Optimal Active Target Localisation Strategy with Range-only Measurements

被引:3
作者
He, Shaoming [1 ]
Shin, Hyo-Sang [1 ]
Tsourdos, Antonios [1 ]
机构
[1] Cranfield Univ, Sch Aerosp Transport & Mfg, Coll Rd, Cranfield MK43 0AL, Beds, England
来源
ICINCO: PROCEEDINGS OF THE 16TH INTERNATIONAL CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION AND ROBOTICS, VOL 1 | 2019年
关键词
Target Localisation; Range-only Measurement; Optimal Manoeuvre; COORDINATION; TRACKING;
D O I
10.5220/0007928400910099
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper investigates the problem of one-step ahead optimal active sensing strategy to minimise estimation errors with range-only measurements for non-manoeuvring target. The determinant of Fisher Information Matrix (FIM) is utilized as the objective function in the proposed optimisation problem since it quantifies the volume of uncertainty ellipsoid of any efficient estimator. In consideration of physical velocity and turning rate constraints, the optimal heading angle command that maximises the cost function is derived analytically. Simulations are conducted to validate the analytical findings.
引用
收藏
页码:91 / 99
页数:9
相关论文
共 16 条
[1]  
Atanasov N, 2014, IEEE INT CONF ROBOT, P6447, DOI 10.1109/ICRA.2014.6907811
[2]   Revisiting active perception [J].
Bajesy, Ruzena ;
Aloimonos, Yiannis ;
Tsotsos, John K. .
AUTONOMOUS ROBOTS, 2018, 42 (02) :177-196
[3]   Optimality analysis of sensor-target localization geometries [J].
Bishop, Adrian N. ;
Fidan, Baris ;
Anderson, Brian D. O. ;
Dogancay, Kutluyil ;
Pathirana, Pubudu N. .
AUTOMATICA, 2010, 46 (03) :479-492
[4]   UAV circumnavigating an unknown target under a GPS-denied environment with range-only measurements [J].
Cao, Yongcan .
AUTOMATICA, 2015, 55 :150-158
[5]  
He S., 2019, IEEE T ROBOTICS
[6]  
Logothetis A, 1997, IEEE DECIS CONTR P, P3132, DOI 10.1109/CDC.1997.652323
[7]   Optimal sensor placement and motion coordination for target tracking [J].
Martínez, S ;
Bullo, F .
AUTOMATICA, 2006, 42 (04) :661-668
[8]  
Matveev A. S., 2017, IEEE T AUTOMATIC CON
[9]   Range-only based circumnavigation of a group of moving targets by a non-holonomic mobile robot [J].
Matveev, Alexey S. ;
Semakova, Anna A. ;
Savkin, Andrey V. .
AUTOMATICA, 2016, 65 :76-89
[10]   Range-only measurements based target following for wheeled mobile robots [J].
Matveev, Alexey S. ;
Teimoori, Hamid ;
Savkin, Andrey V. .
AUTOMATICA, 2011, 47 (01) :177-184