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U.S.-Taiwan Workshop on Soil Liquefaction A Practical Reliability-Based Method for Assessing Soil Liquefaction Potential Jin-Hung Hwang National Central University, Taiwan Outline Previous studies Reliability model Probability density function of CSR Probability density function of CRR Liquefaction probability and safety factor Summary and discussion Previous Studies Haldar and Tang (1975), Fardis and Veneziano (1982), Chameau and Clough (1983), Liao et al. (1988), Youd and Nobel (1997), Toprak et al. (1999) , Juang et al. (2000a,2000b) Some comments Soil parameters and data should be updated. Probabilistic cyclic strength curves without the statistics. Juang’s work is a notable advancement, however ANN is a little unfamiliar to engineers. Reliability Model Based on Seed’85 method Assume CSR and CRR are normal distribution R s 2 R 2 S Pf 1.0 ( ) Probability Density τL τR fL(L) fR(R) S, R Z < 0 , liquefy Z > 0 , non-liquefy βσz fz(z) R s R2 S2 Pf 1.0 ( ) liquefaction probability , Pf σz μZ σz Z Fig.1 Probability density distribution for the liquefaction performance function. Assume CSR and CRR are log-normal distributions Z ln R ln S 2 2 Z ln ln S Pf 1.0 ( ) 1 R ln S 1 1/ 2 2 2 ln( R 1)( S 1) 2 S 2 R 1/ 2 Flow chart of calculation Geological data Earthquake data Earthquake magnitude M and hypocentral distance R Attenuation formula to compute Amax SPT N60 Effective overburden stress v (kg / cm2 ) Magnitude scaling factor M MSF ( ) 1.11 7.5 N1 60 1 v' Fines content KS f (FC) If FC 10 K S 1 .0 N 60 If FC 10 K S 0 .00009 FC 2 0 .0168 FC 0 .841 CSR statistics CSR7.5 0.65 Amax v rd / MSF g v CRR statistics 2 CRR exp[2.63 0.06008( N1 ) 60 0.000507( N1 ) 60 ] CRR 0.604 CSR 0.581 Reliability index ln CSR Z ln CRR 2 Z ln CRR ln2 CSR 2 1 1 / 2 ln CRR CSR 2 CSR CRR 1 1/ 2 2 2 ln( CRR 1)( CSR 1) Liquefaction probability Pf 1 ( ) Information required Mean values and variance coefficients of CSR and CRR Table 2 Mean values and variance coefficients of CSR and CRR Mean value CSR CRR 0.65 v Amax rd MSF ( M ) ' v g 2 exp[ 2.63 0.06008( N1 )60 0.000507( N1 )60 ] Variance coefficient 0.581 0.604 PDF of CSR CSR 0.65 v Amax rd ( z ) / MSF ( M ) a Amax v g 1 ln( CSR) ln(CSR ) 2 f CSR (CSR) exp ( ) 2 2 ln(CSR ) CSR ln(CSR ) 1 5.0 depth = 10m G.W.T. = 5.3m 2 σ v = 20.3 t/m Probability Density 4.0 2 σ ' v = 15.3 t/m r d = 0.899 PGA = 0.28g μ ln(CSR) = -1.757 σ ln(CSR) = 0.677 3.0 2.0 1.0 0.0 0 0.2 0.4 0.6 0.8 1 Cyclic Stress Ratio (CSR ) Fig.2 Calculated probability density function of a soil at a depth of 10 m. PDF of CRR 2 ln( 1 / PL 1) 0 1 ( N1 ) 60cs 2 ( N1 ) 60 cs CSR exp 3 1.0 0.7 P L = 0.99 Table 1 Parameters in the logistic model Parameter β0 β1 β2 β3 Regressed result 10.4 -0.2283 -0.001927 3.8 Cyclic Resistance Ratio (CRR) 0.8 0.9 0.3 0.1 0.5 0.01 0.6 0.4 0.2 0.0 0 10 20 30 40 50 Corrected Blow Count , (N 1)60 Fig.3 Probabilistic cyclic resistance curves regressed by the logistic model. PDF of CRR ab(CRR )b 1 f (CRR ) (1 a(CRR )b ) 2 12 10 Probability Density (N 1)60 = 5 8 The greater (N 1)60 , the greater δ 6 4 CRR (N 1)60 = 30 2 0 0.0 0.2 0.4 0.6 0.8 1.0 Cyclic Resistance Ratio, CRR Fig.4 Probability density function of the soil cyclic resistance ratio. PDF of CRR 2 a exp 0 1 ( N1 ) 60cs 2 ( N1 ) 60 cs b 3 1.0 Mean value 0.8 Cyclic Resistance Ratio (CRR) P L =0.6 0.6 0.4 0.2 Median value (P L =0.5) 0.0 0 10 20 30 40 50 Corrected Blow Count , (N 1)60 Fig.5 Mean and median curves compared with the probabilistic curve of PL=0.6. Liquefaction Probability and Safety Factor 2 1 1/ 2 ln R S2 S R 1 ln( FS ) 0.013 1 / 2 0.7758 ln( R2 1)( S2 1) Pf 1.0 ( ) 1.0 assume δ δ = 0.0 CSR =δ CRR Liquefaction Probability , PL 0.8 0.6 0.4 δ = 1.0 0.2 0.0 0 1 2 3 4 5 6 Safety Factor , FS Fig.7 Relations of liquefaction probability with the safety factor for different variance coefficients. Compared with the safety factor defined by the Seed’85 method 1.0 P L = 0.6 0.5 0.2 Cyclic Resistance Ratio ( CRR) 0.8 (N 1)60=30, PL =0.57, Cr =1.03 0.6 (N 1)60=29, PL =0.30, Cr =1.38 Seed'85 Method 0.4 (N 1)60=8, PL =0.32, Cr =1.35 (N 1)60=28, PL =0.22, Cr =1.55 0.2 (N 1)60=20, PL =0.35, Cr =1.31 (N 1)60=14, PL =0.44, Cr =1.18 0.0 0 10 20 30 40 50 Corrected Blow Count , (N 1)60 Fig.8 Comparison of the probabilistic CRR curves with the empirical curve proposed by Seed’85 method. Compared with Juang’s result 1.0 Juang et al. (2002) Liquefaction Probability , PL 0.8 0.6 Cr = 1.18 Cr = 1.30 0.4 Cr = 1.55 0.2 0.0 0 1 2 3 4 5 Safety Factor , FS Seed Fig.9 Relation of liquefaction probability with the safety factor calculated by Seed’85 method. 6 Parameter Study Influences of ( N1 )60 , Fines Content FC(%), and the ground water table on the liquefaction probability Pf 100% Depth = 8m G.W.T. = 2m FC = 5% Probability Liquefaction 80% 60% 40% 20% 0% 0 10 20 30 40 Corrected Blow Count , (N 1)60 Fig.10(a) Variation of liquefaction probability with (N1)60. Parameter Study Influences of ( N1 )60 , Fines Content FC(%), and the ground water table on the liquefaction probability Pf 100% Depth = 8m G.W.T. = 2 m FC = 5~35% Probability Liquefaction 80% 60% 40% FC = 5% 20% FC = 35% 0% 0 10 20 30 40 Corrected Blow Count , (N 1)60 Fig.10(b) Influence of fines content on liquefaction probability. Parameter Study Influences of ( N1 )60 , Fines Content FC(%), and the ground water table on the liquefaction probability Pf 100% Depth = 8m G.W.T. = 0~6m FC = 5% Probability Liquefaction 80% 60% 40% G.W.T. = 0 m 20% G.W.T. = 6 m 0% 0 10 20 30 40 Corrected Blow Count, (N 1)60 Fig.10(c) Influence of ground water table on liquefaction probability. Application Example Active Hsinhwa fault (12km rupture) 1946 Tainan earthquake Caused extensive liquefaction Design earthquake M 6.8, PGA 0.28g L Result of liquefaction analysis Application Example PL Table 3 Result of liquefaction analysis for the site near the Hsinhwa fault depth (m) Unit weight (t/m3) SPT-N FC (%) Soil classification F.S. (Seed) PL (%) 1.3 1.97 3 73 CL-ML - - 2.8 2.02 6 69 CL-ML - - 4.3 2.00 7 75 CL-ML - - 5.8 1.89 15 82 ML - - 7.3 1.93 6 99 ML - - 8.8 2.01 6 91 CL-ML - - 10.3 1.98 17 33 SM 1.2 35% 11.8 1.95 23 29 SM 1.4 19% 13.3 1.87 18 33 SM 1.2 35% 14.8 1.96 13 14 SM 0.8 62% 16.3 1.95 9 99 CL - - 18.8 2.04 33 25 SM 2.0 6% 19.3 2.19 33 20 SM 1.9 9% Application Example Simplified profile 0 0 10 20 0 30 50 0 100 1 2 3 0 0 0 0 Liquefaction probability , P f Safety factor , FS FC (%) SPT-N 0 PGA = 0.28g ML = 6.8 Seed85 method CL PGA = 0.28g ML = 6.8 5 5 5 5 0.5 5 10 10 depth (m) 10 depth (m) 10 depth (m) depth (m) depth(m) ML 10 SM 15 15 15 15 15 20 20 20 20 CL SM 20 Fig.11 Result of liquefaction analysis for the site near the Hsinhwa fault. 1 Summary and Discussion A simple and practical reliability method for liquefaction analysis was proposed The liquefaction probability is just a probability under a given earthquake event It needs to combine the probability of earthquake occurrence