Development and Performance Evaluation of an Image Recognition System for Unmanned Aerial Vehicle Automatic Landing
碩士 === 國立臺北科技大學 === 機電整合研究所 === 104 === In recent years, unmanned aerial vehicle(UAV) has been applied in various fields because of its advantages, such as high mobility, vertical takeoff, landing and hovering. Moreover, embedded system is ideal for the development of UAV flight system because its f...
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ndltd-TW-104TIT056510552019-05-15T22:54:24Z http://ndltd.ncl.edu.tw/handle/jc7t9d Development and Performance Evaluation of an Image Recognition System for Unmanned Aerial Vehicle Automatic Landing 無人載具自動降落 影像辨識方法開發與效能分析 YANG-CHENG-LI 楊筬理 碩士 國立臺北科技大學 機電整合研究所 104 In recent years, unmanned aerial vehicle(UAV) has been applied in various fields because of its advantages, such as high mobility, vertical takeoff, landing and hovering. Moreover, embedded system is ideal for the development of UAV flight system because its features, for instance, small size, light weight, low power consumption, highly processing speed and stability. On the other hand, machine vision is used in many systems, which can retrieve the information of environment with a non-contact and non-destructive methods. All the forementioned benefits are helpful to calculate the attitudes and position of a UAV during landing and take-off. The purpose of this study is to develop an image recognition system which can provide the information of the attitudes and relative distance to the landing position of a UAV for automatic landing. In this study, a digital camera is used to identify the landing mark with an embedded system hardware architecture. In order to obtain supplementary information in real-time, a multi-core embedded system is used for multi-threading tasks to increase operating efficiency to achieve an average image processing rate of 30 frames per second (33 ms /frame), and validate the image identification accuracy of this developed image-based guidance system. 曾百由 2016 學位論文 ; thesis 0 zh-TW |
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碩士 === 國立臺北科技大學 === 機電整合研究所 === 104 === In recent years, unmanned aerial vehicle(UAV) has been applied in various fields because of its advantages, such as high mobility, vertical takeoff, landing and hovering. Moreover, embedded system is ideal for the development of UAV flight system because its features, for instance, small size, light weight, low power consumption, highly processing speed and stability. On the other hand, machine vision is used in many systems, which can retrieve the information of environment with a non-contact and non-destructive methods. All the forementioned benefits are helpful to calculate the attitudes and position of a UAV during landing and take-off.
The purpose of this study is to develop an image recognition system which can provide the information of the attitudes and relative distance to the landing position of a UAV for automatic landing. In this study, a digital camera is used to identify the landing mark with an embedded system hardware architecture. In order to obtain supplementary information in real-time, a multi-core embedded system is used for multi-threading tasks to increase operating efficiency to achieve an average image processing rate of 30 frames per second (33 ms /frame), and validate the image identification accuracy of this developed image-based guidance system.
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曾百由 |
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曾百由 YANG-CHENG-LI 楊筬理 |
author |
YANG-CHENG-LI 楊筬理 |
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YANG-CHENG-LI 楊筬理 Development and Performance Evaluation of an Image Recognition System for Unmanned Aerial Vehicle Automatic Landing |
author_sort |
YANG-CHENG-LI |
title |
Development and Performance Evaluation of an Image Recognition System for Unmanned Aerial Vehicle Automatic Landing |
title_short |
Development and Performance Evaluation of an Image Recognition System for Unmanned Aerial Vehicle Automatic Landing |
title_full |
Development and Performance Evaluation of an Image Recognition System for Unmanned Aerial Vehicle Automatic Landing |
title_fullStr |
Development and Performance Evaluation of an Image Recognition System for Unmanned Aerial Vehicle Automatic Landing |
title_full_unstemmed |
Development and Performance Evaluation of an Image Recognition System for Unmanned Aerial Vehicle Automatic Landing |
title_sort |
development and performance evaluation of an image recognition system for unmanned aerial vehicle automatic landing |
publishDate |
2016 |
url |
http://ndltd.ncl.edu.tw/handle/jc7t9d |
work_keys_str_mv |
AT yangchengli developmentandperformanceevaluationofanimagerecognitionsystemforunmannedaerialvehicleautomaticlanding AT yángchénglǐ developmentandperformanceevaluationofanimagerecognitionsystemforunmannedaerialvehicleautomaticlanding AT yangchengli wúrénzàijùzìdòngjiàngluòyǐngxiàngbiànshífāngfǎkāifāyǔxiàonéngfēnxī AT yángchénglǐ wúrénzàijùzìdòngjiàngluòyǐngxiàngbiànshífāngfǎkāifāyǔxiàonéngfēnxī |
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