New image processing software for analyzing object size-frequency distributions, geometry, orientation, and spatial distribution

被引:45
作者
Beggan, Ciaran [1 ]
Hamilton, Christopher W. [2 ]
机构
[1] Univ Edinburgh, Sch Geosci, Grant Inst, Edinburgh EH9 3JW, Midlothian, Scotland
[2] Univ Hawaii, Hawaii Inst Geophys & Planetol, Honolulu, HI 96822 USA
关键词
Image analysis; Software; Size-frequency; Spatial distribution; Nearest neighbor; Vesicles; Volcanology; VESICLE DISTRIBUTIONS; STATISTICAL-ANALYSIS; VOLCANIC-ERUPTIONS; LAVA FLOWS; ROCKS; MAGMA; VESICULATION; EVOLUTION; BUBBLE; CRYSTALLIZATION;
D O I
10.1016/j.cageo.2009.09.003
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Geological Image Analysis Software (GIAS) combines basic tools for calculating object area, abundance, radius, perimeter, eccentricity, orientation, and centroid location, with the first automated method for characterizing the aerial distribution of objects using sample-size-dependent nearest neighbor (NN) statistics. The NN analyses include tests for (1) Poisson, (2) Normalized Poisson, (3) Scavenged k=1, and (4) Scavenged k=2 NN distributions. GIAS is implemented in MATLAB with a Graphical User Interface (GUI) that is available as pre-parsed pseudocode for use with MATLAB, or as a stand-alone application that runs on Windows and Unix systems. GIAS can process raster data (e.g., satellite imagery, photomicrographs, etc.) and tables of object coordinates to characterize the size, geometry, orientation, and spatial organization of a wide range of geological features. This information expedites quantitative measurements of 20 object properties, provides criteria for validating the use of stereology to transform 2D object sections into 3D models, and establishes a standardized NN methodology that can be used to compare the results of different geospatial studies and identify objects using non-morphological parameters. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:539 / 549
页数:11
相关论文
共 47 条
[1]   The transition from explosive to effusive eruptive regime: The example of the 1912 Novarupta eruption, Alaska [J].
Adams, NK ;
Houghton, BF ;
Fagents, SA ;
Hildreth, W .
GEOLOGICAL SOCIETY OF AMERICA BULLETIN, 2006, 118 (5-6) :620-634
[2]   Nearest-neighbor analysis of small features on Mars: Applications to tumuli and rootless cones [J].
Baloga, S. M. ;
Glaze, L. S. ;
Bruno, B. C. .
JOURNAL OF GEOPHYSICAL RESEARCH-PLANETS, 2007, 112 (E3)
[3]   Higher-order neighbor analysis of the Tartarus Colles cone groups, Mars: The application of geographical indices to the understanding of cone pattern evolution [J].
Bishop, Mark A. .
ICARUS, 2008, 197 (01) :73-83
[4]   Spatial and alignment analyses for a field of small volcanic vents south of Pavonis Mons and implications for the Tharsis province, Mars [J].
Bleacher, Jacob E. ;
Glaze, Lori S. ;
Greeley, Ronald ;
Hauber, Ernst ;
Baloga, Stephen M. ;
Sakimoto, Susan E. H. ;
Williams, David A. ;
Glotch, Timothy D. .
JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH, 2009, 185 (1-2) :96-102
[5]   The evolution of bubble size distributions in volcanic eruptions [J].
Blower, JD ;
Keating, JP ;
Mader, HM ;
Phillips, JC .
JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH, 2003, 120 (1-2) :1-23
[6]   Inferring volcanic degassing processes from vesicle size distributions [J].
Blower, JD ;
Keating, JP ;
Mader, HM ;
Phillips, JC .
GEOPHYSICAL RESEARCH LETTERS, 2001, 28 (02) :347-350
[7]   Identification of volcanic rootless cones, ice mounds, and impact craters on Earth and Mars: Using spatial distribution as a remote sensing tool [J].
Bruno, B. C. ;
Fagents, S. A. ;
Hamilton, C. W. ;
Burr, D. M. ;
Baloga, S. M. .
JOURNAL OF GEOPHYSICAL RESEARCH-PLANETS, 2006, 111 (E6)
[8]   Clustering within rootless cone groups on Iceland and Mars: Effect of nonrandom processes [J].
Bruno, BC ;
Fagents, SA ;
Thordarson, T ;
Baloga, SM ;
Pilger, E .
JOURNAL OF GEOPHYSICAL RESEARCH-PLANETS, 2004, 109 (E7) :E070091-11
[9]   Mesoscale raised rim depressions (MRRDs) on Earth: A review of the characteristics, processes, and spatial distributions of analogs for Mars [J].
Burr, Devon M. ;
Bruno, Barbara C. ;
Lanagan, Peter D. ;
Glaze, Lori S. ;
Jaeger, Windy L. ;
Soare, Richard J. ;
Tseung, Jean-Michel Wan Bun ;
Skinner, James A., Jr. ;
Baloga, Stephen M. .
PLANETARY AND SPACE SCIENCE, 2009, 57 (5-6) :579-596
[10]  
CASHMAN KV, 1994, REV MINERAL, V30, P447