WANG Heng, WU Dingcheng, XUE Xueyong, et al. A High-Precision Target Localization Method for UAV Electro-Optical Pods Based on Ranging Intersection and Elevation Constraints[J/OL]. Acta Armamentarii, 2026.
DOI:
WANG Heng, WU Dingcheng, XUE Xueyong, et al. A High-Precision Target Localization Method for UAV Electro-Optical Pods Based on Ranging Intersection and Elevation Constraints[J/OL]. Acta Armamentarii, 2026.DOI: 10.12382/bgxb.2026.0309.
A High-Precision Target Localization Method for UAV Electro-Optical Pods Based on Ranging Intersection and Elevation Constraints
To address the issues of error divergence with increasing distance and susceptibility to geometric degradation in traditional UAV long-range target localization
this paper proposes a ranging-based target localization method with additional elevation constraints. First
a geometric ranging model is constructed based on multi-point observations. To mitigate the impact of laser ranging outliers
the IGG-III robust estimation algorithm is introduced. Furthermore
physical elevation constraints are applied to restrict non-physical solutions (such as mirror solutions) in the solution space
thereby fundamentally improving observability in the vertical direction. Experimental results demonstrate that while traditional methods suffer from significant accuracy degradation at long distances
the proposed method maintains robust performance. Specifically
comparative analysis shows that at an observation distance of 3 km
the traditional range-angle method yields a positioning error of 29.32 m due to angle error amplification. In contrast
the proposed method effectively eliminates vertical divergence and maintains a stable 3D positioning accuracy of 3.79 m
achieving an accuracy improvement of approximately 87%. These results verify that introducing elevation constraints significantly enhances the stability and precision of UAV target localization in long-range observation environments.
WANG Z F , ZHU S H , LIU XY , et al . Autonomous Multi-UAV Target Search Algorithm for Unknown Environments [J ] . Acta Armamentarii , 2025 . (in Chinese)
REN X Y , ZHANG M C , WEN Q , et al . Development Status of UAV-borne Photoelectric Pod Technology [J ] . Automation & Instrumentation , 2024 , 39 ( 2 ). (in Chinese)
CHEN D Q , JIN G D , TAN L N , et al . A Review of Target Localization Methods for UAV-borne Optoelectronic Platforms [J ] . Aerodynamic Missile Journal , 2019 ( 8 ): 43 - 48 . (in Chinese)
SUN H , LI Z Q , ZHANG J H , et al . Target Localization with Intersection Measurement for Airborne Electro-optical Platform [J ] . 2015 , 8 ( 6 ): 988 - 996 . (in Chinese)
YUE L , QINGYANG C , SHENG X , 等 . A fast target localization method with multi-point observation for a single UAV [C ] . 2016 Chinese Control and Decision Conference (CCDC). Yinchuan, China : IEEE , 2016 : 5389 - 5394 [ 2025-12-31 ] .
BAI G , LIU J , SONG Y , 等 . Two-UAV Intersection Localization System Based on the Airborne Optoelectronic Platform [J ] . Sensors , 2017 , 17 ( 1 ): 98 .
GUO R Z , SUN X Y , SUN B , et al . Calibration and guidance-positioning method for UAV-mounted laser rangefinders [J ] . Chinese Journal of Scientific Instrument , 2025 , 46 ( 4 ): 44 - 55 . (in Chinese)
ZHANG C X , LIN Z R , YAO Y G . Advances in Target Location Based on Visual Information for UAV Photoelectric Reconnaissance [J ] . Spacecraft Recovery & Remote Sensing , 2016 , 37 ( 6 ): 1 - 10 . (in Chinese)
ZHOU X , JIA W , HE R , 等 . High-Precision Localization Tracking and Motion State Estimation of Ground-Based Moving Target Utilizing Unmanned Aerial Vehicle High-Altitude Reconnaissance [J ] . Remote Sensing , 2025 , 17 ( 5 ): 735 . DOI: 10.3390/rs17050735 http://dx.doi.org/10.3390/rs17050735 .
ZHANG L , DENG F , CHEN J , 等 . Vision-Based Target Three-Dimensional Geolocation Using Unmanned Aerial Vehicles [J ] . IEEE Transactions on Industrial Electronics , 2018 , 65 ( 10 ): 8052 - 8061 .
ZHOU Q F , LIU J H , XIONG W Z , et al . Multi-Target Self-Determination Orientation System Based on Airborne Photoelectric Imaging Platform [J ] . Acta Optica Sinica , 2015 , 35 ( 1 ): 189 - 203 . (in Chinese)
QU Y H , ZHANG F , GU R N , et al . Target Cooperative Location Method of Multi-UAV Based on Pseudo Range Measurement [J ] . Journal of Northwestern Polytechnical University , 2019 , 37 ( 2 ): 266 - 272 . (in Chinese)
YANG Y , SONG L , XU T . Robust estimator for correlated observations based on bifactor equivalent weights [J ] . Journal of Geodesy , 2002 , 76 ( 6-7 ): 353 - 358 .
DE MENEZES D Q F , PRATA D M , SECCHI A R , 等 . A review on robust M-estimators for regression analysis [J ] . Computers & Chemical Engineering , 2021 , 147 : 107254 .
ZHANG B , LIU G Y , ZHAO W H , et al . Research on the application of adaptive robust loss functions in multi-sensor fusion localization [J ] . GNSS World of China , 2025 , 50 ( 4 ): 68 - 77 . (in Chinese)
LIU C , WANG G , GUAN X , 等 . Robust M-estimation-based maximum correntropy Kalman filter [J ] . ISA Transactions , 2023 , 136 : 198 - 209 .
QIAO C , DING Y , XU Y , 等 . Ground target geolocation based on digital elevation model for airborne wide-area reconnaissance system [J ] . Journal of Applied Remote Sensing , 2018 , 12 ( 01 ): 1 .
XIE J , LONG S C , ZHOU C . Classical Least Squares Method for Inequality Constrained PEIV Model [J ] . Geomatics and Information Science of Wuhan University , 2021 , 46 ( 9 ): 1291 - 1297 . (in Chinese)
WANG H Q , HAN Y S , XUE M G , et al . UAV-borne photoelectric imaging target localization and precision-influencing factors [J ] . Optics and Precision Engineering , 2025 , 33 ( 19 ): 3009 - 3020 . (in Chinese)
SUN C S , WU Y L . Research on the error distribution method of unmanned airborne electro-optical pod viewing angle [J ] . Infrared and Laser Engineering , 2023 , 52 ( 11 ): 234 - 244 . (in Chinese)
TAN L G , LUO M W , LI J , et al . Method of single-station passive location to ground target by UAV photoelectric equipment [J ] . Journal of Applied Optics , 2022 , 43 ( 4 ): 599 - 610 . (in Chinese)