Simultaneous estimations of forest parameters using aerial photograph interpreted data and the k nearest neighbour method

被引:43
作者
Holmström, H [1 ]
Nilsson, M
Ståhl, G
机构
[1] Swedish Univ Agr Sci, Sect Forest Resource Anal, SE-90183 Umea, Sweden
[2] Swedish Univ Agr Sci, Dept Forest Resource Management & Geomat, Remote Sensing Lab, SE-90183 Umea, Sweden
关键词
carrier phase GPS; forest inventory; prediction difference distance; reference sample plot method; remote sensing;
D O I
10.1080/028275801300004424
中图分类号
S7 [林业];
学科分类号
0829 ; 0907 ;
摘要
Information about the state of the forest is of vital importance in forest management planning. To enable high-precision modelling. many forest planning systems demand input data at the single-tree level, The conventional strategy for collecting such data is a plot-wise field inventory. This is expensive and, thus, cost-efficient alternatives are of interest. During recent years, the focus has been on remote sensing techniques. The k nearest neighbour (kNN) estimation method is a way to assign plot-wise data to all stands in a forest area, using remotely sensed data in connection with a sparse sample of field reference plots. Plot-wise aerial photograph interpretations combined with information from a stand register were used in this study. Nearness to a reference plot was decided upon using a regression transform distance. Standing stem volume was estimated with a relative root mean square error (RMSE) equal to 20% at the stand level, while age could be estimated with a RMSE equal to 15%. A cost-efficient data-capturing strategy could be to assign plot data with the presented k-NN method to some types of forest, while using traditional field inventories in other, more valuable, stands.
引用
收藏
页码:67 / 78
页数:12
相关论文
共 38 条
[1]  
AGE PJ, 1985, 13 NAT LAND SURV
[2]   LAND COVER MAPPING IN A RUGGED TERRAIN AREA USING LANDSAT MSS DATA [J].
AHMAD, W ;
JUPP, LB ;
NUNEZ, M .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 1992, 13 (04) :673-683
[3]  
BAUER ME, 1994, PHOTOGRAMM ENG REM S, V60, P287
[4]   ESTIMATING STRUCTURAL ATTRIBUTES OF DOUGLAS-FIR WESTERN HEMLOCK FOREST STANDS FROM LANDSAT AND SPOT IMAGERY [J].
COHEN, WB ;
SPIES, TA .
REMOTE SENSING OF ENVIRONMENT, 1992, 41 (01) :1-17
[5]  
CURRAN PJ, 1986, PHOTOGRAMM ENG REM S, V52, P229
[6]  
EMANUELSSON M, 1983, 4 NAT LAND SURV
[7]  
ERICSON O, 1984, BESTANSINVENTERING M
[8]  
Hagglund B, 1981, HANDLEDNING BONITERI
[9]  
HAGNER O, 1990, SWED U AGR SCI REPOR, V4, P94
[10]   Estimating stem volume and basal area in forest compartments by combining satellite image data with field data [J].
Holmgren, J ;
Joyce, S ;
Nilsson, M ;
Olsson, H .
SCANDINAVIAN JOURNAL OF FOREST RESEARCH, 2000, 15 (01) :103-111