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農(nóng)業(yè)植保無(wú)人機(jī)變結(jié)構(gòu)線性滾動(dòng)時(shí)域估計(jì)器研究
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國(guó)家自然科學(xué)基金項(xiàng)目(61601382)


Variable Structure Linear Moving Horizon Estimator for Plant Protection UAV
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    摘要:

    植保無(wú)人機(jī)的慣導(dǎo)數(shù)據(jù)輸出頻率最高可達(dá)8kHz,而常用GPS輸出頻率最高只有10Hz,,會(huì)導(dǎo)致位置估計(jì)器的數(shù)據(jù)源之間存在延時(shí)問(wèn)題,。為此設(shè)計(jì)了一種處理延時(shí)測(cè)量值的變結(jié)構(gòu)線性滾動(dòng)時(shí)域估計(jì)器(Variable structure linear-Moving horizon estimator, VSL-MHE),。首先將多傳感器測(cè)量數(shù)據(jù)進(jìn)行序列化,;然后通過(guò)線性索引來(lái)確定排列項(xiàng)中無(wú)數(shù)據(jù)的坐標(biāo),,根據(jù)該坐標(biāo)對(duì)代價(jià)函數(shù)中權(quán)重矩陣進(jìn)行更新,,從而改變估計(jì)器結(jié)構(gòu),;最后通過(guò)VSL-MHE估計(jì)植保無(wú)人機(jī)位置。在室內(nèi)測(cè)試中,,通過(guò)OptiTrack向植保無(wú)人機(jī)發(fā)送模擬GPS信號(hào),,輸出頻率范圍為2~20Hz。將VSL-MHE估計(jì)的位置,、MHE估計(jì)的位置和循環(huán)迭代擴(kuò)展卡爾曼濾波器(Circular iterated extended Kalman filter, CIEKF)估計(jì)的位置分別與OptiTrack獲取的精確位置做對(duì)比,,結(jié)果表明,VSL-MHE的位置最大偏差小于CIEKF和MHE的位置最大偏差,。在室外40m×30m范圍的飛行測(cè)試中,,VSL-MHE的航線位置最大偏差小于CIEKF和MHE的位置最大偏差,驗(yàn)證了該算法的有效性,。

    Abstract:

    In order to solve the delay caused by different sampling frequencies of multisensors in position estimation of plant protection unmanned aerial vehicle (UAV), a variable structure linear moving horizon estimator (VSL-MHE) was designed to process delay measurement values. Firstly, the measurement data of multiple sensor was serialized. Then the linear index method was used to determine the coordinates of the zero elements in the arrangement term, and the weighting matrix in the cost function was updated with the coordinates of the zero elements to change the structure of the estimator. Finally, the plant protection UAV position was estimated by VSL-MHE. The accuracy of the position estimation was verified from the actual flight tests. In the indoor experiment, the GPS output was simulated by the output of OptiTrack motion capture system, the frequency could be controlled in the range of 2~20Hz. Through the fixedpoint hover experiment, the positions estimated from VSL-MHE, MHE and the circular iterated extended Kalman filter (CIEKF) were compared with that obtained from OptiTrack, respectively. The maximum positional offset of VSL-MHE was smaller than the positional offset of the CIEKF and MHE. In the outdoor experiment, the range of path planning was set to be 40m×30m, and the maximum positional deviation from the VSL-MHE was less than that estimated from CIEKF and MHE. The experiment results showed that VSL-MHE can effectively reduce the adverse effects on the accuracy of position estimation.

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楚紅雨,倪俊超,常志遠(yuǎn),邵延華,張曉強(qiáng).農(nóng)業(yè)植保無(wú)人機(jī)變結(jié)構(gòu)線性滾動(dòng)時(shí)域估計(jì)器研究[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2019,50(10):116-123. CHU Hongyu, NI Junchao, CHANG Zhiyuan, SHAO Yanhua, ZHANG Xiaoqiang. Variable Structure Linear Moving Horizon Estimator for Plant Protection UAV[J]. Transactions of the Chinese Society for Agricultural Machinery,2019,50(10):116-123.

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  • 收稿日期:2019-04-17
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  • 在線發(fā)布日期: 2019-10-10
  • 出版日期: 2019-10-10
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