Application of Artificial Neural Networks for Temperature Forecasting

被引：0

作者：

Hayati, Mohsen ^{[1
]}

Mohebi, Zahra ^{[1
]}

机构：

[1] Razi Univ, Fac Engn, Dept Elect Engn, Kermanshah, Iran

来源：

PROCEEDINGS OF WORLD ACADEMY OF SCIENCE, ENGINEERING AND TECHNOLOGY, VOL 22 | 2007年 / 22卷

关键词：

Artificial neural networks; Forecasting; Weather; Multi-layer perceptron;

D O I：

暂无

中图分类号：

O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];

学科分类号：

07 ; 0710 ; 09 ;

摘要：

In this paper, the application of neural networks to study the design of short-term temperature forecasting (STTF) Systems for Kermanshah city, west of Iran was explored. One important architecture of neural networks named Multi-Layer Perceptron (MLP) to model STTF systems is used. Our study based on MLP was trained and tested using ten years (1996-2006) meteorological data. The results show that MLP network has the minimum forecasting error and can be considered as a good method to model the STTF systems.

引用

页码：275 / 279

页数：5

共 50 条

[1] Application of artificial neural networks in sales forecasting
Yip, DHF
Hines, EL
Yu, WWH
[J]. 1997 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, 1997, : 2121 - 2124
[2] An application of artificial neural networks for rainfall forecasting
Luk, KC
Ball, JE
Sharma, A
[J]. MATHEMATICAL AND COMPUTER MODELLING, 2001, 33 (6-7) : 683 - 693
[3] The application of artificial neural networks to substation load forecasting
Chen, CS
Tzeng, YM
Hwang, JC
[J]. ELECTRIC POWER SYSTEMS RESEARCH, 1996, 38 (02) : 153 - 160
[4] Appropriate application of artificial neural networks for flow forecasting
Dong, Xiaohua
Zhao, Yunfa
Yuan, Jie
Peng, Qiyou
Guo, Shenglian
[J]. DAMS AND RESERVOIRS, SOCIETIES AND ENVIRONMENT IN THE 21ST CENTURY, VOLS 1 AND 2, 2006, : 755 - +
[5] The Cost Forecasting Application in an Enterprise with Artificial Neural Networks
Korkusuz Polat, Tulay
Arslankaya, Seher
[J]. WORLD CONGRESS ON ENGINEERING, WCE 2010, VOL III, 2010, : 2258 - 2262
[6] Application of artificial neural networks for forecasting salmon escapement
Zhou, SJ
[J]. NORTH AMERICAN JOURNAL OF FISHERIES MANAGEMENT, 2003, 23 (01) : 48 - 59
[7] Application of artificial neural networks in tide-forecasting
Lee, TL
Jeng, DS
[J]. OCEAN ENGINEERING, 2002, 29 (09) : 1003 - 1022
[8] Application of artificial neural networks in typhoon surge forecasting
Tseng, C. M.
Jan, C. D.
Wang, J. S.
Wang, C. M.
[J]. OCEAN ENGINEERING, 2007, 34 (11-12) : 1757 - 1768
[9] Application of Grey model and artificial neural networks to flood forecasting
Kang, MS
Kang, MG
Park, SW
Lee, JJ
Yoo, KH
[J]. JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION, 2006, 42 (02): : 473 - 486
[10] Application of artificial neural networks to rainfall forecasting in Queensland, Australia
John Abbot
Jennifer Marohasy
[J]. Advances in Atmospheric Sciences, 2012, 29 : 717 - 730

← 1 2 3 4 5 →