Multiple Disturbance Analysis and Calibration of an Inspired Polarization Sensor

被引:8
作者
Du, Tao [1 ,2 ]
Li, Xiong [1 ]
Wang, Yuehai [1 ]
Yang, Jian [3 ]
Liu, Wanquan [4 ]
机构
[1] North China Univ Technol, Sch Informat, Beijing 100144, Peoples R China
[2] Peking Univ, Coll Engn, State Key Lab Turbulence & Complex Syst, Beijing 100871, Peoples R China
[3] Beihang Univ, Sch Automat Sci & Elect Engn, Beijing 100191, Peoples R China
[4] Curtin Univ, Dept Comp, Perth, WA 6102, Australia
基金
中国国家自然科学基金;
关键词
Multi-source error; sensor calibration; extended Kalman filter; unscented Kalman filter; INTEGRATION; ORIENTATION; CUES;
D O I
10.1109/ACCESS.2019.2914565
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Polarization light has been used as a key navigation cue by many animals under a stable celestial polarization pattern. Inspired by animals' unrivaled navigation skill, a bionic polarization sensor is designed previously to obtain the angle of polarization and degree of polarization. However, the accuracy and stability of the sensor are restricted by multi-source errors. In order to improve the accuracy of the sensor, in this paper, the multi-source errors are analyzed and modeled. A coarse calibration is presented to reduce the effect of inconsistency and interference. In addition, the extended Kalman filter and the unscented Kalman filter are designed to estimate the multi-source error or interference and compensate for the bionic polarization sensor. Finally, simulation and indoor experiments are conducted to validate the effectiveness of the proposed calibration method.
引用
收藏
页码:58507 / 58518
页数:12
相关论文
共 29 条
[1]  
BRINES ML, 1982, J EXP BIOL, V96, P69
[2]   Biomimetic Attitude and Orientation Sensors [J].
Chahl, Javaan ;
Mizutani, Akiko .
IEEE SENSORS JOURNAL, 2012, 12 (02) :289-297
[3]   Construction and performance test of a novel polarization sensor for navigation [J].
Chu, Jinkui ;
Zhao, Kaichun ;
Zhang, Qiang ;
Wang, Tichang .
SENSORS AND ACTUATORS A-PHYSICAL, 2008, 148 (01) :75-82
[4]   The role of the sun in the celestial compass of dung beetles [J].
Dacke, M. ;
el Jundi, Basil ;
Smolka, Jochen ;
Byrne, Marcus ;
Baird, Emily .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2014, 369 (1636)
[5]   AntBot: A six-legged walking robot able to home like desert ants in outdoor environments [J].
Dupeyroux, Julien ;
Serres, Julien R. ;
Viollet, Stephane .
SCIENCE ROBOTICS, 2019, 4 (27)
[6]   Honeybee navigation: critically examining the role of the polarization compass [J].
Evangelista, C. ;
Kraft, P. ;
Dacke, M. ;
Labhart, T. ;
Srinivasan, M. V. .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2014, 369 (1636)
[7]   Design and Calibration of a Novel Camera-Based Bio-Inspired Polarization Navigation Sensor [J].
Fan, Chen ;
Hu, Xiaoping ;
Lian, Junxiang ;
Zhang, Lilian ;
He, Xiaofeng .
IEEE SENSORS JOURNAL, 2016, 16 (10) :3640-3648
[8]   A functional role of the sky's polarization pattern for orientation in the greater mouse-eared bat [J].
Greif, Stefan ;
Borissov, Ivailo ;
Yovel, Yossi ;
Holland, Richard A. .
NATURE COMMUNICATIONS, 2014, 5
[9]  
Han G., 2013, SENSORS, V17, P2623
[10]   Sun Compass Integration of Skylight Cues in Migratory Monarch Butterflies [J].
Heinze, Stanley ;
Reppert, Steven M. .
NEURON, 2011, 69 (02) :345-358