OPTIMIZED AUTOMATED TRACKING OF A MOVING OBJECT WITH A ROBOTIC EYE SYSTEM

被引:5
作者
Alostaz, Ahmed [1 ]
Hamed, Basil [1 ]
机构
[1] Islamic Univ Gaza, Dept Elect Engn, Gaza, Israel
关键词
FPID; visual object tracking; optimized bootstrap particle filter; particle swarm optimization (PSO);
D O I
10.2316/Journal.201.2016.1.201-2721
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 automated object tracking system is very essential in terms of surveillance system and many more applications. In this paper, the design of fuzzy proportional-integral-derivative controller is proposed to control a robot eye to achieve a real-time video object tracking. The controller uses vision-based object tracking as feedback and generates velocity commands for the robot eye to keep the object of interest (OBI) in video at the centre of the image frame. The particle filter (PF) is used to track OBI in video by estimating its position in image frame. A new optimized bootstrap PF (OBPF) is introduced solving problem of PF on video object tracking for rigid motion. A new adaptive OBPF (AOBPF) is introduced for tracking object that has variable speed. The experimental and comparison results of the designed controllers using different methods of optimization are presented to demonstrate and to verify the proposed video object tracking system performance.
引用
收藏
页码:18 / 26
页数:9
相关论文
共 24 条
[1]  
[Anonymous], 1995, 1995 IEEE INT C
[2]  
Candy JV, 2011, BAYESIAN SIGNAL PROC
[3]  
Chen Z., 2003, BAYESIAN FILTERING K
[4]   Video Object Tracing Based on Particle Filter with Ant Colony Optimization [J].
Hao, Zhou ;
Zhang, Xuejie ;
Yu, Pengfei ;
Li, Haiyan .
2ND IEEE INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER CONTROL (ICACC 2010), VOL. 3, 2010, :232-236
[5]  
HUO ZL, 2011, FORG STAMP TECHNOL, V0005, P00026
[6]  
Liu KY, 2009, IEEE INT CON MULTI, P1302, DOI 10.1109/ICME.2009.5202741
[7]  
Ma J, 2007, INT CONF ACOUST SPEE, P1
[8]   A visual servoing approach for tracking features in urban areas using an autonomous helicopter [J].
Mejias, Luis ;
Campoy, Pascual ;
Saripalli, Srikanth ;
Sukhatme, Gaurav S. .
2006 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), VOLS 1-10, 2006, :2503-+
[9]  
Passino K., 2005, BIOMIMICRY OPTIMIZAT
[10]  
Rao S.S., 2019, ENG OPTIMIZATION THE, DOI DOI 10.1002/9781119454816