2003
DOI: 10.1002/eqe.251
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Identification of soil degradation during earthquake excitations by Bayesian inference

Abstract: SUMMARYA Bayesian inference approach is introduced to identify soil degradation behaviours at four downhole array sites. The approach of inference is based on a parametric time-varying inÿnite impulse response ÿlter model. The approach is shown to be adaptive to the changes of ÿlter parameters and noise amplitudes. Four sites, including the Lotung (Taiwan), Chiba (Japan), Garner Valley (California), and Treasure Island (California) sites with downhole seismic arrays are analysed. Our results show two major typ… Show more

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Cited by 14 publications
(6 citation statements)
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References 24 publications
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“…2(a)-(b)), corresponding to a decrease in shear-wave velocity as large as 2 orders of magnitude. Such softening is consistent with previous findings from shear tests in the laboratory (Vucetic, 1994) and in the field (Holzer et al, 1989;Ching and Glaser, 2003;Wang et al, 2006). Our measurements also showed a large increase in internal friction (Eq.…”
Section: Comparison With Previous Rheology Measurementssupporting
confidence: 93%
“…2(a)-(b)), corresponding to a decrease in shear-wave velocity as large as 2 orders of magnitude. Such softening is consistent with previous findings from shear tests in the laboratory (Vucetic, 1994) and in the field (Holzer et al, 1989;Ching and Glaser, 2003;Wang et al, 2006). Our measurements also showed a large increase in internal friction (Eq.…”
Section: Comparison With Previous Rheology Measurementssupporting
confidence: 93%
“…The degree of degradation and non-recoverable damage is more pronounced in the sandy clay case (experiment #6) than in the soft clay case (experiment #3). This observation is consistent with the conclusion of Ching and Glaser [33].…”
Section: Model Slope Experiments Data Analysissupporting
confidence: 94%
“…These results are compatible to our common understanding of soil degradation behavior. Also, this result is consistent with the results of Chang et al [7], Elgamal et al [8], Glaser and Baise [32], and Ching and Glaser [33]. All of these researchers adapted linear methods and obtained similar results about the degradation of the soil.…”
Section: Vertical Seismic Array Data Analysissupporting
confidence: 93%
“…Shumway and Stauffer, 1982;Ching and Glaser, 2003). The Bayesian probabilistic approach has the following advantages: (1) probabilistic methods have the ability to model system disturbances, (2) system identification problems are usually ill-conditioned.…”
Section: Approach To Structural Data Interpretationmentioning
confidence: 99%