Parameter sensitivity analysis of SCAG

SZ Songyin Zhang
YS Yinmeng Song
RO Ran Ou
YL Yiqiang Liu
SL Shaochen Li
XL Xinlan Lu
SX Shan Xu
YS Yanjun Su
DJ Dong Jiang
YD Yanfeng Ding
HX Haifeng Xia
QG Qinghua Guo
JW Jin Wu
JZ Jiaoping Zhang
JW Jiao Wang
SJ Shichao Jin
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The proposed SCAG has 3 important parameters, namely, the slice height (H), growth point number (N), and slice depth (D). Theoretically, the branch detection accuracy may be influenced by parameters H and N, whereas parameter D may influence only the accuracy of the branch angle calculation.

The sensitivity analysis of parameters H and N was evaluated with the F-score under different parameter combinations using a grid-searching method in Python. The parameter H was set as 0.5, 1, 1.5, 2, 2.5, and 3 cm relative to the height of the adjacent branching node. The parameter N was chosen from 20, 30, 40, 60, 80, 100, 120, and 140 by considering the point density around the branching node. Similarly, the sensitivity analysis of parameter D was evaluated with the correlation coefficient r under different selections using an equally spaced searching method in Python. Parameter D was chosen from 1.5, 2, 2.5, 3, 3.5, and 4 cm based on manual measurements.

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