Application of small sample theory in aero engine development costs estimation
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摘要: 研究了小样本理论中的偏最小二乘法在航空发动机研制费估算中的适用性,系统收集了国内10余种军用涡喷/涡扇发动机的技术性能和研制费数据,选取涡轮进口温度、军用耗油率、发动机军用推力、发动机加力推力、发动机推重比、发动机净重、总增压比、空气流量、翻修寿命、原型机数量、完成时间等技术参数,将小样本理论中的偏最小二乘法应用于军用航空发动机研制费估算模型的研究,形成了基于主要性能指标的军用航空发动机研制费参数估算模型,并建立了军用航空发动机研制继承系数的概念.计算结果表明,该模型较国内其他已有模型的精度有所提高,达到了10%,可以应用于我国航空发动机研制费的快速估算.Abstract: The usability of the partial least squares method of small sample theory in military aero engine development costs estimating was discussed. The technical and development expense data of more than ten kinds of military turbojet and turbofan engine were collected. The technical parameters such as turbine inlet temperature, military fuel consumption rate, military thrust, afterburner thrust, thrust weight ratio, engine weight, total pressure ratio, air flow, overhaul life, number of prototypes and completion time were selected. The partial least squares method in military aero engine development costs estimating was used. The military aero engine development cost estimation model based on the major technical parameters was formed, and the development concept inheritance coefficient of military aero engine was established. The results show that the model's accuracy is improved compared with the other existing models, reaching 10%, and can be used to support for aero engine development cost estimation quickly.
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Key words:
- aero engine /
- development cost /
- estimation /
- model /
- small sample theory /
- partial least squares method
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[1] 李屹晖.军用航空发动机全寿命费用分析研究[D].北京:北京航空航天大学,2000 Li Yihui.Analysis and research on the life cycle cost of military aero engine[D].Beijing:Beijing University of Aeronautics and Astronautics,2000(in Chinese) [2] Brikler J L.Development and production cost estimating relationships for aircraft turbine engines[R].Rand N-1882-AF,1982 [3] 刘锦,张海涛.航空发动机研制费估算工作的现状与展望[J].航空发动机,2014,40(1):75-78 Liu Jin,Zhang Haitao.Status and prospects of aeroengine development cost estimation[J].Aeroengine,2014,40(1):75-78 [4] 张森,陈永革.基于参数法的3种研制费用估算模型[J].四川兵工学报,2010,31(3):53-56 Zhang Sen,Chen Yongge.Three parametric model of development cost estimating[J].Sichuan Ordnance Journal,2010,31(3):53-56(in Chinese) [5] Sininger W B.Engine life cycle cost[R].AIAA 76-0754,1976 [6] 王如根,曹平,谭崇武,等.航空发动机全寿命费用预测模型研究[J].空军工程学院学报,1992,12(3):15-19 Wang Rugen,Cao Ping,Tan Chongwu,et al.Research of life cycle cost estimating relationships of aircraft turbine engines[J].Journal of the Air Force College of Engineering,1992,12(3):15-19(in Chinese) [7] 王如义.多元线性回归中复共线问题及偏最小二乘回归分析[D].成都:西南交通大学,2004 Wang Ruyi.Multiple linear regression line in the complex of problems and partial least squares regression analysis[D].Chengdu:Southwest Jiaotong University,2004(in Chinese) [8] 纪秋颖,林健.高校生态位适宜度的数学模型及其应用[J].辽宁工程技术大学学报,2006,25(S1):260-262 Ji Qiuying,Lin Jian.Niche fitness model of colleges and universities and its application[J].Journal of Liaoning Technical University,2006,25(S1):260-262(in Chinese) [9] 张凤莲.多元线性回归中多重共线性问题的解决办法探讨[D].广州:华南理工大学,2010 Zhang Fenglian.Multiple linear regression to explore multiple solutions to the problem of linear[D].Guangzhou:South China University of Technology,2010(in Chinese) [10] 柯鹏,杨春信,杨雪松,等.重型货物空投系统过程仿真及特性分析[J].航空学报,2006,27(5):856-860 Ke Peng,Yang Chunxin,Yang Xuesong,et al.System simulation and analysis of heavy cargo airdrop system[J].Acta Aeronautica et Astronautica,2006,27(5):856-860(in Chinese) [11] 罗云宝,侯志强,崔坤林,等.基于BP神经网络的战斗机采购费用估算[J].海军航空工程学院学报,2006,21(4):463-466 Luo Yunbao,Hou Zhiqiang,Cui Kunlin,et al.Prediction for aircraft stock cost based on neural network[J].Journal of Naval Aeronautical Engineering Institute,2006,21(4):463-466(in Chinese) [12] 郭基联,张恒喜,刘晓东.飞机机体研制费用的偏最小二乘回归分析[J].数量经济技术经济研究,2001(4):121-124 Guo Jilian,Zhang Hengxi,Liu Xiaodong.Partial least squares regression analysis for airframe development cost[J].The Journal of Quantitative & Technical Economics,2001(4):121-124(in Chinese) [13] 张恩和.对我国军用航空发动机发展的思考[J].航空发动机,2001,27(3):1-3 Zhang Enhe.Reflections on China's military aero engine development[J].Aeroengine,2001,27(3):1-3(in Chinese) [14] Curry C E.Engine life cycle cost modeling in the conceptual phase[R].AIAA 75-1288,1975 [15] Nelson J R.Relating technology to acquisition costs:aircraft turbine engines[R].R-1288-PR,1974 [16] 徐哲,刘荣.偏最小二乘回归法在武器装备研制费用估算中的应用[J].数学的实践与认识,2005,35(3):152-158 Xu Zhe,Liu Rong.The application and research of PLS in estimating the cost of development in armament[J].Mathematics in Practice and Theory,2005,35(3):152-158(in Chinese) [17] 刘廷毅.航空发动机研制全寿命管理研究及建议[J].航空发动机,2012,38(1):1-6 Liu Tingyi.Research and suggestion of lifecycle management for aeroengine development[J].Aeroengine,2012,38(1):1-6(in Chinese) [18] 于芹章,张福元,艾克武,等.武器装备全寿命费用估算建模有关问题研究[J].装备指挥技术学院学报,2003,14(4):18-21 Yu Qinzhang,Zhang Fuyuan,Ai Kewu,et al.The related research on the problem of evaluation and model of weaponry life circle cost[J].Journal of the Academy of Equipment Command & Technology,2003,14(4):18-21(in Chinese) [19] 李波,许诚,王君珺.导弹武器系统采办费用估算有关问题分析[J].海军航空工程学院学报,2006,21(5):585-588 Li Bo,Xu Cheng,Wang Junjun.Analysis on estimates related problems in acquisition cost of missile weapon system[J].Journal of Naval Aeronautical Engineering Institute,2006,21(5):585-588(in Chinese) [20] 胡晓煜.未来军用航空发动机展望[J].国际航空,2005(5):54-56 Hu Xiaoyu.The future of military aero engine[J].International Aviation,2005(5):54-56(in Chinese)
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