Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Acta Aeronautica Et Astronautica Sinica》 2009-08
Add to Favorite Get Latest Update

Application of Hierarchical Partial Least Squares Regression to Development Cost Prediction of Aircraft

Wang Liyuan,Guo Jilian,Zhang Hengxi(Engineering College,Air Force Engineering University,Xi'an 710038,China)  
In the analysis of the development cost of an aircraft there are usually only small samples with a large number of cost drive factors.In view of this fact and considering the advantages of hierarchical partial least squares regression(Hi-PLS) in building a regressive model in the condition of a large number of variables,an application of Hi-PLS to aircraft development cost prediction is proposed using the development cost prediction of a fighter plane fuselage as an example.After the cost drive factors of the fighter plane fuselage development cost are grouped,Hi-PLS is applied to the regress of the grouped cost drive factors,and a fuselage development cost prediction model is established.The calculated results in the example show that Hi-PLS model can reflect satisfactorily the correlation between fuselage development cost and performance parameters of a military aircraft.
【CateGory Index】: F562
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 7 Hits
1 JIN Feng,CUI Hui,ZHANG Yu-ping,LI Qing-chang(Department of Automatic Control,School of Information Science and Technology,Beijing Institute of Technology,Beijing 100081,China);Forecast and Emulation Research on the Cost of Development for Military Equipment[J];Transactions of Beijing Institute of Technology;2006-11
2 LI Shou-an,ZHANG Heng-xi,Dong Zhong-xiang,GUO Feng,Dong Xiao-long(Engineering College,Air Force Engineering University,Xi′an 710038,China);Application of Partial Least-squares Regression to the Acquisition Cost Estimating of Military Aircrafts[J];Acta Aeronautica Et Astronautica Sinica;2006-04
3 DONG Yan-fei~(1,2) WANG Li-yuan~2 ZHANG Heng-xi~2 (1.College of Aeronautics,Northwestern Polytechnical University,Xi'an 710072,China) (2.Engineering College,Air Force University of Engineering,Xi'an 710038,China);Synthesized Index Model for Fighter Plane Air Combat Effectiveness Assessment[J];Acta Aeronautica Et Astronautica Sinica;2006-06
4 Wang Liyuan,Zhang Hengxi,Xu Haojun(Engineering College,Air Force University of Engineering,Xi'an 710038,China);Multi-index Synthesize Evaluation Model Based on Rough Set Theory for Air Combat Efficiency[J];Acta Aeronautica Et Astronautica Sinica;2008-04
5 XU Zhe, LIU Rong (Beihang University, School of Economy and Management, Beijing 100083, China);The Application and Research of PLS in Estimating the Cost of Development in Armament[J];Mathematics In Practice and Theory;2005-03
6 YIN Li1, LIU Qiang1, WANG Hui Wen2 (1Beijing University of Aeronautics and Astronautics, School of Mechanical Engineering and Automation, Beijing 100083, China; 2Beijing University of Aeronautics and Astronautics, School of Economics & Management, Beijing 100083, China);Two Typical Applications of the Related Partial Least Square Algorithms in the Field of System Modeling[J];Acta Simulata Systematica Sinica;2003-01
7 ZHOU Jian HUANG Dong XU Zong-chang;A Study On the Efficiency-Exponent/Expenses Model of Unmanned Aerial Vehicle[J];Journal of Armored Force Engineering Institute;2002-03
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 Zhang Jiankang Cheng Long Huang Jun Wu Zhe(School of Aeronautic Science and Technology,Beijing University of Aeronautics and Astronautics,Beijing 100083,China);Mission-based operational effectiveness evaluation model of combat aircraft[J];Journal of Beijing University of Aeronautics and Astronautics;2005-12
2 LI Yi-jun,HUANG Jun(School of Aeronautics Science and Engineering,Beijing University ofAeronautics and Astronautics,Beijing 100083,China);Survivability Analysis Based Evaluation of Beyond Visual Range Air Combat Effectiveness for Fighter Aircraft[J];Aircraft Design;2007-06
3 YAO Shan-shan,WEI Fa-jie(School of Economics and Management,Beijing University of Aeronautics and Astronautics,Beijing 100083,China);Economy Analysis for Modern Aircraft System[J];Aircraft Design;2007-06
4 YAO Jia-chen,GUO Feng(No.94590 unit of PLA,Weifang 261051,China);Integrated Cost-Effectiveness Characteristics Evaluation for Military Aircrafts Using Visualized Self-Organizing Topology Map[J];Aircraft Design;2007-06
5 YE Yuan-yuan~1,MIN Chun-ping~2,SHEN Lin-cheng~1, CHANG Wen-sen~1(1.College of Mechatronics Engineering and Automation, National Univ. of Defense Technology, Changsha 410073, China;2.Second Artillery Equipment Academe, Beijing 100085, China);Satisficing-decision-based Targets Assigning for Cooperative UAVs[J];Journal of National University of Defense Technology;2005-04
6 TONG Dan, WANG Duan-min, RUI Shao-hui (College of Engineering, Engineering University of PLA Air Force, Xi'an 710038, China);Application of Value Estimation Model in Air Material Safeguarding[J];Ordnance Industry Automation;2007-11
7 Zhang Fang(Zhanjiang Normal University,Zhanjiang 524048,China);Mathematical Model and Multiple Regression of Transformer Fault Prediction[J];Transformer;2008-05
8 LIANG Qing-wei,SONG Bao-wei,PAN Guang (College of Marine,Northwestern Polytechnical University,Xi'an 710072,Shaanxi,China);Fuzzy Ideal Point Method for Estimation of Life Cycle Cost and Effectiveness of Torpedo Weapon System[J];Acta Armamentarii;2006-01
9 Fang Yufeng (Shenyang Aircraft Research Institute, Shenyang, 110035) Zhang An (Northwestern Polytechnical University);EVALUATION OF THE COMBAT EFFECTIVENESS OF A LASER GUIDANCE BOMB[J];Acta Armamentarii;2003-02
10 ZHANG Feng xia, LI Feng, ZHAO Zhen yu (Luoyang Institute of Electro-optical Equipment, Luoyang 471009, China);Application of Lanchester Equations in weapon assignment for multi-plane to multi-target attack[J];Electronics Optics & Control;2002-01
China Proceedings of conference Full-text Database 3 Hits
1 Xu Kun Han Liang Gong Guang-hong (School of Automation and Electrical engineering,Beijing University of Aeronautics and Astronautics,Beijing,100083);Combat Effectiveness Modeling and Evaluation of Cruise Missiles[A];[C];2008
2 LI Tao (Chengdu Aircraft Industrial (Group) Co. Ltd., Chengdu 610092, China);Application Method in Aircraft Combat Effectiveness by AHP[A];[C];2006
3 ZHOU Li-Jun, FU Zhong-guang, GE Zhi-hua, JIN Tao, BIAN Shuang (Department of Power Engineering , Key Laboratory of Condition Monitoring and Control for Power Plant Equipment Ministry of Education, North China Electric Power University, Beijing 102206);Partial Least-Square Regression and the Application on Parameter Prediction in the Units[A];[C];2005
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 LIU Qiang (Beijing University of Aeronautics and Astronautics,School of Mechanical Engineering and Automation);Partial Least Squares Regressive Analysis and Modeling for Tool Wear[J];JOURNAL OF BEIJING UNIVERSITY OF AERONAUTICS AND ASTRONAUTICS;2000-04
2 Su Liandong(Shenyang Aircraft Design & Research Institute,Shenyang 110035,China);Requirements Imposed by Beyond-Visual-Range Attack onFire Control System[J];Aircraft Design;2005-04
3 JIANG Hong Wei, XIA Jie Lai Department of Health Statistics, Faculty of Preventive Medicine, Fourth Military Medical University, Xian 710033, China;Partial least square and its application[J];Journal of The Fourth Military Medical University;2003-03
4 ;Discretization in Rough Set Theory[J];Computer Science;2000-12
5 PENG Zheng-ming,LUO Xiao-ming(Academy of Equipment Command Technology,Beijing 101416,China);A Method of Evaluating Operational Effectiveness with Information Uncertainty[J];Fire Control and Command Control;2006-08
6 REN Shao long 1,QU Dong cai 2,HE You 2,ZHONG Qiu hai 1 (1.Beijing Institute of Technology,Beijing 100081,China; 2.Naval Aeronautical Engineering Academy,Yantai 264001,China);Life Cycle Cost (LCC)Analysises and Study of Management Methods of Weapon Equipmaents[J];Fire Control & Command Control;2002-03
7 MENG Ke~1,ZHANG Heng-xi~1,MENG Man-li~2(1.Department of Aircraft and Engine Engineering,Air Force Engineering University,Xi′an 710038,China)(2.The First Aircraft Design Institute of AVIC-I,Xi′an 710089,China);A Rough Set Based Comprehensive Evaluation Decision MODEL of Combat Aircraft Program Engineering[J];Acta Aeronautica Et Astronautica Sinica;2006-04
8 DONG Yan-fei~(1,2) WANG Li-yuan~2 ZHANG Heng-xi~2 (1.College of Aeronautics,Northwestern Polytechnical University,Xi'an 710072,China) (2.Engineering College,Air Force University of Engineering,Xi'an 710038,China);Synthesized Index Model for Fighter Plane Air Combat Effectiveness Assessment[J];Acta Aeronautica Et Astronautica Sinica;2006-06
9 LI Fei, GU Qi ping (The Missile Institute,AFEU.,Sanyuan 713800,China);Application of Hopfield Network in Weapon's Evaluation and Classification[J];JOURNAL OF AIR FORCE ENGINEERING UNIVERSITY(NATURAL SCIENCE EDITION);2000-02
10 MIAO Duo Qian (Department of Mathematics, Shanxi University, Taiyuan 030006);A NEW METHOD OF DISCRETIZATION OF CONTINUOUS ATTRIBUTES IN ROUGH SETS[J];;2001-03
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved