Discriminant-Analysis of Hydrocollapse in Las Vegas Soils
Document Type
Article
Publication Date
1995
Publication Title
Civil Engineering and Environmental Systems
Volume
11
Issue
4
First page number:
307
Last page number:
316
Abstract
In their natural condition, hydrocollapsible soils exhibit considerable strength. As they become wet, they exhibit considerable collapse, even in the absence of an applied load. The severity of this collapse depends on a variety of factors. One would like to be able to predict the severity of collapse from easily measurable properties of the soil - if not with absolute precision, at least in an approximate, probabilistic way. Using a hydrocollapse measurements database compiled from geotechnical reports on various clays, silts and sands found in the Las Vegas area, we apply linear discriminant analysis to determine the dependence of collapse percentage on four properties: moisture content, load, dry density, and depth. Using this analysis, we give a formula which estimates into which of three predetermined collapse ranges a given sample is most likely to fall, either based on all four properties or based on moisture content and dry density alone. We then derive a novel probabilistic classification rule, which estimates the probability that a soil sample falls into a given collapse range. Although quite simple, this rule uses much more of the information provided by discriminant analysis than does simple deterministic classification.
Keywords
Discriminant analysis; Hydrocollapse; Soil mechanics; Soils
Disciplines
Civil and Environmental Engineering | Engineering | Environmental Engineering | Environmental Sciences | Geology
Language
English
Permissions
Use Find in Your Library, contact the author, or interlibrary loan to garner a copy of the item. Publisher policy does not allow archiving the final published version. If a post-print (author's peer-reviewed manuscript) is allowed and available, or publisher policy changes, the item will be deposited.
Repository Citation
Karakouzian, M.,
Goertzel, B.,
Hudyma, N.,
Roullier, P.
(1995).
Discriminant-Analysis of Hydrocollapse in Las Vegas Soils.
Civil Engineering and Environmental Systems, 11(4),
307-316.
http://dx.doi.org/10.1080/02630259508970152