-1361.

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 1995