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基于激光掃描匹配的移動(dòng)機(jī)器人相對(duì)定位技術(shù)研究
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國(guó)家自然科學(xué)基金項(xiàng)目(61105114)、江蘇省產(chǎn)學(xué)研合作前瞻性聯(lián)合研究項(xiàng)目(BY2015003-11)和中央高校基本科研業(yè)務(wù)費(fèi)專(zhuān)項(xiàng)資金項(xiàng)目(NS2014052)


Relative Localization Technology for Mobile Robot Based on Laser Scan Matching
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    摘要:

    移動(dòng)機(jī)器人定位問(wèn)題是機(jī)器人導(dǎo)航和控制領(lǐng)域的一個(gè)關(guān)鍵性問(wèn)題,直接影響位置精度。本文利用激光掃描匹配,基于Fourier 變換的位移理論和相似變換下的Fourier-Mellin 不變量,提出了一種室內(nèi)移動(dòng)機(jī)器人相對(duì)定位方法。該方法屬于點(diǎn)-點(diǎn)對(duì)應(yīng)式匹配方法,可實(shí)現(xiàn)移動(dòng)機(jī)器人連續(xù)狀態(tài)下的復(fù)雜環(huán)境信息匹配。獲取機(jī)器人連續(xù)不同時(shí)刻下的環(huán)境信息,將前一狀態(tài)時(shí)刻作為參考掃描,后一狀態(tài)時(shí)刻作為當(dāng)前掃描,建立相關(guān)定位參數(shù)數(shù)學(xué)模型;在算法上采取降維處理,連續(xù)使用3次1D Fourier-Mellin 得到所需要的相對(duì)定位參數(shù),即旋轉(zhuǎn)和平移增量;與一種基于提取角點(diǎn)特征的特征-特征式匹配方法進(jìn)行了對(duì)比性實(shí)驗(yàn),證明了所提方法在定位精度和計(jì)算復(fù)雜度上的優(yōu)越性,以及對(duì)復(fù)雜環(huán)境的適應(yīng)性。

    Abstract:

    Localization is a key problem of mobile robot in the field for robot navigation and control, which directly affects the accuracy. A new relative localization method of pointpoint scan matching for the mobile robot was proposed based on laser range finder to achieve the matching of complex environment information under the continuous state by using the displacement theory of Fourier transform and Fourier-Mellin invariant of similarity transformation. This method is inspired by the image matching and curve matching domain, which is based on Fourier-Mellin transform method. Firstly, environmental information was obtained in different continuous time of the robot; the previous state was set as a reference scan and the latter state was set as the current scan. The mathematical model of relative positioning parameter was established. Then, the dimension was reduced. The 1D Fourier-Mellin was used three times continuously to get the rotational and translational increment. Thirdly, the comparative experiment was carried out with a featurefeature method based on the extracted corner features. Finally, the mobile robot path line was surveyed under an indoor environment and the laser data were collected for simulating track circuit diagram which were compared with the real conditions of track circuit. The experimental results further demonstrated the effectiveness, superiority and adaptability of the proposed method. It is no need to extract features from environment and it also has high antinoise and low computational lost. 

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錢(qián)曉明,張浩,王曉勇,武星.基于激光掃描匹配的移動(dòng)機(jī)器人相對(duì)定位技術(shù)研究[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2016,47(3):14-21. Qian Xiaoming, Zhang Hao, Wang Xiaoyong, Wu Xing. Relative Localization Technology for Mobile Robot Based on Laser Scan Matching[J]. Transactions of the Chinese Society for Agricultural Machinery,2016,47(3):14-21.

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  • 收稿日期:2015-09-12
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  • 在線(xiàn)發(fā)布日期: 2016-03-10
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