基于支持向量回归机的发动机/直升机扭矩超前控制
Torque feed-forward control of engine / helicopter system based on support vector regression
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摘要: 主要研究涡轴发动机转速按扰动补偿控制问题,提出了一种基于迭代约简最小二乘支持向量回归机算法和模型预测机制的直升机扭矩动态超前预测模型设计方法.首先用迭代约简最小二乘支持向量回归机设计了旋翼扭矩按飞行状态和操纵量估计的非参数动态反馈模型,然后设置了扭矩模型预测机制,以获得扭矩的超前动态信息.接着利用扭矩超前预测信息设计了涡轴发动机的按扭矩补偿控制器.其中,为充分利用所预测扭矩的动态信息,发动机前馈补偿控制器使用了比例加微分环节.最后,综合仿真验证表明该控制方案能较好地抑制直升机操控过程中大的扭矩扰动对涡轴发动机造成的不利影响,相比于传统的按总距补偿方案能显著降低功率涡轮转速下垂量10%以上.Abstract: Turbo-shaft engine's controller design based on the compensation from disturbance was mainly studied in this article.A torque prediction model design scheme was proposed based on recursive reduced least squares support vector regression(RR-LSSVR)algorithm and model prediction procedure.Firstly,reduced least squares support vector regression was utilized to train the dynamic estimation nonparametric model of torque by using the handling input and flight state variables as training data.Then,a prediction procedure was arranged to obtain the torque information in advance.After that,the turbo-shaft engine's compensator was implemented using the former predicted torque information.In order to take full advantage of the disturbance signal and its dynamic information,the proportional-differential form was adopted in the compensator design.Finally,simulation of integrated helicopter/turbo-shaft engine system shows that the control scheme has better dynamic disturbance rejection ability than traditional system,it can decrease the droop of power turbine's speed more than 10%.
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Key words:
- engine/helicopter /
- support vector machine /
- least squares /
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[1] Garg S,Ouzts P J,Lorenzo C F,et al.IMPAC:an integrated methodology for propulsion and airframe control //Proceedings of the IEEE American Control Conference.Boston,MA,USA:IEEE,1991:747-754. [2] Garg S,Mattern D L.Application of an integrated methodology for propulsion and airframe control design to a STOVL aircraft .AIAA-94-3611,1994. [3] Smith B J,Zagranski R D.Next generation control system for helicopter engines .Washington,DC:The 57th AHS International Annual Forum,2001. [4] 姜昆,梁廷伟,董海峰.直升机发动机扭矩测控系统现场校准装置[J].计测技术,2006,26(4):17-21. JIANG Kun,LIANG Tingwei,DONG Haifeng.The field verifying unit of torque measuring and control system for helicopter engine[J].Metrology & Measurement Technology,2006,26(4):17-21.(in Chinese) [5] Smith B J,Zagranski R D.Closed loop bench testing of the next generation control system for helicopter engines // Proceedings of 58th Annual Forum.Montreal,Canada:AHS International,2002:1041-1050. [6] ZHAO Yongping,SUN Jianguo.Recursive reduced least squares support vector regression[J].Pattern Recognition,2009,42(5):837-842. [7] Lee Y J,Mangasarian O L.RSVM:reduced support vector machines .Chicago,IL,USA:The First SIAM International Conference on Data Mining,2001. [8] Jiao L,Bo L,Wang L.Fast sparse approximation for least squares support vector machine[J].IEEE Transaction on Neural Networks,2007,18(3):685-697. [9] Suykens J A K,Vandewalle J.Least squares support vector machine classifiers[J].Neural Process Letter,1999,9(3):293-300. [10] 赵永平,孙健国,王前宇,等.基于K-均值聚类和约简最小二乘支持向量回归机的推力估计器设计[J].航空动力学报,2009,25(5):1177-1183. ZHAO Yongping,SUN Jianguo,WANG Qianyu,et al.Thrust estimator design based on K-means clustering and reduced least squares support vector regression[J].Journal of Aerospace Power,2009,25(5):1177-1183.(in Chinese) [11] Howlett J J.UH-60A black hawk engineering simulation program Volume 1:mathematical model .NASA 166309,1981. [12] 孙立国,孙健国,张海波.基于直升机/发动机非线性综合仿真模型的增广LQR控制器设计[J].航空动力学报,2010,25(2):471-476. SUN Liguo,SUN Jianguo,ZHANG Haibo.Augmented LQR controller design based on non-linear integrated helicopter/engine model[J].Journal of Aerospace Power,2010,25(2):471-476.(in Chinese) [13] 姚文荣.涡轴发动机/旋翼综合建模控制及优化研究 .南京:南京航空航天大学,2008. YAO Wenrong.Research on integrated modeling,control and optimization of turboshaft engine/rotor .Nanjing:Nanjing University of Aeronautics and Astronautics,2008.(in Chinese)
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