旋转导向钻具姿态的无迹卡尔曼滤波方法

doi:10.7623/syxb201306018

石油学报 ›› 2013, Vol. 34 ›› Issue (6): 1168-1175.DOI: 10.7623/syxb201306018

旋转导向钻具姿态的无迹卡尔曼滤波方法

杨全进^1,2, 徐宝昌¹, 左信¹, 蒋海旭¹

1. 中国石油大学地球物理与信息工程学院自动化系北京 102249;
2. 中国石化集团胜利石油工程公司钻井工艺研究院山东东营 257000

收稿日期:2013-05-16 修回日期:2013-10-04 出版日期:2013-11-25 发布日期:2013-10-13
通讯作者: 徐宝昌，男，1974年8月生，1997年获东北石油大学生产过程自动化专业学士学位，2005年获北京航空航天大学精密仪器及机械专业博士学位，现为中国石油大学（北京）副教授，主要从事钻井工程自动化、复杂系统建模与先进控制、多传感器信息融合方面的研究工作。Email：xbcyl@163.com
作者简介:杨全进，男，1975年12月生，1999年获石油大学（华东）工业自动化专业学士学位，现为中国石油大学（北京）控制理论与控制工程专业博士研究生及中国石化集团公司胜利石油工程公司钻井工艺研究院高级工程师，主要从事钻井随钻测量仪器方面的研究工作。Email：yqj0546@sina.com
基金资助:
国家重大科技专项（2011ZX05022-003）资助。

An unscented Kalman filter method for attitude measurement of rotary steerable drilling assembly

YANG Quanjin^1,2, XU Baochang¹, ZUO Xin¹, JIANG Haixu¹

1. Department of Automation, College of Geophysics and Information Engineering, China University of Petroleum, Beijing 102249, China;
2. Drilling Technology Research Institute, Sinopec Shengli Petroleum Engineering Company, Dongying 25700, China

Received:2013-05-16 Revised:2013-10-04 Online:2013-11-25 Published:2013-10-13

摘要/Abstract

摘要：

三轴磁通门数据中包含的磁干扰和三轴加速度计数据中包含的大量低频振动加速度，严重影响了旋转导向钻具姿态测量的精度。为去除传感器数据中的干扰噪声，快速解算出准确的钻具姿态，提出了一种改进的无迹卡尔曼（UKF）迭代滤波算法。此方法基于旋转坐标变换的四元数理论，建立钻具姿态传感器数据的非线性观测方程，利用陀螺测量原理构造状态方程，将滤波后观测数据以四元数的形式更新状态方程三轴角速度，从而实现UKF迭代滤波，最终消除传感器数据中的干扰噪声。实验室及胜利油田河31井区斜160井的实测数据滤波结果表明，此方法可有效滤除姿态传感器中的干扰噪声，提高旋转导向钻具姿态测量的准确性。

关键词: 旋转导向钻井, 钻具姿态, 测量, 无迹卡尔曼滤波, 四元数

Abstract:

The three-axial fluxgate data contains magnetic interference and there exists a great deal of low-frequency vibration acceleration in the triaxial accelerometer data, these noises will heavily affect the accuracy of the attitude measurement of the rotary steerable drilling assembly. To filter noises in the measured data and swiftly get an accurate attitude of the drilling assembly, an improved Unscented Kalman Filter(UKF)algorithm based on the quaternion theory of rotating coordinate transformation was proposed, consequently, a nonlinear observation equation for attitude data of the drilling assembly was established. Moreover, a state equation was constructed based on the principle of gyroscope. Observation data after filtering were used for updating three-axis angular velocities of the drilling assembly in the way of quaternion, thus the UKF iterative filtering was implemented, finally noises in the sensor data were eliminated. The method was applied to filtering the measured data derived both from the laboratory and from the HE31-XIE160 well of the Shengli oilfield, the filtering results showed that this method can filter the noise of sensors effectively and enhance the accuracy of the attitude measurement of the rotary steerable assembly.

Key words: rotary steerable drilling, attitude of drilling tool, measurement, Unscented Kalman Filter (UKF), quaternion

中图分类号:

TE921

杨全进, 徐宝昌, 左信, 蒋海旭. 旋转导向钻具姿态的无迹卡尔曼滤波方法[J]. 石油学报, 2013, 34(6): 1168-1175.

YANG Quanjin, XU Baochang, ZUO Xin, JIANG Haixu. An unscented Kalman filter method for attitude measurement of rotary steerable drilling assembly[J]. ACTA PETROLEI SINICA, 2013, 34(6): 1168-1175.

参考文献

[1] 周琪,秦永元,张金红,等.基于四元数卡尔曼滤波的捷联惯导初始对准算法[J].中国惯性技术学报,2012,20(2):162-167.
Zhou Qi,Qin Yongyuan,Zhang Jinhong,et al.Initial alignment algorithm for SINS based on quaternion Kalman filter[J].Journal of Chinese Inertial Technology,2012,20(2):162-167.
[2] 张荣辉,贾宏光,陈涛,等.基于四元数法的捷联式惯性导航系统的姿态解算[J].光学精密工程,2008,16(10):1963-1970.
Zhang Ronghui,Jia Hongguang,Chen Tao,et al.Attitude solution for strapdown inertial navigation system based on quaternion algorithm[J].Optics and Precision Engineering,2008,16(10):1963-1970.
[3] 周静,赵毅,李星,等.旋转导向钻井系统中振动加速度的消除方法[J].石油钻采工艺,2010,32(2):19-22.
Zhou Jing,Zhao Yi,Li Xing,et al.Method of eliminating vibrational acceleration in rotary steerable drilling system[J].Oil Drilling and Production Technology,2010,32(2):19-22.
[4] Yang Quanjin.A new method for dynamic position measurement while drilling string rotating[J].Applied Mechanics and Materials,2012,152-154:1102-1105.
[5] 刘白雁,苏义脑,陈新元,等.自动垂直钻井中井斜动态测量理论与实验研究[J].石油学报,2006,27(4):105-109.
Liu Baiyan,Su Yinao,Chen Xinyuan,et al.Theoretical and experimental investigation on dynamic measurements of hole inclination in automatic vertical drilling process[J].Acta Petrolei Sinica,2006,27(4):105-109.
[6] 袁赣南,张涛.四元数UKF超紧密组合导航滤波方法[J].北京航空航天大学学报,2010,36(7):762-766.
Yuan Gannan,Zhang Tao.Quaternion unscented Kalman filtering for ultra-tight integration[J].Journal of Beijing University of Aeronautics and Astronautics,2010,36(7):762-766.
[7] 程国采.四元数矩阵[M].长沙:国防科技大学出版社,2002:3-10.
Cheng Guocai.Quaternion matrix[M].Changsha:University of Science and Technology,2002:3-10.
[8] 刘海颖,王惠南,刘新文.基于UKF的四元数载体姿态确定[J].南京航空航天大学学报,2006,38(1):37-42.
Liu Haiying,Wang Huinan,Liu Xinwen.Attitude measurement using quaternion based on UKF[J].Journal of Nanjing University of Aeronautics and Astronautics,2006,38(1):37-42.
[9] 林柏亨.一个新的钻井液流变模型[J].石油学报,1999,20(4):78-82.
Lin Baiheng.A new rheological model for drilling fluids[J].Acta Petrolei Sinica,1999,20(4):78-82.
[10] 罗武胜,徐涛,杜列波.基于加速度计和磁强计的定向钻进姿态测量及方位校正[J].国防科技大学学报,2007,29(1):106-110.
Luo Shengwu,Xu Tao,Du Liebo.Directional drilling attitude measurement and azimuth correction with accelerometers and magnetometers[J].Journal of National University of Defense Technology,2007,29(1):106-110.
[11] 祝效华,贾彦杰,童华.气体钻井钻柱振动特性及控制措施[J].石油学报,2012,33(2):293-297.
Zhu Xiaohua,Jia Yanjie,Tong Hua.Vibrating characteristics of drill string in Gas drilling and its control measures[J].Acta Petrolei Sinica,2012,33(2):293-297.
[12] 祝效华,刘清友,童华.三维井眼全井钻柱系统动力学模型研究[J].石油学报,2008,29(2):287-295.
Zhu Xiaohua,Liu Qingyou,Tong Hua.Research on dynamics model of full hole drilling-string system with three-dimensional trajectory[J].Acta Petrolei Sinica,2008,29(2):287-295.
[13] Henneuse H.Surface detection of vibrations and drilling optimization:field experience[R].SPE 23888,1992.
[14] Mitchell R F,Allen M B.Case studies of BHA vibration failure[R].SPE 16675,1987.
[15] 高德利,王德桂.底部钻具振动特性分析及信息传输实验[J].石油钻采工艺,2007,29(5):1-4.
Gao Deli,Wang Degui.Vibration characteristic analysis and information transmission test of bottom drilling tool[J].Oil Drilling and Production Technology,2007,29(5):1-4.
[16] 高岩.三牙轮钻头钻进时钻柱轴向振动的特征[J].石油学报,2000,21(6):93-96.
Gao Yan.Axial vibration performance of drill string when drilling with three-cone bit[J].Acta Petrolei Sinica,2000,21(6):93-96.
[17] 薛启龙,王瑞和,孙峰,等.捷联式旋转导向井斜方位动态解算方法[J].中国石油大学学报:自然科学版,2012,36(3):93-107.
Xue Qilong,Wang Ruihe,Sun Feng,et al.Dynamic solution approach to inclination and azimuth of strap-down rotary steerable system[J].Journal of China University of Petroleum:Edition of Natural Science,2012,36(3):93-107.
[18] 吕官云,孙峰.捷联式自动垂直钻井系统井斜方位动态测量算法研究与应用[J].测井技术,2011,35(1):93-97.
Lü Guanyun,Sun Feng.Dynamical measurement algorithm and application of inclination and azimuth in strap-down automatic vertical drilling system[J].Well Logging Technology,2011,35(1):93-97.
[19] 邵佩,刘白雁,苏义脑,等.垂直钻井工具测斜仪精确校正理论与实验[J].石油学报,2012,33(4):692-696.
Shao Pei,Liu Baiyan,Su Yinao,et al.Theoretical and experimental study on precise calibration of the inclinometer in vertical drilling tools[J].Acta Petrolei Sinica,2012,33(4):692-696.
[20] Yun X.An improved quaternion-based kalman filter for real-time tracking of rigid body orientation[C]//Proceedings of IEEE International Conference on Intelligent Robots and Systems.Piscataway:IEEE,2003:1074-1079.
[21] Cheon Y J,Kim J H.Unscented filtering in a unit quaternion space for spacecraft attitude estimation[C]//Proceedings of IEEE International Symposium on Industrial Electronics.Piscataway:IEEE,2007:66-71.
[22] Haykin S.Kalman filtering and neural networks[M].New York:John Wiley and Sons Inc.,2001:234-240.
[23] Li R,Georgy J,Zhao J H,et al.Testing a new integrated solution for MEMS inertial measurement unit used for measurement-while-drilling in rotary steerable system[J].Sensor Letters,2012,10(3/4):719-725.
[24] 汤楠,霍爱清,汪跃龙,等.旋转导向钻井工具稳定平台控制功能试验研究[J].石油学报,2008,29(2):284-287.
Tang Nan,Huo Aiqing,Wang Yaolong,et al.Experimental study on control function of stabilized platform for rotary steering drilling tool[J].Acta Petrolei Sinica,2008,29(2):284-287.

旋转导向钻具姿态的无迹卡尔曼滤波方法

An unscented Kalman filter method for attitude measurement of rotary steerable drilling assembly

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