Target tracking method for tracking ground moving target by unmanned aerial vehicle

A target tracking and moving target technology, which is applied in the field of autonomous tracking and control of unmanned aerial vehicles, can solve the problems of input and output changes, uncertainty of actuator characteristics, uncertainty of operating environment, etc. Effect

Pending Publication Date: 2021-01-26
ZHEJIANG SCI-TECH UNIV
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0006] 2) Uncertainty of actuator characteristics, that is, changes in control input due to changes in the characteristics of the actuator due to wear, environment, etc.;
[0008] 4) Uncertainty in the operating environment, that is, changes in the operating conditions of the system lead to changes in the corresponding input and output
[0009] It can be seen that T1-FLC has limitations in dealing with uncertainties. From a theoretical analysis, its limitations are mainly reflected in the fact that it uses T1-FSs represented by precise membership functions, and these T1-FSs cannot directly deal with the uncertainty of fuzzy rules

Method used

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  • Target tracking method for tracking ground moving target by unmanned aerial vehicle
  • Target tracking method for tracking ground moving target by unmanned aerial vehicle
  • Target tracking method for tracking ground moving target by unmanned aerial vehicle

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Embodiment Construction

[0043] The present invention will be further described in detail below through specific embodiments in conjunction with the accompanying drawings.

[0044] Such as figure 1 , is a flow chart of a target tracking method for an unmanned aerial vehicle tracking a ground moving target according to the present invention, and the process is specifically:

[0045] (1) Take a video when the UAV is flying, select the target that the UAV needs to track in the frame of the returned video, and extract the HOG and HSV features of the target;

[0046] (2) Through the HOG and HSV features extracted in step 1, locate the center coordinates of the target on the image (x o ,y o ); Calculate the center coordinates (x 0 ,y 0 ) and the position coordinates of the UAV center of view (x c ,y c ) the absolute offset Δx in the horizontal direction and the absolute offset Δy in the vertical direction:

[0047]

[0048] (3) When |Δx|≤w safe / 2, the angle of the UAV does not need to be adjusted;...

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Abstract

The invention discloses a target tracking method for tracking a ground moving target by an unmanned aerial vehicle, and the method comprises the steps: detecting the moving target through OpenCV, andcalculating a direction and speed instruction which should be executed by the unmanned aerial vehicle through employing a type-2 fuzzy logic controller according to the position information of the target on an image obtained by an airborne camera; and finally, controlling the unmanned aerial vehicle to continuously update the instruction so as to realize continuous tracking of the moving target. According to the method, the complexity of the tracking environment is considered, the traditional target detection method is combined, the uncertainty can be better processed by using the type-2 fuzzylogic control theory, and finally, the continuous tracking of the unmanned aerial vehicle to the ground moving target is realized.

Description

technical field [0001] The invention belongs to the technical field of autonomous tracking and control of unmanned aerial vehicles, and in particular relates to a target tracking method for an unmanned aerial vehicle to track a moving target on the ground. Background technique [0002] With the maturity of low-altitude UAV (Unmanned Aerial Vehicle, UAV) hovering, battery life, and gimbal technology, as well as the rise of computer vision (Computer Vision) and deep learning (Deep Learning), target tracking based on UAV platforms has It has become a research hotspot at home and abroad, and has been used in the tracking of criminal vehicles in urban anti-terrorism and the tracking of ground mobile targets in air combat. Tracking UAV refers to the use of airborne pan / tilt and other sensors to collect image information, and obtain the position information of the target on the image through the target detection process (or predict the position information of the target through sta...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/00G06N5/04G06T7/246G06T7/73
CPCG06T7/246G06T7/73G06N5/048G06V20/13G06V20/10G06V20/40G06V2201/07
Inventor 黎瑶唐文兵郑李斌李佳慧丁佐华
Owner ZHEJIANG SCI-TECH UNIV
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