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Volume 39 Issue 9
Sep.  2017
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LI Bing, PENG Chunrong, LING Biyun, ZHENG Fengjie, CHEN Bo, XIA Shanhong. The Decoupling Calibration Method Based on Genetic Algorithm of Three Dimensional Electric Field Sensor[J]. Journal of Electronics & Information Technology, 2017, 39(9): 2252-2258. doi: 10.11999/JEIT161277
Citation: LI Bing, PENG Chunrong, LING Biyun, ZHENG Fengjie, CHEN Bo, XIA Shanhong. The Decoupling Calibration Method Based on Genetic Algorithm of Three Dimensional Electric Field Sensor[J]. Journal of Electronics & Information Technology, 2017, 39(9): 2252-2258. doi: 10.11999/JEIT161277

The Decoupling Calibration Method Based on Genetic Algorithm of Three Dimensional Electric Field Sensor

doi: 10.11999/JEIT161277
Funds:

The National Natural Science Foundation of China (61327810, 61302032), The National 863 Program of China (2015AA042602)

  • Received Date: 2016-11-24
  • Rev Recd Date: 2017-02-26
  • Publish Date: 2017-09-19
  • The accuracy of three dimensional electric field measurement is greatly influenced by the coupling interference between components of Three Dimension (3D) electric field applied to the electric field sensor. In order to reduce the coupling interference and to realize accurate measurements, a decoupling calibration method based on Genetic Algorithm (GA) of 3D electric field sensor is proposed. Different from the traditional calibration method based on the matrix inversion technology, GA is utilized to obtain the optimal decoupling calibration matrix by setting the objective function and evolution operators, which avoids the calculation errors in the complex matrix inversion. A calibration apparatus, which can make an arbitrary angle between the sensor and the electric field, is designed, and a calculation model of theoretical electric field values is built. Experiments are conducted to verify the decoupling calibration methods based on the matrix inversion technology and GA. The experimental results show that the proposed method can effectively eliminate coupling interferences, improve the calibration precision and realize accurate measurements.
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  • LU Tiebing, FENG Han, ZHAO Zhibin, et al. Analysis of the electric field and ion current density under ultrahigh-voltage direct-current transmission lines based on finite element method[J]. IEEE Transactions on Magnetics, 2007, 43(4): 1221-1224. doi: 10.1109/TMAG.2006.890960.
    STOLZENBURG M and MARSHALL T C. Charge structure and dynamics in thunderstorms[J]. Space Science Reviews, 2008, 137(1): 355-372. doi: 10.1007/s11214-008-9338-z.
    HARRIDON and GILES R. A balloon-carried electrometer for high-resolution atmospheric electric field measurements in clouds[J]. Review of Scientific Instruments, 2001, 72(6): 2738-2741. doi: 10.1063/1.1369639.
    BATEMAN M G, STEWART M F, BLAKESLEE R J, et al. A low-noise, microprocessor-controlled, internally digitizing rotating-vane electric field mill for airborne platforms[J]. Journal of Atmospheric and Oceanic Technology, 2007, 24(7): 1245-1255. doi: 10.1175/JTECH2039.1.
    张星, 白强, 夏善红, 等. 小型三维电场传感器设计与测试[J]. 电子与信息学报, 2007, 29(4): 1002-1004. doi: 10.3724/SP.J. 1146.2005.01145.
    ZHANG Xing, BAI Qiang, XIA Shanhong, et al. Design and measurement of a miniaturized three dimensional electric field sensor[J]. Journal of Electronics Information Technology, 2007, 29(4): 1002-1004. doi: 10.3724/SP.J.1146. 2005.01145.
    闻小龙, 彭春荣, 方东明, 等. 基于共面去耦结构的空间3维电场测量方法[J]. 电子与信息学报, 2014, 36(10): 2504-2508. doi: 10.3724/SP.J.1146.2013.01921.
    WEN Xiaolong, PENG Chunrong, XIA Shanhong, et al. Measuring method of three dimensional atmospheric electric field based on coplanar decoupling structure[J]. Journal of Electronics Information Technology, 2014, 36(10): 2504-2508. doi: 10.3724/SP.J.1146.2013.01921.
    WANG Yu, FANG Dongming, FENG Ke, et al. A novel micro electric field sensor with X-Y dual axis sensitive differential structure[J]. Sensors Actuators A Physical, 2015, 229: 1-7. doi: 10.1016/j.sna.2015.03.013.
    MACH D M and KOSHAK W J. General matrix inversion technique for the calibration of electric field sensor arrays on aircraft platforms[J]. Journal of Atmospheric Oceanic Technology, 2007, 24(9): 1576-1587. doi: 10.1175/JTECH 2080.1.
    WEISE T. Global optimization algorithm: Theory and application[J]. Proceedings of the XII Global Optimization Workshop Mago, 2009, 7445(2): 242-243. doi: 10.1137/ 1.9781611972672.
    崔明义. 特殊变换多小波构造的浮点数编码遗传算法[J]. 计算机工程与应用, 2013, 49(15): 119-122.
    CUI Mingyi. Floating point representation genetic algorithm based on construction of multiwavelets in terms of novel transformation[J]. Computer Engineering and Applications, 2013, 49(15): 119-122.
    JOINES J A and HOUCK C R. On the use of non-stationary penalty functions to solve nonlinear constrained optimization problems with GA,s[C]. Proceedings of the First IEEE Conference on Evolutionary Computation, IEEE World Congress on Computational Intelligence, Washington, 1994, 2: 579-584. doi: 10. 1109/ICEC.1994.349995.
    熊邦书, 黄武涛, 李新民. 基于改进遗传算法的摄像机标定参数优化方法[J]. 光电技术应用, 2016, 37(1): 110-114.
    XIONG Bangshu, HUANG Wutao, and LI Xinmin. Optimization method for camera calibration parameters based on improved genetic algorithm[J]. Semiconductor Optoelectronics, 2016, 37(1): 110-114.
    SRINIVAS M and PATNAIK L M. Adaptive probabilities of crossover and mutation in genetic algorithms[J]. IEEE Transactions on Systems Man Cybernetics, 1994, 24(4): 656-667. doi: 10.1109/21.286385.
    张彩宏, 潘广贞. 基于非均匀变异和自适应逃逸的果蝇优化算法[J]. 计算机工程与设计, 2016, 37(8): 2093-2097.
    ZHANG Caihong and PAN Guangzhen. Fruit fly optimization algorithm based on non-uniform mutation and adaptive escape[J]. Computer Engineering and Design, 2016, 37(8): 2093-2097.
    YANG Pengfei, PENG Chunrong, ZHANG Haiyan, et al. A high sensitivity SOI electric-field sensor with novel comb- shaped microelectrodes[C]. 16th International Conference on Solid-State Sensors, Beijing, 2011: 1034-1037. doi: 10.1109/ TRANSDUCERS.2011.5969165.
    杨鹏飞, 陈博, 闻小龙, 等.一种基于MEMS芯片的新型地面大气电场传感器[J].电子与信息学报, 2016, 38(6): 1536-1540. doi: 10.11999/JEIT150994.
    YANG Pengfei, CHEN Bo, WEN Xiaolong, et al. A novel MEMS chip-based ground atmospheric electric field sensor[J]. Journal of Electronics Information Technology, 2016, 38(6): 1536-1540. doi: 10.11999/JEIT150994.
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