tree density;
forest productivity;
airborne laser scanning;
Airborne Prism Experiment (APEX);
local maxima approach;
Swiss National Park;
GROSS PRIMARY PRODUCTION;
INDUCED CHLOROPHYLL FLUORESCENCE;
NET PRIMARY PRODUCTION;
DISCRETE-RETURN LIDAR;
BASAL AREA;
VEGETATION INDEXES;
INVENTORY ATTRIBUTES;
DETECTION ALGORITHMS;
SPECTROMETRY DATA;
TIMBER VOLUME;
D O I:
10.3390/f8060212
中图分类号:
S7 [林业];
学科分类号:
0829 ;
0907 ;
摘要:
We outline an approach combining airborne laser scanning (ALS) and imaging spectroscopy (IS) to quantify and assess patterns of tree density (TD) and forest productivity (FP) in a protected heterogeneous alpine forest in the Swiss National Park (SNP). We use ALS data and a local maxima (LM) approach to predict TD, as well as IS data (Airborne Prism Experiment-APEX) and an empirical model to estimate FP. We investigate the dependency of TD and FP on site related factors, in particular on surface exposition and elevation. Based on reference data (i.e., 1598 trees measured in 35 field plots), we observed an underestimation of ALS-based TD estimates of 40%. Our results suggest a limited sensitivity of the ALS approach to small trees as well as a dependency of TD estimates on canopy heterogeneity, structure, and species composition. We found a weak to moderate relationship between surface elevation and TD (R-2 = 0.18-0.69) and a less pronounced trend with FP (R-2 = 0.0-0.56), suggesting that both variables depend on gradients of resource availability. Further to the limitations faced in the sensitivity of the applied approaches, we conclude that the combined application of ALS and IS data was convenient for estimating tree density and mapping FP in north-facing forested areas, however, the accuracy was lower in south-facing forested areas covered with multi-stemmed trees.
机构:
Latvian State Forest Res Inst Silava, Riga Str 111, LV-2169 Salaspils, LatviaLatvian State Forest Res Inst Silava, Riga Str 111, LV-2169 Salaspils, Latvia
Ivanovs, Janis
Lazdins, Andis
论文数: 0引用数: 0
h-index: 0
机构:
Latvian State Forest Res Inst Silava, Riga Str 111, LV-2169 Salaspils, LatviaLatvian State Forest Res Inst Silava, Riga Str 111, LV-2169 Salaspils, Latvia
Lazdins, Andis
Lang, Mait
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tartu, Tartu Observ, Observatooriumi 1, EE-61602 Tartu, Estonia
Estonian Univ Life Sci, Inst Forestry & Engn, Kreutzwaldi 5, EE-51006 Tartu, EstoniaLatvian State Forest Res Inst Silava, Riga Str 111, LV-2169 Salaspils, Latvia
机构:
Univ Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, SerbiaUniv Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, Serbia
Brodic, Nenad
Cvijetinovic, Zeljko
论文数: 0引用数: 0
h-index: 0
机构:
Univ Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, SerbiaUniv Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, Serbia
Cvijetinovic, Zeljko
Milenkovic, Milutin
论文数: 0引用数: 0
h-index: 0
机构:
Int Inst Appl Syst Anal IIASA, Novel Data Ecosyst Sustainabil NODES, Schlosspl 1, A-2361 Laxenburg, Austria
Wageningen Univ, Dept Environm Sci, Lab Geoinformat Sci & Remote Sensing, Droevendaalsesteeg 3, NL-6708 PB Wageningen, NetherlandsUniv Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, Serbia
Milenkovic, Milutin
Kovacevic, Jovan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, SerbiaUniv Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, Serbia
Kovacevic, Jovan
Stancic, Nikola
论文数: 0引用数: 0
h-index: 0
机构:
Univ Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, SerbiaUniv Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, Serbia
Stancic, Nikola
Mitrovic, Momir
论文数: 0引用数: 0
h-index: 0
机构:
MapSoft Doo, Ustanicka 64-7, Belgrade 11000, SerbiaUniv Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, Serbia
Mitrovic, Momir
Mihajlovic, Dragan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, SerbiaUniv Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, Serbia
机构:
Fdn E Mach, Joint CNR FEM Initiat, FoxLab, Via E Mach 1, I-38010 San Michele All Adige, TN, Italy
Norwegian Univ Life Sci, Dept Ecol & Nat Resource Management, POB 5003, N-1432 As, NorwayFdn E Mach, Joint CNR FEM Initiat, FoxLab, Via E Mach 1, I-38010 San Michele All Adige, TN, Italy
Kandare, Kaja
Orka, Hans Ole
论文数: 0引用数: 0
h-index: 0
机构:
Norwegian Univ Life Sci, Dept Ecol & Nat Resource Management, POB 5003, N-1432 As, NorwayFdn E Mach, Joint CNR FEM Initiat, FoxLab, Via E Mach 1, I-38010 San Michele All Adige, TN, Italy
Orka, Hans Ole
Chan, Jonathan Cheung-Wai
论文数: 0引用数: 0
h-index: 0
机构:
Fdn E Mach, Joint CNR FEM Initiat, FoxLab, Via E Mach 1, I-38010 San Michele All Adige, TN, Italy
Vrije Univ Brussel, Dept Elect & Informat ETRO, Pl Laan 2, B-1050 Brussels, BelgiumFdn E Mach, Joint CNR FEM Initiat, FoxLab, Via E Mach 1, I-38010 San Michele All Adige, TN, Italy
Chan, Jonathan Cheung-Wai
Dalponte, Michele
论文数: 0引用数: 0
h-index: 0
机构:
Fdn E Mach, Res & Innovat Ctr, Dept Sustainable Agroecosyst & Bioresources, Via E Mach 1, I-38010 San Michele All Adige, TN, ItalyFdn E Mach, Joint CNR FEM Initiat, FoxLab, Via E Mach 1, I-38010 San Michele All Adige, TN, Italy
Dalponte, Michele
EUROPEAN JOURNAL OF REMOTE SENSING,
2016,
49
: 337
-
359