Control strategy of mass flow rate and pressure in an air supply system of gas turbine engine
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摘要:
开展了供气系统质量流量(简称流量)和压力的控制方案研究,提出采用多元线性回归预测和自适应比例调节的改进控制方法,对实验台各流路的电动阀门集成控制。设计一台测量控制系统操作台,采用西门子programmable logic controller(PLC)作为主控制器,可实现对46台电动阀门的自动控制,并且保留远程手动控制功能。该控制方式可根据不同电动阀门调节速度改变增加幅度,使得阀门调节更加平顺。基于实验台的管路情况,该控制方式相较于常规proportion integral differential(PID)控制,实验台各气路压力和流量超调量减少20%以上,调节时间缩短40 s以上,对于大流量工况,稳态性能可提高2%以上。
Abstract:The mass flow rate and pressure control scheme of the gas supply system was studied, and the improved control method of using multiple linear regression prediction and adaptive proportional regulation was put forward to integrate the control of the electric valve of each flow path of the experimental platform. The design of a measuring control system operation table, using Siemens programmable logic controller (PLC) as the main controller, can realize automatic control of 46 electric valves, and retain the remote manual control function. The control mode can be adjusted according to different electric valve speed change/increase amplitude, making the valve adjustment more smooth. Based on the pipeline condition of the experimental platform, compared with the conventional proportion integral differential (PID) control, the control mode can reduce the overshooting of the pressure and mass flow rate of each gas path of the experimental platform by more than 20%, shorten the adjustment time by more than 40 s, and improve the steady-state performance by more than 2% for the large mass flow rate condition.
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表 1 系统配置主要技术参数
Table 1. System configuration main technical parameters
配套装置 数量/台 技术参数 数值或说明 高速电动机 5 功率/kW 50 变频器 1 功率/kW 75 电动阀门 24 直径/mm 150,80,50,30 油泵 1 功率/kW 7.5 水泵 1 功率/kW 7.5 智能控制台 1 尺寸/(m×m×m) 3×1.3×1.6 PLC 1 型号 S7-200smart -
[1] 雷昭,刘高文,吴衡,等. 盖板式预旋系统温降特性的实验研究[J]. 工程热物理学报,2020,41(8): 2036-2043. LEI Zhao,LIU Gaowen,WU Heng,et al. Experimental investigation on the temperature drop of a cover-plate pre-swirl system[J]. Journal of Engineering Thermophysics,2020,41(8): 2036-2043. (in ChineseLEI Zhao, LIU Gaowen, WU Heng, et al. Experimental investigation on the temperature drop of a cover-plate pre-swirl system[J]. Journal of Engineering Thermophysics, 2020, 41(8): 2036-2043. (in Chinese) [2] 马佳乐,庞亮玮,隋宏人,等. 涡轮预旋供气系统跑道型接受孔对性能影响的实验评估[J]. 中国电机工程学报,2023,43(7): 2761-2771. MA Jiale,PANG Liangwei,SUI Hongren,et al. Influence of the runway-shaped receiver holes on the performance experimental evaluation of the turbine pre-swirl air supply system[J]. Proceedings of the CSEE,2023,43(7): 2761-2771. (in ChineseMA Jiale, PANG Liangwei, SUI Hongren, et al. Influence of the runway-shaped receiver holes on the performance experimental evaluation of the turbine pre-swirl air supply system[J]. Proceedings of the CSEE, 2023, 43(7): 2761-2771. (in Chinese) [3] 龚文彬,刘高文,王斐,等. 叶型接受孔对高位预旋供气系统流动温降影响的实验研究[J]. 西安交通大学学报,2021,55(7): 97-105. GONG Wenbin,LIU Gaowen,WANG Fei,et al. Experimental study on the influence of vane-shaped receiver holes on flow and temperature drop of a high-radius pre-swirl air supply system[J]. Journal of Xi’an Jiaotong University,2021,55(7): 97-105. (in ChineseGONG Wenbin, LIU Gaowen, WANG Fei, et al. Experimental study on the influence of vane-shaped receiver holes on flow and temperature drop of a high-radius pre-swirl air supply system[J]. Journal of Xi’an Jiaotong University, 2021, 55(7): 97-105. (in Chinese) [4] 王雨辰,林德福,王伟,等. 大跨域条件下的自适应滚转稳定容错控制方法[J]. 航空学报,2021,42(3): 324368. WANG Yuchen,LIN Defu,WANG Wei,et al. Adaptive fault-tolerance control method for roll stability during phase of large span flight[J]. Acta Aeronautica et Astronautica Sinica,2021,42(3): 324368. (in ChineseWANG Yuchen, LIN Defu, WANG Wei, et al. Adaptive fault-tolerance control method for roll stability during phase of large span flight[J]. Acta Aeronautica et Astronautica Sinica, 2021, 42(3): 324368. (in Chinese) [5] 王素珍,辛诚,孙国法. 连续搅拌反应釜的自适应输出反馈控制及参数整定[J]. 控制理论与应用,2021,38(10): 1587-1596. WANG Suzhen,XIN Cheng,SUN Guofa. Adaptive output feedback control and parameter tuning for continuous stirred tank reactor[J]. Control Theory & Applications,2021,38(10): 1587-1596. (in Chinese doi: 10.7641/CTA.2021.00742WANG Suzhen, XIN Cheng, SUN Guofa. Adaptive output feedback control and parameter tuning for continuous stirred tank reactor[J]. Control Theory & Applications, 2021, 38(10): 1587-1596. (in Chinese) doi: 10.7641/CTA.2021.00742 [6] 姜頔,刘向杰. 核电站蒸汽发生器水位模糊预测控制[J]. 控制理论与应用,2015,32(12): 1705-1712. JIANG Di,LIU Xiangjie. Fuzzy-model predictive control on water level of U-tube steam generator[J]. Control Theory & Applications,2015,32(12): 1705-1712. (in Chinese doi: 10.7641/CTA.2015.40959JIANG Di, LIU Xiangjie. Fuzzy-model predictive control on water level of U-tube steam generator[J]. Control Theory & Applications, 2015, 32(12): 1705-1712. (in Chinese) doi: 10.7641/CTA.2015.40959 [7] 韩贺永,秦丽霞,柳渊,等. 电液系统位置压力非线性自适应双闭环控制[J]. 控制理论与应用,2020,37(1): 155-161. HAN Heyong,QIN Lixia,LIU Yuan,et al. Position pressure nonlinear adaptive double closed-loop control of electro-hydraulic system[J]. Control Theory & Applications,2020,37(1): 155-161. (in Chinese doi: 10.7641/CTA.2019.80435HAN Heyong, QIN Lixia, LIU Yuan, et al. Position pressure nonlinear adaptive double closed-loop control of electro-hydraulic system[J]. Control Theory & Applications, 2020, 37(1): 155-161. (in Chinese) doi: 10.7641/CTA.2019.80435 [8] 刘晓宇,荀径,高士根,等. 高速列车精确停车的鲁棒自触发预测控制[J]. 自动化学报,2022,48(1): 171-181. LIU Xiaoyu,XUN Jing,GAO Shigen,et al. Robust self-triggered model predictive control for accurate stopping of high-speed trains[J]. Acta Automatica Sinica,2022,48(1): 171-181. (in ChineseLIU Xiaoyu, XUN Jing, GAO Shigen, et al. Robust self-triggered model predictive control for accurate stopping of high-speed trains[J]. Acta Automatica Sinica, 2022, 48(1): 171-181. (in Chinese) [9] 姜庆丰,谢金森,曾文杰,等. 液态熔盐堆堆芯功率模糊PID控制[J]. 核动力工程,2020,41(1): 93-98. JIANG Qingfeng,XIE Jinsen,ZENG Wenjie,et al. Fuzzy-PID control for core power of liquid molten salt reactor[J]. Nuclear Power Engineering,2020,41(1): 93-98. (in ChineseJIANG Qingfeng, XIE Jinsen, ZENG Wenjie, et al. Fuzzy-PID control for core power of liquid molten salt reactor[J]. Nuclear Power Engineering, 2020, 41(1): 93-98. (in Chinese) [10] 张亚军,魏萃,柴天佑,等. 未建模动态增量补偿驱动的非线性PID控制及应用[J]. 自动化学报,2020,46(6): 1145-1153. ZHANG Yajun,WEI Cui,CHAI Tianyou,et al. Un-modeled dynamics increment compensation driven nonlinear PID control and its application[J]. Acta Automatica Sinica,2020,46(6): 1145-1153. (in ChineseZHANG Yajun, WEI Cui, CHAI Tianyou, et al. Un-modeled dynamics increment compensation driven nonlinear PID control and its application[J]. Acta Automatica Sinica, 2020, 46(6): 1145-1153. (in Chinese) [11] 王锁芳,朱强华,张羽,等. 预旋进气位置对转静盘腔换热影响的数值研究[J]. 航空动力学报,2007,22(8): 1227-1232. WANG Suofang,ZHU Qianghua,ZHANG Yu,et al. Numerical studies of heat transfer in a rotor-stator cavity with different radial positions of pre-swirl inlet[J]. Journal of Aerospace Power,2007,22(8): 1227-1232. (in Chinese doi: 10.3969/j.issn.1000-8055.2007.08.004WANG Suofang, ZHU Qianghua, ZHANG Yu, et al. Numerical studies of heat transfer in a rotor-stator cavity with different radial positions of pre-swirl inlet[J]. Journal of Aerospace Power, 2007, 22(8): 1227-1232. (in Chinese) doi: 10.3969/j.issn.1000-8055.2007.08.004 [12] 刘晶,汪超,谢鹏,等. 基于PD控制的仿昆虫扑翼样机研制[J]. 航空学报,2020,41(9): 223678. LIU Jing,WANG Chao,XIE Peng,et al. Development of insect-like flapping wing micro air vehicle based on PD control[J]. Acta Aeronautica et Astronautica Sinica,2020,41(9): 223678. (in ChineseLIU Jing, WANG Chao, XIE Peng, et al. Development of insect-like flapping wing micro air vehicle based on PD control[J]. Acta Aeronautica et Astronautica Sinica, 2020, 41(9): 223678. (in Chinese) [13] 束洪春,代月,安娜,等. 基于线性回归的柔性直流电网纵联保护方法[J]. 电工技术学报,2022,37(13): 3213-3226,3288. SHU Hongchun,DAI Yue,AN Na,et al. Pilot protection method of flexible DC grid based on linear regression[J]. Transactions of China Electrotechnical Society,2022,37(13): 3213-3226,3288. (in ChineseSHU Hongchun, DAI Yue, AN Na, et al. Pilot protection method of flexible DC grid based on linear regression[J]. Transactions of China Electrotechnical Society, 2022, 37(13): 3213-3226, 3288. (in Chinese) [14] 赵家豪,魏民祥,丁玉章,等. 增程式APU混沌退火混合粒子群优化模糊PID动态控制[J]. 航空动力学报,2021,36(6): 1213-1221. ZHAO Jiahao,WEI Minxiang,DING Yuzhang,et al. Dynamic control strategy of extended-range APU based on fuzzy PID optimized by CAHPSO[J]. Journal of Aerospace Power,2021,36(6): 1213-1221. (in ChineseZHAO Jiahao, WEI Minxiang, DING Yuzhang, et al. Dynamic control strategy of extended-range APU based on fuzzy PID optimized by CAHPSO[J]. Journal of Aerospace Power, 2021, 36(6): 1213-1221. (in Chinese) [15] 张普,薛惠锋,高山. 基于分布式自适应的多智能体容错一致性控制[J]. 航空学报,2020,41(3): 323539. ZHANG Pu,XUE Huifeng,GAO Shan. Distributed adaptive fault-tolerance consensus control for multi-agent system[J]. Acta Aeronautica et Astronautica Sinica,2020,41(3): 323539. (in ChineseZHANG Pu, XUE Huifeng, GAO Shan. Distributed adaptive fault-tolerance consensus control for multi-agent system[J]. Acta Aeronautica et Astronautica Sinica, 2020, 41(3): 323539. (in Chinese) [16] HAN Shuo,XU Jinliang,YAN Menghua,et al. Using multiple linear regression and BP neural network to predict critical meteorological conditions of expressway bridge pavement icing[J]. Public Library of Science One,2022,17(2): e0263539. [17] SHINJAE KIM J. COVID-19 prediction and detection using machine learning algorithms: catboost and linear regression[J]. American Journal of Theoretical and Applied Statistics,2021,10(5): 208. doi: 10.11648/j.ajtas.20211005.11 [18] 黄金泉,刘楠,唐钰婷. 航空发动机PI控制参数频域最优整定方法[J]. 航空动力学报,2015,30(4): 979-984. HUANG Jinquan,LIU Nan,TANG Yuting. Frequency domain optimal tuning method of PI control parameters for aero-engine[J]. Journal of Aerospace Power,2015,30(4): 979-984. (in ChineseHUANG Jinquan, LIU Nan, TANG Yuting. Frequency domain optimal tuning method of PI control parameters for aero-engine[J]. Journal of Aerospace Power, 2015, 30(4): 979-984. (in Chinese) [19] 张强,杨吉斌,张雄伟,等. CS-Softmax: 一种基于余弦相似性的Softmax损失函数[J]. 计算机研究与发展,2022,59(4): 936-949. ZHANG Qiang,YANG Jibin,ZHANG Xiongwei,et al. CS-softmax: a cosine similarity-based softmax loss function[J]. Journal of Computer Research and Development,2022,59(4): 936-949. (in Chinese doi: 10.7544/issn1000-1239.20200879ZHANG Qiang, YANG Jibin, ZHANG Xiongwei, et al. CS-softmax: a cosine similarity-based softmax loss function[J]. Journal of Computer Research and Development, 2022, 59(4): 936-949. (in Chinese) doi: 10.7544/issn1000-1239.20200879 [20] QU Hongchun,ZHENG Jian,TANG Xiaoming. Effects of loss function and data sparsity on smooth manifold extraction with deep model[J]. Expert Systems with Applications,2022,198: 116851. doi: 10.1016/j.eswa.2022.116851 [21] 张炳力,秦浩然,江尚,等. 基于RetinaNet及优化损失函数的夜间车辆检测方法[J]. 汽车工程,2021,43(8): 1195-1202. ZHANG Bingli,QIN Haoran,JIANG Shang,et al. A method of vehicle detection at night based on RetinaNet and optimized loss functions[J]. Automotive Engineering,2021,43(8): 1195-1202. (in ChineseZHANG Bingli, QIN Haoran, JIANG Shang, et al. A method of vehicle detection at night based on RetinaNet and optimized loss functions[J]. Automotive Engineering, 2021, 43(8): 1195-1202. (in Chinese) [22] 于艳君,崔明恺,陈叹辞,等. 基于模糊自适应转速调节器的绕组切换型电机控制[J]. 中国电机工程学报,2022,42(23): 8708-8718. YU Yanjun,CUI Mingkai,CHEN Tanci,et al. Winding switching motor control based on fuzzy adaptive speed regulator[J]. Proceedings of the CSEE,2022,42(23): 8708-8718. (in ChineseYU Yanjun, CUI Mingkai, CHEN Tanci, et al. Winding switching motor control based on fuzzy adaptive speed regulator[J]. Proceedings of the CSEE, 2022, 42(23): 8708-8718. (in Chinese) [23] 史加荣,王丹,尚凡华,等. 随机梯度下降算法研究进展[J]. 自动化学报,2021,47(9): 2103-2119. SHI Jiarong,WANG Dan,SHANG Fanhua,et al. Research advances on stochastic gradient descent algorithms[J]. Acta Automatica Sinica,2021,47(9): 2103-2119. (in ChineseSHI Jiarong, WANG Dan, SHANG Fanhua, et al. Research advances on stochastic gradient descent algorithms[J]. Acta Automatica Sinica, 2021, 47(9): 2103-2119. (in Chinese) [24] 卫星光,房方,刘玉升. 基于自适应观测器的燃气轮机控制系统传感器故障容错控制[J]. 中国电机工程学报,2021,41(19): 6658-6670. WEI Xingguang,FANG Fang,LIU Yusheng. Sensor fault tolerant control for gas turbine control system based on adaptive observer[J]. Proceedings of the CSEE,2021,41(19): 6658-6670. (in ChineseWEI Xingguang, FANG Fang, LIU Yusheng. Sensor fault tolerant control for gas turbine control system based on adaptive observer[J]. Proceedings of the CSEE, 2021, 41(19): 6658-6670. (in Chinese) [25] 杜宪,郭迎清,陈小磊. 基于非线性模型预测控制方法的航空发动机约束管理[J]. 航空动力学报,2015,30(7): 1766-1771. DU Xian,GUO Yingqing,CHEN Xiaolei. Limit management of aircraft engine based on nonlinear model predictive control method[J]. Journal of Aerospace Power,2015,30(7): 1766-1771. (in ChineseDU Xian, GUO Yingqing, CHEN Xiaolei. Limit management of aircraft engine based on nonlinear model predictive control method[J]. Journal of Aerospace Power, 2015, 30(7): 1766-1771. (in Chinese) [26] CHEN Xiaming,TANG Bohao,FAN Jun,et al. Online gradient descent algorithms for functional data learning[J]. Journal of Complexity,2022,70: 101635. doi: 10.1016/j.jco.2021.101635 -