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基于自適應(yīng)差分進(jìn)化算法擬合圓的樹(shù)干胸徑測(cè)量方法
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國(guó)家重點(diǎn)研發(fā)計(jì)劃項(xiàng)目(2017YFD0600905-1)和江蘇高校優(yōu)勢(shì)學(xué)科建設(shè)工程項(xiàng)目(PAPD)


Measurement of Tree Diameter at Breast Height Based on Adaptive Differential Evolution Algorithm for Circle Fitting
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    摘要:

    提出一種參數(shù)自適應(yīng)的差分進(jìn)化算法(Adaptive differential evolution,ADE)擬合圓的方法對(duì)樹(shù)干胸徑進(jìn)行測(cè)量。采用實(shí)驗(yàn)室自制胸徑測(cè)量平臺(tái)采集樹(shù)干胸徑數(shù)據(jù),對(duì)采集到的數(shù)據(jù)用Kmeans算法進(jìn)行聚類,分割出背景與目標(biāo)。為提高測(cè)量精度,采用角度補(bǔ)償法對(duì)樹(shù)干表面點(diǎn)到激光傳感器中心的偏角進(jìn)行補(bǔ)償。對(duì)補(bǔ)償后的數(shù)據(jù),以激光傳感器中心為坐標(biāo)原點(diǎn),計(jì)算出樹(shù)干表面點(diǎn)橫縱坐標(biāo)。最后對(duì)樹(shù)干表面坐標(biāo)點(diǎn)采用自適應(yīng)差分進(jìn)化算法擬合圓,擬合過(guò)程中,差分進(jìn)化過(guò)程的種群數(shù)、進(jìn)化策略、變異尺度以及交叉概率隨著進(jìn)化過(guò)程自適應(yīng)變化。分別對(duì)校園內(nèi)與人工林地各40棵不同大小的樹(shù)進(jìn)行了測(cè)量與擬合,其擬合時(shí)間為1.41s,擬合結(jié)果與實(shí)際值比較分析,RMSE分別為4.996mm與4.500mm。并與Levenberg-Marquardt(LM)算法、粒子群優(yōu)化算法(Particle swarm optimization,PSO)以及Hough變換擬合圓法測(cè)量樹(shù)干胸徑進(jìn)行了分析與比較,實(shí)驗(yàn)結(jié)果表明所提方法能更有效準(zhǔn)確地測(cè)量出樹(shù)干胸徑。

    Abstract:

    A parameter adaptive differential evolution algorithm was proposed to measure the diameter at breast height (DBH) of tree trunk by fitting circle. A DBH measuring platform made by laboratory was utilized to collect the data, and the Kmeans algorithm was first introduced to cluster the data and segment the background and target. In order to improve the fitting accuracy, the angle compensation method used arc length was employed to compensate the deflection angle of the trunk surface point to the laser sensor center before fitting. Then, the center of laser sensor was taken as the coordinate origin, and the horizontal and vertical coordinates of the trunk surface points were calculated. Finally, the adaptive differential evolution algorithm was proposed to fit the tree trunk surface. In the process of fitting, the number of population, evolutionary strategy, scaling factor and crossover rate of the differential evolution process were adaptively changed with the evolution process. Totally forty different sizes of trees in the campus and artificial forest were measured and fitted respectively, and the fitting time was 1.41s. The results of the proposed method were compared with the real values of DBH. The RMSE for DBH of trees in the campus and artificial forest were 4.996mm and 4.500mm, respectively. At the same time, the results were compared with the Levenberg-Marquardt (LM), particle swarm optimization (PSO) and Hough transform. The experiments validated that the method proposed can measure the DBH more effectively and accurately.

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胡春華,李萍萍,金成磊,朱 樂(lè).基于自適應(yīng)差分進(jìn)化算法擬合圓的樹(shù)干胸徑測(cè)量方法[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2018,49(9):183-188. HU Chunhua, LI Pingping, JIN Chenglei, ZHU Le. Measurement of Tree Diameter at Breast Height Based on Adaptive Differential Evolution Algorithm for Circle Fitting[J]. Transactions of the Chinese Society for Agricultural Machinery,2018,49(9):183-188.

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  • 收稿日期:2018-05-14
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  • 在線發(fā)布日期: 2018-09-10
  • 出版日期: 2018-09-10
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