Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Refrigeration & Air-Condition》 2007-02
Add to Favorite Get Latest Update

Artificial Neural Network Research and its Application in HVAC Load Forecasting

Lin Xingchun1 Cao Jiacong1 Ma Suzhen2 (1College of Environmental Science and Engineering,Donghua University 201620,2Tongji University)  
Reviews the development history,advantages and insufficiencies of ANN,the improvements of ANN models and ANN research applied to HVAC areas,and looks into the future development of ANN research.
【CateGory Index】: TB657.2
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【Citations】
Chinese Journal Full-text Database 10 Hits
1 Wei Zhinong Wang Dan Sun Guoqiang Zheng Yuping(Hohai University Nanjing 210098 China Nanjing Automation Research Institute Nanjing 210003 China);A Novel Method of Short Time Load Probability Forecasting Based on Cascaded Neural Network[J];Transactions of China Electrotechnical Society;2005-01
2 CAO Shuang-hua, CAO Jia-cong (College of Environmental Science & Engineering, Donghua University, Shanghai, 200051);A Chaos Optimized Forecast for Air Conditioning Loads Based on Neural Network[J];Journal of Donghua University,Natural Science;2003-01
3 CAO Shuang-hua , CAO Jia-cong (College of Environmental Science & Engineering, Donghua University, Shanghai, 200051);Initial Investigation of Cascaded Neural Networks in Hourly Thermal Load Forecast of Next Day for Boiler Plant[J];Journal of Donghua University,Natural Science;2004-01
4 Lu Zhilai;Zhang Baohui(Xi'an Jiaotong University,710049, Xi'an,China);SHORT-TERM LOAD FORECASTING METHOD BASED ON COMBINATION OF ANN AND FUZZY CONTROL[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;1999-22
5 Gao Shan,Shan Yuanda Southeast U niversity,Nanjing2 10 0 96 ,China;NOVEL INPUT VARIABLE SELECTION FOR ANN SHORT- TERM LOAD FORECASTING[J];Automation of Electric Power Systems;2001-22
6 ZOU Zheng-da,SUN Ya-ming,ZHANG Zhi-sheng (School of Electrical Engineering and Automation,Tianjin University,Nankai District,Tianjin 300072,China);SHORT-TERM LOAD FORECASTING BASED ON RECURRENT NEURAL NETWORK USING ANT COLONY OPTIMIZATION ALGORITHM[J];Power System Technology;2005-03
7 YANG Jia 1, WU Xiang sheng 1,WANG Ning 1,ZHANG Ming qi 2 (1.Department of Architectural & Environmental Engineering, Logistical Engineering University, Chongqing 400041, China; 2.Natinal Forest Bureau Kunming Investigate and Design Institute, Ku;Research on Load Prediction Model of Air Condition System Based on Elman Neural Network[J];Journal of Chongqing University(Natural Science Edition);2002-08
8 NIU Dong-xiao, CHEN Zhi-ye, XING Mian, XIE Hong(Dept. of Economy Management, North China Electric Power University, Baoding 071003, China);Optimization of Forecasting Method Based on Genetic Neural Network and its Application[J];Journal of North China Electric Power University;2001-01
9 YaoYibo,WangJiliang (Heilongjiang Province Machine Room Device Engineering CO., Harbin 150001, China);Research on Raising"BP"Network Training Speed[J];Heilongjiang Electronic Technology;2002-01
10 SUN Guang wei 1 , WANG Zhi hui 2 , WEI Yang 3 , SUO Sheng jun 1 (1.School of Electrical Engineering & Automation,Harbin Institute of Technology, Harbin 150001, China;2.School of Environmental and Energy Engineering,Beijing University of Te;The research on short-term load forecast model based on fuzzy neural network[J];Journal of Harbin Institute of Technology;2002-03
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 ZHENG Huifan1,2,FAN Xiaowei2,LI Angui1,GAO Long2(1.School of Environmental & Municipal Engineering,Xi'an Univ.of Arch.& Tech.,Xi'an 710055,China;2.Energy and Environmental Engineering Dept.,Zhongyuan Institute of Technology,Zhengzhou 450007,China);Application of artificial neural network in air-conditioning cooling load prediction[J];Sichuan Building Science;2007-06
2 JIA De-xiang1,HAN Jing2(1.State Power Economic Research Institute,Beijing 100761,China;2.Maanshan Power Supply Company,Maanshan 243000,China;);Ultra-short Term Load Forecasting Based on Modified BP Network[J];Journal of Anhui Electrical Engineering Professional Technique College;2008-03
3 TIAN Li1,HUANG Peng-cheng2,HUANG Shi-wei1,WANG Jun1,LI Zeying1(1.Anhui Provincial Key Laboratory of Electric and Control,Anhui University of Technology and Science,Wuhu 241000,China;2.Anhui Wonderful Electron Co.Ltd.,Jinde 242600,China);Short-term load forecasting based on PSO algorithm[J];Journal of Anhui University of Technology and Science(Natural Science);2007-03
4 XIN Li-min,YANG Yun(Schol.of Civ.Engn.& Archit.,Anhui University of Science and Technology,Huainan 232001,China);Approach of constructional engineering bidding forecasting based on neural networks[J];Journal of Anhui University of Technology and Science(Natural Science);2008-04
5 WANG Hai-tao(Anhui Institute of Architecture&Industry,Hefei 230022,China);Application of EBP artifical neural network to predict cooling load[J];Journal of Anhui Institute of Architecture & Industry(Natural Science);2007-02
6 MA Li-li et al(Institute of Vegetable and Flower,Chinese Academy of Agricultural Sciences,Beijing 100081);Research on the Modeling of Transverse and Longitudinal Diameter Growth of Tomato Fruit Based on BP Neural Network[J];Journal of Anhui Agricultural Sciences;2008-06
7 MA Qing-yuan~1,GUO Ji-ping~2,LI Ning~3(1.Faculy of High Professional Education,Anshan University of Science and Technology,Anshan 114044,China;2.School of Civil and Transportation Engineering,Anshan University of Science and Technology,Anshan 114044,China;3.School of Chemical Engineering,Anshan University of Science and Technology,Anshan 114044,China);Methods of load forecast in city gas network[J];Journal of Anshan University of Science and Technology;2004-02
8 Yang Lu Gao Ziyou (College of Traffic and Transport, Northern Jiaotong University, Beijing 100044);Using Neural Network for Variable Selection[J];JOURNAL OF NORTHERN JIAOTONG UNIVERSITY;1999-03
9 DONG Kui-youg 1 YANG Ping 2 (Dong Hua University College of Textiles Shanghai 200051) 1 (SGS Shanghai Branch Shanghai 200233) 2;BP Neural Network Method for the Prediction of Yarn Unevenness[J];Beijing Textile Journal;2002-05
10 HUANG Lin-jun LIU Rang?tong (Xi'an Institute of Science and Technology,Xi'an,710048 China);The Research of Using the BP Neural Networks to Forecast the Resonable Wool Quality[J];Beijing Textile Journal;2003-05
China Proceedings of conference Full-text Database 9 Hits
1 ZHANG Kai YAO Jian-gang Li Wei He Hui YUAN Xiao-tao(1.College of Electrical and Information Engineering,Hunan University,Changsha 410082,Hunan Province,China;2.Hubei Electrical Power Dispatch and Communication Bureau,Wuhan 430077,Hubei Province,China;3.Hunan Electrical Power Dispatch and Communication Bureau,Changsha 410007,China);Analysis Model and Processing Method of Temperature Cumulative Effect of Heat Study in Load Forecasting[A];[C];2007
2 LI Hong-li~2 GAO Jian-hua~(1,2) LU Hong-yan~2 (1.Research Center of Yellow River Civilization and Sustainable Development;2.College of Environment and Planning,Henan university,Kaifeng 475004,Henan,China);Land sustainable use evaluation based BP neural network in Henan Province[A];[C];2008
3 ZHANG He, LI Yi-jie, SHEN Dong-ri, CHEN Yi-jun (School of Information and Engineering, Liaoning University of Petroleum and Chemical Technology, Fushun 113001, China.;Improvement of homotopy BP algorithm and application in fault diagnosis[A];[C];2005
4 HUANG Shu-ya,LIU Tian-qi,CHEN Ji (College of Electrical Engineering and Information,Sichuan University,Chengdu 610065,China);Load Forecasting of Power System Based on Artificial Neural Network[A];[C];2006
5 Siju Peng Weiwei Du (School of Sciences, Wuhan University of Technology, Hubei, Wuhan, 430070);An Improved BP Learning Algorithm for Neural Network and Application[A];[C];2006
6 ;APPLICATION OF IT TECHNOLOGY IN AIR-CONDITIONING & REFRIGERATION SYSTEM -BORRY NETWORK AIR CONDITIONER SYSTEM (BCNS)[A];[C];2004
7 Yao Jian-guo Central Coal Research Institute, Beijing 100013;RESEARCH ON HOW TO OVERCOME THE LIMINATIONS OF ARTIFICIAL NEURAL NETWORK IN APPLICATIONS OF GEOMECHANICS AND ENGINEERING[A];[C];2004
8 HUANG Yuan-sheng ZHENG Yan QI Jian-xun (School of Business Administration,North China Electric Power University,Baoding 071003,China);Application of LS-SVM in Electricity Demand Forecasting[A];[C];2005
9 Cheng Jingrong Yin Dongmei Tan Zhenfan Automation College,HEU,Heilongjiang,Harbin,150001;Designing Artificial Neural Networks for Fault Detection in Induction Motors with TMS320 DSP[A];[C];1999
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 MENG Hua 1,LONG Wei-ding 1,WANG Sheng-wei 2(1.Dept.of Building Facility and Management Engineering,Tongji University,Shanghai 200092,China; 2.Dept.of Building Services Engineering,Hong Kong Polytechnic University,Hongkong,China);Study on Optimal Supervisory Control in a Central Chilled Water System Based on Genetic Algorithm[J];Construction Conserves Energy;2007-01
2 Si Xiao-lei(Linqing Natural Gas of New Energy Co.,Ltd.,Linqing 252600,Shandong,China);The Present Situation of the Chinese Building Energy Consumption and Some Countermeasures[J];Construction Conserves Energy;2008-02
3 CAO Qiu-sheng;Study on a new control system for energy-saving in center A/C air conditioning[J];Energy Conservation;2005-06
4 Jin Xinqiao et al;On-line Optimal Control Strategies of Multi-zone VAV Air-conditioning System[J];ENERGY CONSERVATION;1999-01
5 LIU Jin-ping,MAI Yue-bang,LIU Xue-feng (Electric Power College,South China University of Technology,Guangzhou 510640,China);Coordinated Control of Central Air-conditioning System based on Variable Chilled Water Temperature and Flowrate[J];Building Science;2007-06
6 Xu Xinhua and Wang Shengwei(Department of Building Services Engineering,Hong Kong Polytechnic University);Optimal Control of Multi-zone VAV Air-conditioning System[J];Building Energy & Environment;2006-06
7 By Zhang Yunhui , Lü Zhenzhong and Zhang XiaosongSoutheast University, Nanjing, China;Optimum control of chillers[J];Hv & Ac;2004-03
8 By Cao Shuanghua~★, Cao Jiacong, Li Tao and Shen Xiaoqing★Donghua University, Shanghai, China;Air conditioning load prediction using neural networks based on wavelet transform[J];Hv & Ac;2005-04
9 By Shi Zhigang~★,Hu Songtao,Wang Gang and Li AnguiXi'an University of Architecture & Technology,Xi'an,China;Simulation study on neural adaptive PSD control of variable frequency air conditioning systems[J];Heating Ventilating & Air Conditioning;2006-11
10 By Jiang Yi;Computer aided monitoring and control system in HVAC (Part 2): Monitoring and control of air conditioning systems[J];HV & AC;1997-03
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 LING Qing (Shandong Architecturaland Civil Engineering Institute 250014) WANG Xin (Shandong University of Technology 250061);LBP ALGORITHM OF NEURAL NETWORK FOR POWER LOAD FORECASTING[J];Advanced Technology of Electrical Engineering and Energy;1999-01
2 Zhu Jing Huang Hangmei(Zhejiang University);Generalized Predictive Fuzzy Control for the Complicated Systems[J];TRANSACTIONS OF CHINA ELECTROTECHNICAL SOCIETY;1997-02
3 Zhang Xiaoming, Sun Baoyuan ( Dept. of Mech. Eng., Dalian Univ. of Technol., China );Sample increasing method for BP neural networks[J];JOURNAL OF DALIAN UNIVERSITY OF TECHNOLOGY;1997-05
4 Kang Chongqing⑿ Cheng Xu⑿ Xia Qing⑿ Shen Yu⒉ Tsinghua University⒙100084⒙ Beijing⒙ China⒕;A NEW UNIFIED APPROACH TO SHORT-TERM LOAD FORECASTING CONSIDERING CORRELATED FACTORS[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;1999-18
5 He Rong1 ,Zeng Gang1 ,Yao Jiangang1 ,Qing Zhiwen2 ,Shen Xinxiang2 ,L iu Mingqing2 1.Hunan University,Changsha 410 0 82 ,China 2 .Hunan Province Changde Electrical Bureau,Changde 415 0 0 0 ,China;APPLICATION OF WEATHER SENSITIVITY NEURAL NETWORK MODEL IN SHORT-TERM LOAD FORECASTING ON AREA[J];Automation of Electric Power Systems;2001-17
6 Ju Ping1 ,Jiang Wei1 ,Zhao X iayang1 ,Wang Junkai2 ,Zhang Shixue2 ,L iu Yan2 1.Hohai University,Nanjing2 10 0 98,China 2 .Shanxi Provincial Power Company,Xi'an 710 0 0 4,China;NINETY- SIX POINTSSHORT- TERM LOAD FORECASTING—— THEORY &APPLICATIONS[J];Automation of Electric Power Systems;2001-22
7 Jiang Ping (Jiangsu Institute of Petrochemical Technology.Changzhou)Ju Ping(Hohai University,Nanjing);MEDIUM TERM ELECTRIC LOAD FORECASTING USING ARTIFICIAL NEURAL NETWORK[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;1995-06
8 Chen Wenhui, Lei Youkun, Xie Heng(Shanghai Jiaotong University, 200030, Shanghai,China);SHORT TERM LOAD FORECASTING WITH ARTIFICIAL NEURAL NETWORK AND GENETIC ALGORITHMS[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;1997-03
9 Meng Bin Feng Yongjie Zhai Yuqing (Department of Computer Science and Technology, Southeast University, Nanjing 210096, China);A Modified Algorithm for Feedforward Neural Networks[J];Journal of Southeast Univwrsity(Natural Science Edition);2001-04
10 ZHOU Dian min, GUAN Xiao hong, SUN Jie, HUANG Yong (Xi'an Jiaotong University, Xi'an 710049, Shaanxi Province, China);A SHORT-TERM LOAD FORECASTING SYSTEM BASED ON BP ARTIFICIAL NEURAL NETWORK[J];Power System Technology;2002-02
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved