Power Generation Technology ›› 2024, Vol. 45 ›› Issue (1): 106-112.DOI: 10.12096/j.2096-4528.pgt.21146
• Power Generation and Environmental Protection • Previous Articles Next Articles
Zeyang CUI1,2,3,4, Xiangling KONG2, Jinglun FU1,2,3,4, Jiajun SHI2
Received:
2022-01-07
Published:
2024-02-29
Online:
2024-02-29
Supported by:
CLC Number:
Zeyang CUI, Xiangling KONG, Jinglun FU, Jiajun SHI. An Image-Based Turbine Blade Parameter Inspection Method[J]. Power Generation Technology, 2024, 45(1): 106-112.
参数 | L/mm | Rf/mm | Rr/mm | Rmax/mm | Pmax/mm | T/mm | αf/(°) | αr/(°) |
---|---|---|---|---|---|---|---|---|
真实值 | 70 | 3 | 2 | 8 | 25 | 24 | 45 | 40 |
Tab. 1 Feature parameters of a blade
参数 | L/mm | Rf/mm | Rr/mm | Rmax/mm | Pmax/mm | T/mm | αf/(°) | αr/(°) |
---|---|---|---|---|---|---|---|---|
真实值 | 70 | 3 | 2 | 8 | 25 | 24 | 45 | 40 |
叶型参数 | 真实值 | 测量值 | 绝对误差 |
---|---|---|---|
L/mm | 70 | 68.41 | 1.59 |
Rf/mm | 3 | 3.07 | 0.07 |
Rr/mm | 2 | 1.99 | 0.01 |
Rmax/mm | 8 | 7.84 | 0.16 |
Pmax/mm | 25 | 23.49 | 1.51 |
T/mm | 24 | 24.41 | 0.41 |
αf/(°) | 45 | 42.10 | 2.90 |
αr/(°) | 40 | 40.05 | 0.05 |
Tab. 2 Error analysis between the inspected feature parameters and the standard values
叶型参数 | 真实值 | 测量值 | 绝对误差 |
---|---|---|---|
L/mm | 70 | 68.41 | 1.59 |
Rf/mm | 3 | 3.07 | 0.07 |
Rr/mm | 2 | 1.99 | 0.01 |
Rmax/mm | 8 | 7.84 | 0.16 |
Pmax/mm | 25 | 23.49 | 1.51 |
T/mm | 24 | 24.41 | 0.41 |
αf/(°) | 45 | 42.10 | 2.90 |
αr/(°) | 40 | 40.05 | 0.05 |
叶型参数 | 真实值 | 优化值 | 绝对误差 |
---|---|---|---|
L/mm | 70 | 70.02 | 0.02 |
Rf/mm | 3 | 3.04 | 0.04 |
Rr/mm | 2 | 2.02 | 0.02 |
Rmax/mm | 8 | 8.01 | 0.01 |
Pmax/mm | 25 | 24.81 | 0.19 |
T/mm | 24 | 23.89 | 0.11 |
αf/(°) | 45 | 45.42 | 0.42 |
αr/(°) | 40 | 39.41 | 0.59 |
Tab. 3 Error analysis between the optimized feature parameters and the standard values
叶型参数 | 真实值 | 优化值 | 绝对误差 |
---|---|---|---|
L/mm | 70 | 70.02 | 0.02 |
Rf/mm | 3 | 3.04 | 0.04 |
Rr/mm | 2 | 2.02 | 0.02 |
Rmax/mm | 8 | 8.01 | 0.01 |
Pmax/mm | 25 | 24.81 | 0.19 |
T/mm | 24 | 23.89 | 0.11 |
αf/(°) | 45 | 45.42 | 0.42 |
αr/(°) | 40 | 39.41 | 0.59 |
1 | 薛晓东,韩巍,王晓东,等 .适合分布式冷热电联供系统的中小型发电装置[J].发电技术,2020,41(3):252-260. doi:10.12096/j.2096-4528.pgt.20031 |
XUE X D, HAN W, WANG X D,et al .Small and medium-scale power generation devices suiting for distributed combined cooling, heating and power system[J].Power Generation Technology,2020,41(3):252-260. doi:10.12096/j.2096-4528.pgt.20031 | |
2 | 白明亮,张冬雪,刘金福,等 .基于深度自编码器和支持向量数据描述的燃气轮机高温部件异常检测[J].发电技术,2021,42(4):422-430. doi:10.12096/j.2096-4528.pgt.21021 |
BAI M L, ZHANG D X, LIU J F,et al .Anomaly detection of gas turbine hot components based on deep autoencoder and support vector data description[J].Power Generation Technology,2021,42(4):422-430. doi:10.12096/j.2096-4528.pgt.21021 | |
3 | 刘志坦,姚杰,庄柯,等 .燃气轮机与燃煤机组SCR脱硝催化剂特性比较[J].中国电力,2021,54(6):145-152. |
LIU Z T, YAO J, ZHUANG K,et al .Comparison of characteristics of SCR-DeNO x catalyst for gas-turbine units and coal-fired units[J].Electric Power,2021,54(6):145-152. | |
4 | 和萍,宫智杰,靳浩然,等 .高比例可再生能源电力系统调峰问题综述[J].电力建设,2022,43(11):108-121. doi:10.12204/j.issn.1000-7229.2022.11.011 |
HE P, GONG Z J, JIN H R,et al .Review of peak-shaving problem of electric power system with high proportion of renewable energy[J].Electric Power Construction,2022,43(11):108-121. doi:10.12204/j.issn.1000-7229.2022.11.011 | |
5 | 张程,匡宇,刘佳静,等 .考虑需求侧管理的风光燃储微网两阶段优化调度[J].电力系统保护与控制,2022,50(24):13-22. |
ZHANG C, KUANG Y, LIU J J,et al .Two-stage optimal scheduling of a wind, photovoltaic, gas turbine, fuel cell and storage energy microgrid considering demand-side management[J].Power System Protection and Control,2022,50(24):13-22. | |
6 | 娄清辉,高元,曹威,等 .分布式能源系统微型燃气轮机气耗特性[J].分布式能源,2023,8(5):77-82. |
LOU Q H, GAO Y, CAO W,et al .Gas consumption characteristics of micro gas turbines in distributed energy systems[J].Distributed Energy,2023,8(5):77-82. | |
7 | 马瑞,杨汉,吕振华,等 .电-气互联下燃气状态对电力系统小干扰稳定的影响[J].电力科学与技术学报,2021,36(1):3-12. doi:10.19781/j.issn.1673-9140.2021.01.001 |
MA R, YANG H, LÜ Z H,et al .Research on the impact of gas status on small signal stability of power system for combined electricity and gas system[J].Journal of Electric Power Science and Technology,2021,36(1):3-12. doi:10.19781/j.issn.1673-9140.2021.01.001 | |
8 | 黄智,李凯,赵燎,等 .航空发动机叶片型面轮廓光学测量技术现状及发展趋势[J].航空制造技术,2018,61(22):28-35. doi:10.16080/j.issn1671-833x.2018.22.028 |
HUANG Z, LI K, ZHAO L,et al .Current technique and development trend of optical measurement of aero-engine blade profile[J].Aeronautical Manufacturing Technology,2018(22):28-35. doi:10.16080/j.issn1671-833x.2018.22.028 | |
9 | 刘长春,关淳,郭魁俊,等 .汽轮机长叶片颤振预测方法[J].发电技术,2021,42(4):500-508. doi:10.12096/j.2096-4528.pgt.21001 |
LIU C C, GUAN C, GUO K J,et al .Flutter prediction method for long blade of steam turbine[J].Power Generation Technology,2021,42(4):500-508. doi:10.12096/j.2096-4528.pgt.21001 | |
10 | 陈非凡,强锡富 .汽轮机叶片叶型测量综述[J].航空计测技术,1995,15(3):3-4. |
CHEN F F, QIANG X F .Overview on profile measurement of turbine blade[J].Aviation Metrology & Measurement Technology,1995,15(3):3-4. | |
11 | 王军 .航空发动机叶片三维轮廓测量方法研究[D].北京:中国科学院研究生院,2005. |
WANG J .Study on measurement of 3D photography in aero engine vane[D].Beijing:Chinese Academy of Sciences,2005. | |
12 | 蔺小军,单晨伟,王增强,等 .航空发动机叶片型面三坐标测量机测量技术[J].计算机集成制造系统,2012,18(1):125-131. doi:10.1080/18756891.2015.1129592 |
LIN X J, SHAN C W, WANG Z Q,et al .Measurement techniques of coordinate measuring machine for blade surface of aero-engine[J].Computer Integrated Manufacturing Systems.2012,18(1):125-131. doi:10.1080/18756891.2015.1129592 | |
13 | 陈凯云,谢晓芹,叶佩青 .航空压气机叶片型面在线激光测量系统设计[J].制造技术与机床,2004(8):54-57. doi:10.3969/j.issn.1005-2402.2004.08.014 |
CHEN K Y, XIE X Q, YE P Q .Design on on-line laser measurement system for vane of aero-engine compressor[J].Manufacturing Technology & Machine Tool,2004(8):54-57. doi:10.3969/j.issn.1005-2402.2004.08.014 | |
14 | 庞国鑫 .基于双目结构光的航空发动机叶片在线测量技术研究[D].武汉:华中科技大学,2020. doi:10.1016/j.ast.2020.105951 |
PANG G X .Research on on-line measurement technology of aero-engine blade based on binocular structure light[D].Wuhan:Huazhong University of Science and Technology,2020. doi:10.1016/j.ast.2020.105951 | |
15 | 孔祥玲,付经伦 .基于计算机视觉的三维重建技术在燃气轮机行业的应用及展望[J].发电技术,2021,42(4):454-463. doi:10.12096/j.2096-4528.pgt.21031 |
KONG X L, FU J L .Computer-vision based on three-dimensional reconstruction technology and its applications in gas turbine industry[J].Power Generation Technology,2021,42(4):454-463. doi:10.12096/j.2096-4528.pgt.21031 | |
16 | 张丽果 .快速非局部均值滤波图像去噪[J].信号处理,2013,29(8):1043-1049. doi:10.3969/j.issn.1003-0530.2013.08.018 |
ZHANG L G .Fast non-local mean for image denoising[J].Journal of Signal Processing,2013,29(8):1043-1049. doi:10.3969/j.issn.1003-0530.2013.08.018 | |
17 | 仇梓峰,王爽心,李蒙 .基于无人机图像的风力发电机叶片缺陷识别[J].发电技术,2018,39(3):277-285. doi:10.12096/j.2096-4528.pgt.2018.043 |
QIU Z F, WANG S X, LI M .Defect detection of wind turbine blade based on unmanned aerial vehicle-taken images[J].Power Generation Technology,2018,39(3):277-285. doi:10.12096/j.2096-4528.pgt.2018.043 | |
18 | GONZALEZ R C, WOODS R E .Digital imaging processing[M].Beijing:Publishing House of Electronics Industry,2011. |
19 | 张聪聪,牟莉 .基于机器视觉的图像边缘检测算法研究[J].国外电子测量技术,2020,39(12):80-85. |
ZHANG C C, MOU L .Research on image edge detection algorithm based on machine[J].Foreign Electronic Measurement Technology,2020,39(12):80-85. | |
20 | 阮秋琦 .数字图像处理学[M].北京:电子工业出版社,2007:171-175. doi:10.1109/icip.2007.4378914 |
RUAN Q Q,Digital image processing[M].Beijing:Publishing House of Electronics Industry,2007:171-175. doi:10.1109/icip.2007.4378914 | |
21 | 李建华 .二维条码图像处理算法及其VLSI设计研究[D].成都:电子科技大学,2013. |
LI J H .Research on two-dimensional barcode image processing algorithm and its VLSI design[D].Chengdu:University of Electronic Science and Technology of China,2013. | |
22 | 赵于前 .基于数学形态学的医学图像处理理论与方法研究[D].长沙:中南大学,2006. doi:10.1109/icosp.2006.346031 |
ZHAO Y Q .Research on medical images processing theories and methods based on mathematical morphology[D].Changsha:Central South University,2006. doi:10.1109/icosp.2006.346031 | |
23 | SUZUKI S .Topological structural analysis of digitized binary images by border following[J].Computer Vision Graphics & Image Processing,1985,30(1):32-46. doi:10.1016/0734-189x(85)90016-7 |
24 | SAEED K, RYBNIK M, TABEDZKI M .Implementation and advanced results on the non-interrupted skeletonization algorithm[C]//Computer Analysis of Images & Patterns,International Conference.Caip Warsaw,Poland:Springer-Verlag,2001:601-609. doi:10.1007/3-540-44692-3_72 |
25 | 朱林,王龙 .一种透平钻具叶片叶型参数化设计方法[J].机械研究与应用,2015,28(4):174-176. |
ZHU L, WANG L .A Method of parametric design for turbine drill blade profile[J].Mechanical Research & Application,2015,28(4):174-176. | |
26 | 毛晨丽 .航空发动机叶片截面特征参数检测[D].天津:天津大学,2016. |
MAO C L .Inspection of aero engine blade cross-sectional feature parameters[D].Tianjin:Tianjin University,2016. | |
27 | 王贵峰 .基于凸组合的列文伯格-马夸尔特算法[J].商丘师范学院学报,2019,35,(3):18-21. doi:10.3969/j.issn.1672-3600.2019.03.005 |
WANG G F .A Levenberg-Marquardt algorithm based on convex combination[J].Journal of Shangqiu Normal University,2019,35(3):18-21. doi:10.3969/j.issn.1672-3600.2019.03.005 |
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