GSTDTAP  > 气候变化
DOI10.1016/j.foreco.2017.09.071
Understanding spatial and temporal Douglas-fir fertilizer response in the Pacific Northwest using boosted regression trees and linear discriminant analysis
Littke, K. M.1; Cross, J.2; Harrison, R. B.1; Zabowski, D.1; Turnblom, E.1
2017-12-15
发表期刊FOREST ECOLOGY AND MANAGEMENT
ISSN0378-1127
EISSN1872-7042
出版年2017
卷号406
文章类型Article
语种英语
国家USA
英文摘要

Fertilizer response of Douglas-fir (Pseudotsuga menziesii (Mirb.) Franco) plantations can vary considerably throughout the Pacific Northwest due to differences in soil and site productivity. In this study, we calculated significant two-, four-, and six-year cumulative volume growth response per tree due to urea fertilization on 71 Douglas-fir installations using a paired t-test. To understand the biogeoclimatic factors affecting fertilizer response, climate, location, soil, and productivity predictor variables were used in boosted regression tree (BRT) and linear discriminant (LDA) analyses to produce models that could predict significant regional response to fertilization. The ability to predict significant volume response decreased with time since fertilization (71-37% from 2 to 6 years), yet installations that were predicted to respond in all years of BRT models had similar response to significantly responding installations (> 5000 cm(3)/yr). The most common predictors of volume response in both model types and all measurement periods were high elevation (> 400 m), low moderate site index (< 42 m at 50 years), and cold winter temperatures (< 4.4 C). The Oregon (OR) Klamath Mountain region contained the greatest coverage of predicted volume response. The Middle Cascade Mountains also had large areas predicted to respond, but in this study OR installations responded better than Washington (WA) installations. The Coast Range, Olympic Mountains, Puget Trough, and Northern Cascade Mountains were predicted to have very little response. This study demonstrates the spatial relationships between climate, soil, and productivity variables that indicate fertilization response across the coastal Pacific Northwest.


英文关键词Douglas-fir Fertilizer response Boosted regression trees Linear discriminant analysis Climate Elevation
领域气候变化
收录类别SCI-E
WOS记录号WOS:000416395800008
WOS关键词NITROGEN-FERTILIZER ; GROWTH-RESPONSE ; BIOGEOCLIMATIC PROPERTIES ; SOIL PROPERTIES ; OREGON ; STANDS ; YOUNG ; REQUIREMENTS ; CALCIUM ; UREA
WOS类目Forestry
WOS研究方向Forestry
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/22183
专题气候变化
作者单位1.Univ Washington, Sch Environm & Forest Sci, Box 352100, Seattle, WA 98195 USA;
2.Stand Management Cooperat, Box 352100, Seattle, WA 98195 USA
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Littke, K. M.,Cross, J.,Harrison, R. B.,et al. Understanding spatial and temporal Douglas-fir fertilizer response in the Pacific Northwest using boosted regression trees and linear discriminant analysis[J]. FOREST ECOLOGY AND MANAGEMENT,2017,406.
APA Littke, K. M.,Cross, J.,Harrison, R. B.,Zabowski, D.,&Turnblom, E..(2017).Understanding spatial and temporal Douglas-fir fertilizer response in the Pacific Northwest using boosted regression trees and linear discriminant analysis.FOREST ECOLOGY AND MANAGEMENT,406.
MLA Littke, K. M.,et al."Understanding spatial and temporal Douglas-fir fertilizer response in the Pacific Northwest using boosted regression trees and linear discriminant analysis".FOREST ECOLOGY AND MANAGEMENT 406(2017).
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