Modeling freshwater fish distributions using multiscale landscape data: A case study of six narrow range endemics

被引:30
|
作者
Hopkins, Robert L., II [1 ]
Burr, Brooks M. [1 ]
机构
[1] So Illinois Univ, Dept Zool, Carbondale, IL 62901 USA
关键词
Boosted regression trees; Biogeography; Endemism; Freshwater fishes; Predictive mapping; Multiscale; SPECIES DISTRIBUTION MODELS; ECOLOGICAL THEORY; LAND-USE; STREAM; ASSEMBLAGES; PREDICTION; HABITAT; GIS;
D O I
10.1016/j.ecolmodel.2009.04.027
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
Species distribution models (SDMs) have become integral tools in scientific research and conservation planning. Despite progress in the assessment of various statistical models for use in SDMs, little has been done in way of evaluating appropriate ecological models. In this paper, we evaluate the multiscale filter framework as a suitable theoretical model for predicting freshwater fish distributions in the upper Green River system (Ohio River drainage), USA. The spatial distributions of six fishes with contrasting biogeographies were modeled using boosted regression trees and multiscale landscape data. Species biogeography did not appear to affect predictive performance and all models performed well statistically with receiver operating characteristic area under the curve (AUC) ranging from 0.87 to 0.98. Predictive maps show accurate estimations of ranges for five of six species based on historical collections. The relative influence of each type of environmental feature and spatial scale varied markedly with between species. A hierarchical effect was detected for narrowly distributed species. These species were highly influenced by soil composition at larger spatial scales and land use/land cover (LULC) patterns at more proximal scales. Conversely, WLC pattern was the most influential feature for widely distributed at all spatial scales. Using multiscale data capable of capturing hierarchical landscape influences allowed production of accurate predictive models and provided further insight into factors controlling freshwater fish distributions. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:2024 / 2034
页数:11
相关论文
共 50 条
  • [1] Predicting freshwater fish distributions using landscape-level variables
    Argent, DG
    Bishop, JA
    Stauffer, JR
    Carline, RF
    Myers, WL
    FISHERIES RESEARCH, 2003, 60 (01) : 17 - 32
  • [2] Use of landscape pattern metrics and multiscale data in aquatic species distribution models: a case study of a freshwater mussel
    Hopkins, Robert L., II
    LANDSCAPE ECOLOGY, 2009, 24 (07) : 943 - 955
  • [3] Use of landscape pattern metrics and multiscale data in aquatic species distribution models: a case study of a freshwater mussel
    Robert L. Hopkins
    Landscape Ecology, 2009, 24 : 943 - 955
  • [4] CONSERVATION STATUS AND THREATS PATTERN OF NARROW ENDEMICS: A CASE STUDY FROM TERICH VALLEY, HINDUKUSH RANGE, CHITRAL, NORTHERN PAKISTAN
    Zaman, Akhtar
    Badshah, Lal
    Ullah, Shariat
    Sajid, Zahoor Ahmad
    Jelani, Ghulam
    INTERNATIONAL JOURNAL OF CONSERVATION SCIENCE, 2022, 13 (01) : 199 - 212
  • [5] Modeling nearshore fish habitats using Alaska as a regional case study
    Gruss, Arnaud
    Pirtle, Jodi L.
    Thorson, James T.
    Lindeberg, Mandy R.
    Neff, A. Darcie
    Lewis, Steve G.
    Essington, Timothy E.
    FISHERIES RESEARCH, 2021, 238
  • [6] Product data modeling using GTPPM - A case study
    Lee, Ghang
    Sacks, Rafael
    Eastman, Charles
    AUTOMATION IN CONSTRUCTION, 2007, 16 (03) : 392 - 407
  • [7] Multiscale modeling of in-room temperature distribution with human occupancy data: a practical case study
    Kono, Yohei
    Susuki, Yoshihiko
    Hayashida, Mitsunori
    Mezic, Igor
    Hikihara, Takashi
    JOURNAL OF BUILDING PERFORMANCE SIMULATION, 2018, 11 (02) : 145 - 163
  • [8] Modeling current and potential distributions of mammal species using presence-only data: A case study on British deer
    Croft, Simon
    Ward, Alastair, I
    Aegerter, James N.
    Smith, Graham C.
    ECOLOGY AND EVOLUTION, 2019, 9 (15): : 8724 - 8735
  • [9] CAN BIRD ATLAS DATA BE USED TO ESTIMATE POPULATION-SIZE - A CASE-STUDY USING NAMIBIAN ENDEMICS
    ROBERTSON, A
    SIMMONS, RE
    JARVIS, AM
    BROWN, CJ
    BIOLOGICAL CONSERVATION, 1995, 71 (01) : 87 - 95
  • [10] Analysis of transaction records of live freshwater finfish in China: A case study of customers' claims of fish mortality using cross-classified modeling
    Jia, Beibei
    St-Hilaire, Sophie
    Stryhn, Henrik
    Yu, Jenny
    Groman, David B.
    Gardner, Ian A.
    AQUACULTURE REPORTS, 2016, 4 : 150 - 155