Nest-Site Selection Analysis of Hooded Crane (Grus monacha) in Northeastern China Based on a Multivariate Ensemble Model

被引:18
作者
Jiao, Shengwu [1 ]
Guo, Yumin [1 ]
Huettmann, Falk [2 ]
Lei, Guangchun [1 ]
机构
[1] Beijing Forestry Univ, Coll Nat Conservat, Beijing 100083, Peoples R China
[2] Univ Alaska Fairbanks, Inst Arctic Biol, Dept Biol & Wildlife, EWHALE Lab, Fairbanks, AK 99775 USA
基金
中国国家自然科学基金;
关键词
hooded crane (Grus monacha); nest-site selection; boosted regression trees (TreeNet); Northeastern China; HABITAT SELECTION; ECOLOGY;
D O I
10.2108/zs130248
中图分类号
Q95 [动物学];
学科分类号
071002 ;
摘要
Avian nest-site selection is an important research and management subject. The hooded crane (Grus monacha) is a vulnerable (VU) species according to the IUCN Red List. Here, we present the first long-term Chinese legacy nest data for this species (1993-2010) with publicly available meta-data. Further, we provide the first study that reports findings on multivariate nest habitat preference using such long-term field data for this species. Our work was carried out in Northeastern China, where we found and measured 24 nests and 81 randomly selected control plots and their environmental parameters in a vast landscape. We used machine learning (stochastic boosted regression trees) to quantify nest selection. Our analysis further included varclust (R Hmisc) and (TreenNet) to address statistical correlations and two-way interactions. We found that from an initial list of 14 measured field variables, water area (+), water depth (+) and shrub coverage (-) were the main explanatory variables that contributed to hooded crane nest-site selection. Agricultural sites played a smaller role in the selection of these nests. Our results are important for the conservation management of cranes all over East Asia and constitute a defensible and quantitative basis for predictive models.
引用
收藏
页码:430 / 437
页数:8
相关论文
共 56 条
[1]  
[Anonymous], 2014, IUCN Red List for birds 2014.2
[2]   Ensemble forecasting of species distributions [J].
Araujo, Miguel B. ;
New, Mark .
TRENDS IN ECOLOGY & EVOLUTION, 2007, 22 (01) :42-47
[3]   Reproductive performance and nest-site selection of White-naped Cranes Grus vipio in the Ulz river valley, north-eastern Mongolia [J].
Bradter, U ;
Gombobaatar, S ;
Uuganbayar, C ;
Grazia, TE ;
Exo, KM .
BIRD CONSERVATION INTERNATIONAL, 2005, 15 (04) :313-326
[4]  
Braun C.E., 2005, TECHNIQUES WILDLIFE
[5]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[6]   Statistical modeling: The two cultures [J].
Breiman, L .
STATISTICAL SCIENCE, 2001, 16 (03) :199-215
[7]  
Cheng T.-h., 1987, A synopsis of the Avifauna of China
[9]   Western Snowy Plovers Charadrius alexandrinus nivosus select nesting substrates that enhance egg crypsis and improve nest survival [J].
Colwell, Mark A. ;
Meyer, Jason J. ;
Hardy, Michael A. ;
Mcallister, Sean E. ;
Transou, Amber N. ;
Levalley, Ron R. ;
Dinsmore, Stephen J. .
IBIS, 2011, 153 (02) :303-311
[10]  
Craig E., 2008, INTELL DATA ANAL, P65