Heat Load Forecasting Based on Improved AGA-BP Non-linear Combined Model

被引：0

作者：

Ren Fene ^{[1
,2
]}

Liu Ying-zong ^{[1
]}

Ding Chao ^{[3
]}

机构：

[1] Tianjin Univ, Sch Business Adm, Tianjin 300072, Peoples R China

[2] North China Elect Power Univ, Sch Business Adm, Hanoi 071003, Vietnam

[3] Shijiazhuang univ Econom, Sch Management & Engn, Shijiazhuang 050031, Peoples R China

来源：

HIS 2009: 2009 NINTH INTERNATIONAL CONFERENCE ON HYBRID INTELLIGENT SYSTEMS, VOL 1, PROCEEDINGS | 2009年

关键词：

BP; AGA; Power Forecasting; GM(1,1); Combined Model;

D O I：

10.1109/HIS.2009.87

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

A new combined BP neural network model based on accelerating genetic algorithm is put forward in this paper. On the foundation of traditional BP neural network, this method is given better iteration values improved by accelerating genetic algorithm, thus and increase iteration rate and avoid sinking into local minimum. Then, it is applied to forecast the heat load in a certain area, and compared with other forecasting methods. The calculation sample shows the exactitude and efficiency of this combined forecasting model.

引用

页码：422 / +

页数：2

共 50 条

[21] Model for forecasting stock indices based on improved BP network
Liu, JL
Han, MG
Wang, Y
ISTM/2003: 5TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-6, CONFERENCE PROCEEDINGS, 2003, : 1075 - 1078
[22] International Tourists Arrival to Thailand: Forecasting by Non-Linear Model
Chaitip, Prasert
Chaiboonsri, Chukiat
INTERNATIONAL CONFERENCE ON APPLIED ECONOMICS (ICOAE 2014), 2014, 14 : 100 - 109
[23] A Bayesian non-linear model for forecasting insurance loss payments
Zhang, Yanwei
Dukic, Vanja
Guszcza, James
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, 2012, 175 : 637 - 656
[24] A non-linear model for forecasting the monthly demand for electricity in Colombia
David Velasquez, Juan
Jaime Franco, Carlos
Alonso Garcia, Hernan
ESTUDIOS GERENCIALES, 2009, 25 (112) : 37 - 54
[25] Electric Load Forecasting for Western Canada: A Comparison of Two Non-Linear Methods
Bakhshaii, A.
Stull, R.
ATMOSPHERE-OCEAN, 2012, 50 (03) : 352 - 363
[26] An improved model for the non-linear velocity power spectrum
Jennings, Elise
MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 2012, 427 (01) : L25 - L29
[27] Non-linear Modeling of Airplane Dynamo Based on BP NN
Liu Yong-zhi
Wang Hai-bo
2009 INTERNATIONAL CONFERENCE ON MODELING, SIMULATION AND OPTIMIZATION, PROCEEDINGS, 2009, : 161 - 164
[28] Forecasting of Load Model Based On Typical Daily Load Profile and BP Neural Network
Zhang, Rongsen
Qi, Guigang
Li, Canbing
Li, Long
Bao, Yiping
Zhu, Yusheng
FIFTH INTERNATIONAL CONFERENCE ON MACHINE VISION (ICMV 2012): ALGORITHMS, PATTERN RECOGNITION AND BASIC TECHNOLOGIES, 2013, 8784
[29] An Electric Load Forecasting Model Based on BP Neural Network and Improved Bat Algorithm Hybridized with Extremal Optimization
Huang, Yi-Yuan
Chen, Min-Rong
Yang, Liu-Qing
Lu, Kang-Di
Zeng, Guo-Qiang
2019 CHINESE AUTOMATION CONGRESS (CAC2019), 2019, : 4673 - 4678
[30] Optimal DRPs selection using a non-linear model based on load profile clustering
Moazzen, Farid
Alikhani, Majid
Moghaddam, Mohsen Parsa
Gitizadeh, Mohsen
IET GENERATION TRANSMISSION & DISTRIBUTION, 2019, 13 (24) : 5495 - 5503

← 1 2 3 4 5 →