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Airborne Laser Scanning for the Site Type Identification of Mature Boreal Forest Stands
School of Forest Sciences, University of Eastern Finland, P.O. Box 111, 80101 Joensuu, Finland
Joensuu Research Unit, Finnish Forest Research Institute, P.O. Box 68, 80101 Joensuu, Finland
* Author to whom correspondence should be addressed.
Received: 8 November 2010; in revised form: 17 December 2010 / Accepted: 27 December 2010 / Published: 10 January 2011
Abstract: In Finland, forest site types are used to assess the need of silvicultural operations and the growth potential of the forests and, therefore, provide important inventory information. This study introduces airborne laser scanner (ALS) data and the k-NN classifier data analysis technique applicable to the site quality assessment of mature forests. Both the echo height and the intensity value percentiles of different echo types of ALS data were used in the analysis. The data are of 274 mature forest stands of different sizes, belonging to five forest site types, varying from very fertile to poor forests, in Koli National Park, eastern Finland. The k-NN classifier was applied with values of k varying from 1 to 5. The best overall classification accuracy achieved for all the forest site types and for a single type, were 58% and 73%, respectively. The conclusion is that when conducting large-scale forest inventories ALS-data based analysis would be a useful technology for the identification of mature boreal site types. However, the technique could still be improved and further studies are needed to ensure its applicability under different local conditions and with data representing earlier stages of stand development.
Keywords: k-NN classification; vegetation; height distribution
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Vehmas, M.; Eerikäinen, K.; Peuhkurinen, J.; Packalén, P.; Maltamo, M. Airborne Laser Scanning for the Site Type Identification of Mature Boreal Forest Stands. Remote Sens. 2011, 3, 100-116.
Vehmas M, Eerikäinen K, Peuhkurinen J, Packalén P, Maltamo M. Airborne Laser Scanning for the Site Type Identification of Mature Boreal Forest Stands. Remote Sensing. 2011; 3(1):100-116.
Vehmas, Mikko; Eerikäinen, Kalle; Peuhkurinen, Jussi; Packalén, Petteri; Maltamo, Matti. 2011. "Airborne Laser Scanning for the Site Type Identification of Mature Boreal Forest Stands." Remote Sens. 3, no. 1: 100-116.