基于四軸運(yùn)動(dòng)控制平臺(tái)的移動(dòng)目標(biāo)跟蹤控制研究
[Abstract]:The traditional motion control is mainly used in the field of numerical control. Therefore, based on an open motion control platform, this paper designs a closed loop control system based on visual detection module to increase the intelligence and accuracy of the platform. The whole motion control system can realize intelligent control by real-time feedback of moving target information through visual detection module, and control four-axis motion control platform and manipulator to track and grab moving target. In this paper, the motion controller of the four-axis motion control platform is the dual CPU structure of ARM PCL6045B. As the main control CPU, ARM not only has high speed running frequency, but also has abundant peripheral equipments. PCL6045B is a professional motion control DSP, which can realize uniaxial positioning, linear / S curve acceleration and deceleration, linear / circular arc interpolation, limit and return to origin and so on. In order to grasp the target, the manipulator is extended on the basis of the four-axis motion control platform. In addition, in order to further develop the four-axis motion control platform and improve the openness of the four-axis motion control platform, the corresponding motion control function is encapsulated by API in the software architecture of the whole platform. In order to realize the accurate tracking of moving target, it is necessary to locate and grab the static target first, and complete the transformation from pixel model coordinate system to platform model coordinate system. Then the platform coordinates are used to control each axis and manipulator of the four-axis motion control platform to track and grab the moving target. In the part of vision detection, TLD algorithm is used to detect moving target. TLD algorithm combines the traditional moving target detection algorithm with the traditional moving target tracking algorithm. It can re-detect the target in the case of occlusion, so it has high stability. The algorithm consists of four modules: tracker, detector, integrator and learner. Finally, in order to make the motion control platform realize the tracking of moving objects more smoothly, and increase the practicability of the whole motion control system, this paper according to the single axis of motion control platform, The performance of three motion control methods, linear interpolation and arc interpolation, is presented. Based on this, a typical motion control scene is proposed. A series of experiments are designed to verify the accuracy, real-time and stability of the system in different scenes.
【學(xué)位授予單位】:電子科技大學(xué)
【學(xué)位級(jí)別】:碩士
【學(xué)位授予年份】:2017
【分類號(hào)】:TP273
【參考文獻(xiàn)】
相關(guān)期刊論文 前10條
1 李星云;李眾立;廖曉波;;基于單目視覺(jué)的工業(yè)機(jī)器人定位系統(tǒng)的設(shè)計(jì)[J];機(jī)床與液壓;2015年09期
2 翟敬梅;董鵬飛;張鐵;;基于視覺(jué)引導(dǎo)的工業(yè)機(jī)器人定位抓取系統(tǒng)設(shè)計(jì)[J];機(jī)械設(shè)計(jì)與研究;2014年05期
3 劉建偉;劉媛;羅雄麟;;半監(jiān)督學(xué)習(xí)方法[J];計(jì)算機(jī)學(xué)報(bào);2015年08期
4 夏群峰;彭勇剛;;基于視覺(jué)的機(jī)器人抓取系統(tǒng)應(yīng)用研究綜述[J];機(jī)電工程;2014年06期
5 王德建;張榮;尹東;張智瑞;;中值流輔助在線多示例目標(biāo)跟蹤[J];中國(guó)圖象圖形學(xué)報(bào);2013年01期
6 曾毅;皮佑國(guó);;基于ARM和DSP的嵌入式運(yùn)動(dòng)控制器設(shè)計(jì)與實(shí)現(xiàn)[J];計(jì)算機(jī)測(cè)量與控制;2012年04期
7 李勇;伍先達(dá);邢武;龍飛;;基于機(jī)器視覺(jué)的零件表面瑕疵自動(dòng)分揀系統(tǒng)設(shè)計(jì)[J];自動(dòng)化與儀器儀表;2010年05期
8 林勇強(qiáng);王勇;馮屹朝;;開(kāi)放式運(yùn)動(dòng)控制器技術(shù)現(xiàn)狀與發(fā)展趨勢(shì)[J];信息技術(shù);2010年05期
9 可榮碩;馬曉軍;張思博;;基于RGB色彩空間的顏色識(shí)別系統(tǒng)設(shè)計(jì)[J];微計(jì)算機(jī)信息;2010年14期
10 于萬(wàn)霞;杜太行;;基于彩色空間的背景幀差法視頻車輛檢測(cè)[J];計(jì)算機(jī)仿真;2010年01期
相關(guān)博士學(xué)位論文 前1條
1 孫博良;在線半監(jiān)督學(xué)習(xí)理論、算法與應(yīng)用研究[D];國(guó)防科學(xué)技術(shù)大學(xué);2014年
相關(guān)碩士學(xué)位論文 前5條
1 劉孝良;基于半監(jiān)督學(xué)習(xí)的隨機(jī)森林算法研究與應(yīng)用[D];中國(guó)海洋大學(xué);2013年
2 顧幸方;基于隨機(jī)森林的視覺(jué)跟蹤算法研究及應(yīng)用[D];南京理工大學(xué);2013年
3 劉志偉;四軸工業(yè)機(jī)器人嵌入式運(yùn)動(dòng)控制器的設(shè)計(jì)[D];哈爾濱工業(yè)大學(xué);2012年
4 趙忠偉;基于嵌入式系統(tǒng)的裝配機(jī)械手精確定位控制算法研究[D];江蘇大學(xué);2010年
5 許忠燕;基于ARM與PCL6045B的嵌入式運(yùn)動(dòng)控制器的設(shè)計(jì)[D];重慶大學(xué);2010年
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