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基于自適應差分進化算法擬合圓的樹干胸徑測量方法
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國家重點研發(fā)計劃項目(2017YFD0600905-1)和江蘇高校優(yōu)勢學科建設工程項目(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)自適應的差分進化算法(Adaptive differential evolution,,ADE)擬合圓的方法對樹干胸徑進行測量,。采用實驗室自制胸徑測量平臺采集樹干胸徑數(shù)據(jù),,對采集到的數(shù)據(jù)用Kmeans算法進行聚類,,分割出背景與目標,。為提高測量精度,,采用角度補償法對樹干表面點到激光傳感器中心的偏角進行補償,。對補償后的數(shù)據(jù),以激光傳感器中心為坐標原點,,計算出樹干表面點橫縱坐標,。最后對樹干表面坐標點采用自適應差分進化算法擬合圓,擬合過程中,,差分進化過程的種群數(shù),、進化策略,、變異尺度以及交叉概率隨著進化過程自適應變化。分別對校園內(nèi)與人工林地各40棵不同大小的樹進行了測量與擬合,,其擬合時間為1.41s,擬合結(jié)果與實際值比較分析,,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變換擬合圓法測量樹干胸徑進行了分析與比較,,實驗結(jié)果表明所提方法能更有效準確地測量出樹干胸徑,。

    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.基于自適應差分進化算法擬合圓的樹干胸徑測量方法[J].農(nóng)業(yè)機械學報,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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