Estimation of diameter and basal area distributions in coniferous forest by means of airborne laser scanner data

被引:130
作者
Gobakken, T [1 ]
Næsset, E [1 ]
机构
[1] Agr Univ Norway, Dept Forest Sci, NO-1432 As, Norway
关键词
airborne laser scanning; basal area distribution; diameter distribution; Weibull distribution;
D O I
10.1080/02827580410019454
中图分类号
S7 [林业];
学科分类号
0829 ; 0907 ;
摘要
Diameter and basal area distributions are used in many forest management planning packages for predicting stand Volume and growth. The distribution parameters and the 24 and 93 percentiles for parameter recovery of a two-parameter Weibull were derived for empirical diameter and basal area distributions of 54 plots of 3740 m 2 each. Regression analysis was used to relate the distribution parameters and percentiles to various canopy height and canopy density metrics derived from airborne laser scanner data over young and mature coniferous forest. On average, the distance between transmitted laser pulses was 1.0 in on the ground. Aerial photo-interpretation was used to divide the plots into three strata according to age class and site quality. The stratum-specific regressions explained 20-93% of the variability in the observed percentiles. Total plot volume predicted from the estimated distributions was used to assess the accuracy of the regressions. Cross-validation of the regressions revealed a bias of -4.8 to 2.7% between predicted and ground-truth values of plot volume when the predicted frequencies of the diameter and basal area distributions were scaled to ground-truth stem number (N) and basal area (G), respectively The standard deviations (SD) of the differences between predicted and ground-truth values of plot volume were 5.6-29.1%. However, when the scaling variables (N and G) were predicted from the laser data, the bias of plot volume determined by cross-validation was -4.7 to 6.6% and the SD was 11.4-24.2%.
引用
收藏
页码:529 / 542
页数:14
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