TY - JOUR
T1 - Estimating the standard deviation of soil properties with limited samples through the Bayesian approach
AU - Wang, J. P.
AU - Xu, Yun
N1 - Publisher Copyright:
© 2014, Springer-Verlag Berlin Heidelberg.
PY - 2015/1/1
Y1 - 2015/1/1
N2 - Characterizing the standard deviation of soil properties is important to a geotechnical probabilistic analysis, and the task is usually achieved with sufficient samples. However, sometimes soil samples or soil tests in a project could be limited (e.g., only one sample), making classical statistics approaches less applicable to the estimating. In this technical note, we introduce a new Bayesian algorithm to estimate the standard deviation of soil properties, using limited project-specific samples along with relevant prior information from the literature. In addition to the methodology, a few demonstrations are also given in the paper, to re-evaluate the standard deviation of soil properties with the new algorithm. Like many Bayesian algorithms, the new application could be useful for site characterizations when samples are limited.
AB - Characterizing the standard deviation of soil properties is important to a geotechnical probabilistic analysis, and the task is usually achieved with sufficient samples. However, sometimes soil samples or soil tests in a project could be limited (e.g., only one sample), making classical statistics approaches less applicable to the estimating. In this technical note, we introduce a new Bayesian algorithm to estimate the standard deviation of soil properties, using limited project-specific samples along with relevant prior information from the literature. In addition to the methodology, a few demonstrations are also given in the paper, to re-evaluate the standard deviation of soil properties with the new algorithm. Like many Bayesian algorithms, the new application could be useful for site characterizations when samples are limited.
KW - Limited samples
KW - Soil properties
KW - Standard deviation
KW - The Bayesian approach
UR - http://www.scopus.com/inward/record.url?scp=84922001189&partnerID=8YFLogxK
U2 - 10.1007/s10064-014-0609-5
DO - 10.1007/s10064-014-0609-5
M3 - 期刊論文
AN - SCOPUS:84922001189
SN - 1435-9529
VL - 74
SP - 271
EP - 278
JO - Bulletin of Engineering Geology and the Environment
JF - Bulletin of Engineering Geology and the Environment
IS - 1
ER -