Monthly Temperature Prediction using ANNs and ANFIS (Case Study: Tehran City)
Journal Title: Journal of Science and today’s world - Year 2013, Vol 2, Issue 4
Abstract
Temperature is one of the most important parameters among climate parameters. Prediction of monthly temperature is very important in water resources management, agriculture, and many other fields. For this purpose, different empirical or semi-empirical models and time series analysis are used. Recently, new intelligent methods such as ANNs and ANFIS have largely been applied in all scientific and engineering fields. In this research, the two intelligent models including the ANNs and ANFIS for monthly minimum, maximum, and mean temperatures estimation were developed in synoptic station of Tehran, Iran. Minimum, maximum, and mean data were divided to three parts including training, testing, and checking data for a month ago, two months ago, and three months ago. After introducing the data to each model, the training, testing, and checking of models were done separately and results were analyzed. Results showed that the ANNs are better that ANFIS for predicting of temperatures.
Authors and Affiliations
Karim Khodaie , Zahra Korehbandi , Kazem Shahverdi
Keywords
Related Articles
- EP ID EP29302
- DOI -
- Views 340
- Downloads 7
Providing a model of Information Technology role in employees’ engagement in work based on Bakker and Demerouti’s model (Case study: Agriculture organization of Qom)
This study has conducted with the title of appraising relationship between “information technology” and “employee engagement” in Agriculture organization of Qom. The aim of this study is appraising and evaluating these...
The Critic of power and relationship Between political ideas and social Cognition
This article, studies the effect of power on social cognition and the creation of political ideas. Because of this reason, which idea is a mental case and implies on meaning and belief, it uses for explanation of event...
A Comparative Study of Multiple Intelligences in Different Ages
This research is a comparative study of multiple intelligences in different ages. It was implemented on 400 high school students to investigate the significance of Multiple Intelligences in different ages. Arak city, t...
Land and House Planning in Boroujerd city and Determination of the Optimal Direction for Developing the city's space
The Scarcity of convenient land for construction versus the swift augment of population and consequently the increasing demand for having a house, makes the families with low or even average income have less access to l...
The relationship between self-esteem and goal orientations with self- handicapping in Chamran University students among hormozgan university students
The research design of this study is correlation and the aim was the investigation the relationship between self-esteem and goal orientation with self-handicapping. The studied community included all Hormozgan Universi...