Submit Manuscript

Journal of Environmental Science and Technology

Year: 2011 | Volume: 4 | Issue: 4 | Page No.: 366-376
Facebook Twitter Digg Reddit Linkedin StumbleUpon E-mail

Article Trend

Total views 512

Search

Authors

Leonidas Mpallas

Cristos Tzimopoulos

Christos Evangelides

Keywords

Research Article

Comparison between Neural Networks and Adaptive Neuro-fuzzy Inference System in Modeling Lake Kerkini Water Level Fluctuation Lake Management using Artificial Intelligence

Leonidas Mpallas, Cristos Tzimopoulos and Christos Evangelides
This study presents lake Kerkini water level simulation. Water level depends on a large number of parameters and procedures which are usually complex or non-linear. Water level was calculated, by using a model based on visual basic language. The model took account of all parameters that contribute to water level. Simulation was achieved when the model output approximated the available measured values. Afterwards, the same project was implemented by using artificial intelligence methods. These are, artificial neural networks and adaptive neuro fuzzy inference system. The basic advantage of this implementation is the fact that the output is obtained without having to use all the parameters that contribute to the final result. This means that they can be implemented for modeling systems where the procedures are not fully known or when there is a large parameter number affecting the result. Both models showed a great performance in simulating water level fluctuation and they are also suggested for prediction.
PDF Fulltext XML References Citation

How to cite this article

Leonidas Mpallas, Cristos Tzimopoulos and Christos Evangelides, 2011. Comparison between Neural Networks and Adaptive Neuro-fuzzy Inference System in Modeling Lake Kerkini Water Level Fluctuation Lake Management using Artificial Intelligence. Journal of Environmental Science and Technology, 4: 366-376.

DOI: 10.3923/jest.2011.366.376

URL: https://scialert.net/abstract/?doi=jest.2011.366.376

Leave a Comment

Your email address will not be published. Required fields are marked *