A spatially constrained clustering program for river valley segment delineation from GIS digital river networks

被引:29
作者
Brenden, T. O. [1 ,2 ]
Wang, L. [1 ,2 ]
Seelbach, P. W. [1 ,2 ]
Clark, R. D., Jr. [1 ,2 ]
Wiley, M. J. [3 ]
Sparks-Jackson, B. L. [3 ]
机构
[1] Univ Michigan, Fisheries Res Inst, Ann Arbor, MI 48109 USA
[2] Michigan Dept Nat Resources, Ann Arbor, MI 48109 USA
[3] Univ Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
关键词
spatially constrained clustering; cluster affinity search technique; river valley segment; digital river network; stream management;
D O I
10.1016/j.envsoft.2007.09.004
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
River valley segments are adjacent sections of streams and rivers that are relatively homogeneous in hydrology, limnology, channel morphology, riparian dynamics, and biological communities. River valley segments have been advocated as appropriate spatial units for assessing, monitoring, and managing rivers and streams for several reasons; however, methods for delineating these spatial units have been tedious to implement or have lacked objectivity, which arguably has limited their use as river and stream management units by natural resource agencies. We describe a spatially constrained clustering program that we developed for delineating river valley segments from geographic information system digital river network databases that is flexible, easy-to-use, and improves objectivity in the river valley segment delineation process. This program, which we refer to as the valley segment affinity search technique (VAST), includes a variety of options for determining spatial adjacency in stream reaches, as well as several data transformation methods, types of resemblance coefficients, and cluster linkage methods. The usefulness of VAST is demonstrated by using it to delineate river valley segments for river network databases for Michigan and Wisconsin, USA, and by comparing river valley segments delineated by VAST to an expert-opinion delineation previously completed for a Michigan river network database. (c) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:638 / 649
页数:12
相关论文
共 55 条
  • [1] BIODIVERSITY CONSERVATION IN RUNNING WATERS
    ALLAN, JD
    FLECKER, AS
    [J]. BIOSCIENCE, 1993, 43 (01) : 32 - 43
  • [2] [Anonymous], 2002, J. Mach. Learn. Res
  • [3] [Anonymous], 1987, HYDROLOGIC UNIT MAPS
  • [4] BAKER E, 2006, 2085 MICH DEP NAT AN
  • [5] Bellaachia A, 2002, BIOKDD, P49
  • [6] Clustering gene expression patterns
    Ben-Dor, A
    Shamir, R
    Yakhini, Z
    [J]. JOURNAL OF COMPUTATIONAL BIOLOGY, 1999, 6 (3-4) : 281 - 297
  • [7] Benda L, 2004, BIOSCIENCE, V54, P413, DOI 10.1641/0006-3568(2004)054[0413:TNDHHC]2.0.CO
  • [8] 2
  • [9] A PERSPECTIVE ON AMERICA VANISHING STREAMS
    BENKE, AC
    [J]. JOURNAL OF THE NORTH AMERICAN BENTHOLOGICAL SOCIETY, 1990, 9 (01): : 77 - 88
  • [10] Brenden TO, 2006, AM FISH S S, V48, P49