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ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN BEARING CAPACITY OF SHALLOW FOUNDATIONS Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

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Page 1: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

ON SOME ASPECTS OF RELIABILITY

COMPUTATIONS IN BEARING

CAPACITY OF SHALLOW

FOUNDATIONS

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 2: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Some aspects of reliability computations in bearing capacity of shallow foundations

1. Bearing capacity evaluation of shallow foundation accordingly to codes.

2. Examples of reliability analysis basing on bearing capacity evaluations – some parameters studies.

3. The effect reduction of variance due to averaging.4. Averaging of soil properties along slip surfaces.5. Discussion of results. Comparison of one-dimensional

and two-dimensional cases.

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 3: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Spread foundations• The ground resistance on the sides of the

foundation does not contribute significantly to the bearing capacity resistance (pad, strip, raft foundations ).

• Drained resistance according to Eurocode EC7 and Polish Standard PN-81/B-03020. Foundation bases. Static computations and design

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 4: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Bearing capacity resistance Qf

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

++= γγγγ γγ sBiNsiqNsciNLBQ qqqqcccf 2

1

( )

+=

24tantanexp 2 ϕπϕπqN

( ) ϕcot1−= qc NN

( ) ϕγ tan12 −= qNN

,

Bearing capacity factors:

EC7: PN: ( ) ϕγ tan15.1 −= qNN

Page 5: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

BeBB −= LeLL −=

Effective dimensions of the foundation:

Shape coefficients (rectangular shape):

EC7 PN

11

3.01

sin1

−=

−=

+=

q

qqc

q

NNs

s

LBs

LBs

γ

ϕ

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

+=

−=

+=

LBs

LBs

LBs

c

q

3.01

25.01

5.11

γ

Page 6: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Load inclination coefficients(according to DIN 4017 – Orr and Farrel: Geotechnical design to Eurocode 7):

1

tc1

m

q ocLBVHi

+

−=ϕ

H is a horizontal load, V is a vertical load

11

tc1

+

+

−=m

ocLBVHi

ϕγ

ϕtan1

c

qqc N

iii

−−=

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 7: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

+

+

== 1

2

LB

LB

mm B when H acts in the direction of

+

+

== 1

2

BL

BL

mm L when H acts in the direction of

B

L

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 8: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Reliability approach - assumptions

( )nXXX ,...,, 21=X is a vector o basic random variables

gfor the safe state of the structurefor the failure state of the structure

( )x =><

00

NmQg f −= , N is a load acting on foundation

Limit state function

Probability of failure F{g( )<0}

p = f ( )dx

X x x∫

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 9: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Reliability approach - assumptions

( )nXXX ,...,, 21=X is a vector o basic random variables

gfor the safe state of the structurefor the failure state of the structure

( )x =><

00

NmQg f −= , N is a load acting on foundation

Limit state function

Probability of failure F{g( )<0}

p = f ( )dx

X x x∫

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 10: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Reliability approach - assumptions

( )nXXX ,...,, 21=X is a vector o basic random variables

gfor the safe state of the structurefor the failure state of the structure

( )x =><

00

NmQg f −= , N is a load acting on foundation

Limit state function

Probability of failure F{g( )<0}

p = f ( )dx

X x x∫

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 11: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

( )Fp10−Φ−=βReliability index , provided that

21

<Fp

As a computational tool the SORM is utilised

Sensitivity parameters

**

1yyy =∂

∂=

ii y

βα

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 12: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

( )Fp10−Φ−=βReliability index , provided that

21

<Fp

As a computational tool the SORM is utilised

Sensitivity parameters

**

1yyy =∂

∂=

ii y

βα

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 13: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Schematic presentation of the FORM method

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 14: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Shallow strip foundation

1=== γsss qc

Medium sand

Scheme of shallow strip foundation considered in the example

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 15: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Probabilistic characteristic of soil and loads parameters

-0.012lognormal2.25 kNm/m15.0 kNm/mMoment M

-0.055lognormal3.0 kN/m 20.0 kN/mLoad tangent to the base T

-0.205lognormal45.0 kN300 kNAxial load normal to the base N

0,021uniform0.06 m1.00 mGround water level h

nonrandom-24.0 kN/m3Unit weight of foundation material γb

0.024normal0.5889.8 kN/m3Soil Unit weight under water table γ’

0.001normal1.38 kN/m323.0 kN/m3Concrete floor unit weight γp

0.008normal1.092 kN/m318.2 kN/m3Soil Unit weight γ

0.973lognormal4.6o32°Soil friction angle ϕ

SensitivityParameters α

Probability distribution

StandardDeviation σX

Mean valueSoil property

Page 16: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

0.000583.254.0

0.001762.923.6

0.005232.563.2

0.014932.172.8

0.040491.752.4

0.051471.632.3

0.065141.512.2

0.157201.011.8

Probability of failure pF

Reliability index βWidth of foundation b [m]

Selected values of reliability measures obtained in the example

Page 17: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

It turned out that that minimal width necessary to carry the acting load is b = 2.3.

This width corresponds to the value of reliability index β = 1.63, which seems to be rather small.

At same time the ISO 2394 [9] code suggests beta values equal to β = 3.1 for small, β = 3.8 for moderate and β = 4.3 for large failure consequences.

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 18: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

β

B [m]

cov{ϕ} = 0,05

cov{ϕ} = 0,10

cov{ϕ} = 0,15

cov{ϕ} = 0,20

cov{ϕ} = 0,25

Reliability index β versus width of the foundation B and variation coefficient of φ

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 19: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

β

B [m]

Reliability index β versus width of the foundation B for three different probability distribution of φ

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Uniform (rectangular)LognormalNormal

Page 20: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

β

B [m]

ρ = 0,0ρ = 0,3ρ = 0,6

Reliability index β versus width of the foundation B for three different correlation coefficients for φ and γ

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 21: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

β

h [m]

An effect of water table variability h = 0.3 – 1.6 m

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 22: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Cohesive soil

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

sand

clay

Page 23: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

cov{c} = 0,05cov{c} = 0,10cov{c} = 0,15cov{c} = 0,20

cov{ϕ} = 0,05cov{ϕ} = 0,10cov{ϕ} = 0,15cov{ϕ} = 0,20

B [m] B [m]

β β

a) b)

Reliability index β versus width of the foundation B and variation coefficients of φ (a) and c (b)

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 24: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

β

B [m]

ρ(ϕ, c) = -0,8ρ(ϕ, c) = -0,6ρ(ϕ, c) = -0,4ρ(ϕ, c) = -0,2

Reliability index β versus width of the foundation B different correlation coefficients for φ and c

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 25: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Spatial averaging

Assume that a soil property X, which is consider as random, can be described by a stationary random field possessing a covariance

),,(),,( 2 zyxzyxR X ∆∆∆=∆∆∆ ρσ

and denotes its measure (volume).

The spatial averaging, introduces a new random field (moving average random field) defined by the following equation:

3R⊂VLet be a domain V

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 26: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

( )∫∫∫=V

V dxdydzzyxXV

X ,,1

[ ] ( ) 22VAR XVV VX σγσ ==

( ) ( )∫∫=21

21 2222111122211121

,,),,(,,,,,1),(VV

VV zyxdVzyxdVzyxzyxRVV

XXCov

( )∫∞

∆∆=0

22 zdzR

Xσδ ( )∫ ∆∆

∆−=

L

zdzLz

LL

0

12)( ργ

One-dimensional case

( )LLL

γδ∞→

= lim L is the averaging interval

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

!!!

Page 27: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

( )

>∆

≤∆∆

−=∆

δ

δδρ

zdla

zdlaz

z0

12

( )

>∆

≤∆=∆

20

21

1 δ

δ

ρzfor

zforz ( )

>

≤=

241

21

1 δδδ

δ

γLfor

LL

LforL

( )

>

≤−=

δδδ

δδ

γLdla

LL

LdlaL

L

31

31

2

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 28: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

( )

∆−=∆

2

3 expδ

πρ zz

( ) 2

2

3

exp1erf

−+−

=

δπ

δπ

δπ

δπ

γL

LLL

L

Gaussian correlation function

( ) ( )∫ −=t

dxxt0

2exp2erfπ

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 29: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

( )

∆+

∆−=∆∆

2

2

2

14 exp,

ωωρ xzzx

1 2v hδ ω π δ ω π= =

Two-dimensional Gaussian correlation function

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 30: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Example

•Cohesionless soil

•One-dimensional Gaussian correlation function

•δ = 0.8 m, the averaging area (interval) is L = 2B

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 31: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

0

1

2

3

4

5

6

7

8

1,0 1,2 1,4 1,6 1,8 2,0 2,2 2,4 2,6 2,8 3,0 3,2L = 2b [m]

relia

bilit

y in

dex β

z uśrednieniem

bez uśrednienia

With averaging

Without averaging

Reliability indices computed without spatial averaging and with the spatial averaging. For the mentioned width B = 2.3 m β index increases from β = 1.63 to β = 3.83.

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 32: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Example

•Cohesive soil

•One-dimensional Gaussian correlation function

•δ = 1.0 m, the averaging area (interval) is L = 2B

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 33: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

-2-1012345678

1,0 1,2 1,4 1,6 1,8 2,0 2,2 2,4 2,6 2,8 3,0 3,2

B [m]

ββ4

β3

β2

β1

β1: without averaging and without correlationβ2: correlation ρ = -0.6, without averagingβ3: without correlation, with averaging δ = 1.0 mβ4: correlation ρ = -0.6, with averaging δ = 1.0 m

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 34: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Selection of the averaging area

δ [m] δ [m]

Reliability index β as a function of fluctuation scale values for three different variance functions. Fig. a shows results with spatial averaging of averaging size L = 2b. Fig. b shows results with spatial averaging of averaging size L = b.

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 35: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

8.476.863.254.0

7.486.002.923.6

6.435.112.563.2

5.314.172.172.8

4.133.201.752.4

3.832.961.632.3

3.512.711.512.2

2.241.711.011.8

Reliability index βAveraging L = 2b

Reliability index βAveraging L = b

Reliability index βWithout averaging

Width of foundation b [m]

Selection of the averaging area

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 36: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Suggestions

•In order to avoid the loss of uniqueness in reliability computations the averaging area V must be carefully selectedand precisely defined among assumptions for a problem under consideration.

•To get adequate values of variance reduction in bearing capacity problems it is necessary to carry out the spatial averaging along potential slip surfaces associated with a mechanism of failure.

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 37: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Slip lines associated with the Prandtl mechanism

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 38: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

•One-dimensional case (averaging in the vertical direction)

•Two-dimensional case (averaging in both vertical and horizontal dimensions)

•Separable Gaussian covariance function

( )

∆+

∆−=∆∆

2

2

2

1

2 exp,ωω

σ zxzxR X

πωδ =

anisotropic case: 21 ωω ≠

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 39: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

],[)(),(

iii

ii

batfortzztxx

∈==

( ) ( ) ( ) ( ) ( )( )

jijjii

b

ajjii

b

ajiljji

ljill

dtdtdtdz

dtdx

dtdz

dtdx

tztxtztxRll

dldlzxzxRll

XXj

i

i

ii

ji

2222

2211 ,,,1,,,1),Cov(

+

+

×

×== ∫∫∫∫

Assume a parametric representation of the slip line in the form

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 40: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

jijjii

b

a

jib

aji

Xll dtdt

dtdz

dtdx

dtdz

dtdxtztz

llXX

j

j

i

i

ji

22222

1

2 )()(exp),Cov(

+

+

−−= ∫∫ ω

σ

[ ]1,0;24

tan2

)(;22

)( ∈

+=−= tbttzbtbtx ϕπ

One-dimensional averaging with the Gaussian correlation function

The variance of XAB

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 41: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

{ } ( ) ( )

( )∫∫

∫∫

−−=

=+

−−

+

=

1

021

2212

1

221

0

2

1

021

22

2212

1

221

02

2

2

4exp

144

exp24cos4

Var

dtdtttab

dtdtabttabb

X

X

XAB

ωσ

ω

ϕπ

σ

+=

24tan ϕπa

{ }

−+

=

B

B

B

B

B

XAB h

hh

hh

X21

21

221

11

2

experfVar ωω

ωω

πωσ

= exp2bhC

+=

24tan

2ϕπbhB

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 42: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Slip lines associated with the Prandtl mechanism

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 43: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

= ϕπ tan

2exp

2bhC

θθθθ sin),(;2

cos),( rrzbrrx =+−=

( )

++∈=

243;

24;tanexp)( 0

ϕπϕπθϕθθ rr

+−

+

= ϕϕπϕπ

tan24

exp

24cos2

0br

The variance of XCD

The variance of XBC

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 44: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

[ ] ( ) ( ) ( ) ( )

( ) ( )

3 34 2 4 2 2

22 00 1 1 2 22

4 2 4 2

1 2 1 2

Var exp sin exp tan sin exp tan

exp tan exp tan

BC XrX

d d

π ϕ π ϕ

π ϕ π ϕ

σ α θ θ ϕ θ θ ϕω

θ ϕ θ ϕ θ θ

+ +

+ +

= − − ×

×

∫ ∫

( )2

20

1tan2

exp

tan2

exptg

+−

=

ϕπ

ϕϕπ

ϕα

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 45: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

[ ] ( )

( ) 21

1

0

1

0

2212

1

22

212

2

1

0

1

0

2212

1

2

2

2

2

4exp

12

1124

exp24cos4

,Cov

dtdtddtatb

dtdtaba

adbddtatbdb

XX

X

XCDAB

∫ ∫

∫ ∫

−+−=

=++

−+−

+

=

ωσ

ω

ϕπ

σ

+=

24tan ϕπa

= ϕπ tan

2expd

Covariances

[ ] ( )

( ) ( )

+

−+

−−

+

+

−+−

−−−

−=

1111

12

221

22

21

22

21

2

2

212

2erf

2erf

2erf

2erf

4exp1

4exp

4exp2,Cov

ωωωωπωσ

ωωωωσ

abbadbadadbd

ad

bd

abdabdbdab

XX

X

XCDAB

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 46: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

( )( )

( )

234 2 2

122

14 20

sinexp 1 exp tg4 4 2Cov , cos

4 2

exp tg

AB BC X

b a tX X

d dt

π ϕ

π ϕ

θ π ϕθ ϕπ ϕωσ α

θ ϕ θ

+

+

− − − − + × = + ×

∫∫

+−

+

=

ϕϕπϕϕπϕα

tan24

exptan24

3exp

tan1

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 47: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

jijjii

jib

a

jib

aji

X

ll

dtdtdtdz

dtdx

dtdz

dtdxtxtxtztz

ll

XX

j

j

i

i

ji

22222

2

2

1

2 )()(exp

)()(exp

),Cov(

+

+

−−

−−=

=

∫∫ ωωσ

Two-dimensional case with the Gaussian correlation function

{ }

−+

=

B

B

B

B

B

B

B

BB

B

XAB h

hh

hh

X2

02

0

220

00

2

experfVar ωω

ωω

πωσ

+=

24tan

2ϕπbhB 2

122

2

222

21

0 ωωωω

ω+

=a

aB

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 48: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Slip lines associated with the Prandtl mechanism

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 49: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

+=

24tan

2ϕπbhB

21

222

222

21

0 ωωωω

ω+

=a

aB

{ }

−+

=

B

B

B

B

B

B

B

BB

B

XAB h

hh

hh

X2

02

0

220

00

2

experfVar ωω

ωω

πωσ

{ }

−+

=

B

B

B

B

B

XAB h

hh

hh

X21

21

221

11

2

experfVar ωω

ωω

πωσ

102

lim ωωω

=∞→ B

+=

24tan ϕπa

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 50: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

+=

24tan ϕπa

= ϕπ tan

2expd

{ }

−+

=

C

C

C

C

C

C

C

CC

C

XCD h

hh

hh

X20

20

220

00

2

experfVar ωω

ωω

πωσ

21

222

22

21

212

22

2

22

21

0 ωωωω

ωω

ωω

ωa

a

aC +

=+

=

102

lim ωωω

=∞→ C

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 51: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

[ ] ( )[ ( ) ( ) ( )]

( )[ ( ) ( ) ( )] ( ) ( ) 21212

221122

20

2221

243

24

121

20

243

24

02

tanexptanexptanexpcostanexpcos

tanexpsintanexpsinexpVAR

θθϕθϕθϕθθϕθθω

ϕθθϕθθω

ασ

ϕπ

ϕπ

ϕπ

ϕπ

ddr

rX XBC

−×−

−= ∫∫

+

+

+

+

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 52: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

=

24sin 1

0

ϕπbQQ

( )[ ]

( )

+

+

−+

=

24sin2

costanexp

tan24

sin2

11tanexp

24sin2

cos

1

323

21

221

111

ϕπϕϕπ

ϕϕπϕπ

ϕπϕ

c

ccQ

The limit state function

3210 QQQQ ++=

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 53: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

−+

−+=

24sin

24cos

24cos)tanexp()(

1

31

122 ϕπ

ϕϕπϕπϕπγDqQ

−−=

24cos

41 1

31ϕπγQ

The limit state function

( )2

3332313

QQQbQ ++=

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 54: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

( )

−+

−+

+−

×

−+

=

24cos

24sintan3tan

23exp

24cos

24sintan3

24sin4tan912

1122

112

122

232

ϕπϕπϕϕπϕπϕπϕ

ϕπϕ

γQ

−+

=

24sin8

24costan

23expcos

12

31

23

33 ϕπ

ϕϕπϕπϕγQ

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 55: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Medium sand

Example

Cohesionless soil

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 56: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

lognormal45.0 kN300 kNAxial load normal to the base N

nonrandom-24.0 kN/m3

Unit weight of foundation material

γb

nonrandom-23.0 kN/m3

Concrete floor unit weight γp

normal1.092 kN/m318.2 kN/m3

Soil Unit weight γ

lognormal4.6o32°Soil friction angle ϕ

Probability distribution

StandardDeviation σX

Mean value

Parameter

Probabilistic characteristic of parameters considered for numerical analyses – cohesionless soil

δv = 0.8 mApplications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 57: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

2.9172.7312.5762.4442.3302.2302.1422.0641.9941.9301.8721.8191.7701.725

3.9593.8123.6783.5563.4463.3453.2533.1683.0903.0182.9512.8892.8312.777

3.5873.3913.2203.0712.9402.8242.7202.6262.5412.4642.3932.3282.2682.213

4.84.84.84.84.84.84.84.84.84.84.84.84.84.8

1.21.41.61.82.02.22.42.62.83.03.23.43.63.8

3.1112.9162.7562.6182.4982.3952.3032.2172.1432.0742.0111.9601.9081.856

4.0143.8693.7373.6173.5073.4073.3143.2293.1513.0783.0112.9482.8892.835

3.6103.4153.2433.0942.9622.8422.7392.6472.5612.4812.4122.3492.2922.229

4.84.84.84.84.84.84.84.84.84.84.84.84.84.8

1.21.41.61.82.02.22.42.62.83.03.23.43.63.8

CDBCABCDBCAB

SegmentSegment

Reduced standard deviation ϕ [°]

Standard deviationof ϕ [°]

Width of the foundationb [m]

Reduced standard deviation of ϕ [°]

Standard deviationof ϕ [°]

Width of the foundation

b [m]

ω2 = 3ω1One-dimensional

πωδ 1=v πωδ 2=h

Comparison of standard deviations

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 58: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

3.1072.9152.7532.6152.4962.3912.2982.2152.1412.0732.0121.9561.9031.855

4.0073.8623.7303.6103.5013.4003.3083.2233.1453.0723.0052.9422.8842.829

3.6073.4123.2413.0922.9602.8442.7392.6452.5602.4822.4112.3462.2862.230

4.84.84.84.84.84.84.84.84.84.84.84.84.84.8

1.21.41.61.82.02.22.42.62.83.03.23.43.63.8

3,0892,8982,7362,5992,4802,3762,2832,2012,1272,0591,9981,9421,8901,843

4.0033.8583.7263.6063.4963.3963.3033.2183.1403.0673.0002.9382.8792.824

3.6053.4103.2403.0902.9592.8422.7382.6442.5582.4812.4102.3452.2842.228

4.84.84.84.84.84.84.84.84.84.84.84.84.84.8

1.21.41.61.82.02.22.42.62.83.03.23.43.63.8

CDBCABCDBCAB

SegmentSegment

Reduced standard deviation of ϕ [°]

Standard deviationof ϕ [°]

Width of the foundationb [m]

Reduced standard deviation of ϕ [°]

Standard deviationof ϕ [°]

Width of the foundation

b [m]

ω2 = 30ω1ω2 = 10ω1

Comparison of standard deviations

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 59: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

3.1072.9152.7532.6152.4962.3912.2982.2152.1412.0732.0121.9561.9031.855

4.0073.8623.7303.6103.5013.4003.3083.2233.1453.0723.0052.9422.8842.829

3.6073.4123.2413.0922.9602.8442.7392.6452.5602.4822.4112.3462.2862.230

4.84.84.84.84.84.84.84.84.84.84.84.84.84.8

1.21.41.61.82.02.22.42.62.83.03.23.43.63.8

3.1112.9162.7562.6182.4982.3952.3032.2172.1432.0742.0111.9601.9081.856

4.0143.8693.7373.6173.5073.4073.3143.2293.1513.0783.0112.9482.8892.835

3.6103.4153.2433.0942.9622.8422.7392.6472.5612.4812.4122.3492.2922.229

4.84.84.84.84.84.84.84.84.84.84.84.84.84.8

1.21.41.61.82.02.22.42.62.83.03.23.43.63.8

CDBCABCDBCAB

SegmentSegment

Reduced standard deviation of ϕ [°]

Standard deviationof ϕ [°]

Width of the foundationb [m]

Reduced standard deviation of ϕ [°]

Standard deviationof ϕ [°]

Width of the foundation

b [m]

ω2 = 30ω1One-dimensional

Comparison of standard deviations

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 60: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Comparison of correlation coefficients

3.74701E-051.43088E-063.66429E-086.24374E-107.02954E-125.20151E-142.51961E-167.96581E-191.63978E-212.19363E-241.90399E-271.07077E-303.89732E-349.17226E-38

4.30754E-052.83633E-061.29973E-074.11650E-098.97937E-111.34662E-121.38730E-149.81440E-174.76713E-191.58971E-213.63950E-245.72077E-276.17475E-304.57769E-33

4.77876E-023.58498E-022.78413E-022.20502E-021.76622E-021.42342E-021.15013E-029.29340E-037.49600E-036.02630E-034.82360E-033.84080E-033.04100E-032.39130E-03

0.896470.886630.878170.871060.866010.861790.857250.854540.852120.851240.849110,844480.841620.84442

0.365300.336980.314400.296240.281510.269080.258770.250600.243430.237500.232470.227470.223710.22071

5.53350E-024.13260E-023.28861E-022.73803E-022.35114E-022.07034E-021.84270E-021.65867E-021.50881E-021.38416E-021.27558E-021.18205E-021.10017E-021.03310E-02

1.21.41.61.82.02.22.42.62.83.03.23.43.63.8

ρ(φAB, φCD)ρ(φBC, φCD)ρ(φAB, φBC)ρ(φAB, φCD)ρ(φBC, φCD)ρ(φAB, φBC)

ω2 = 3ω1One-dimensional

Correlation coefficientsWidth of the

foundationb [m]

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 61: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Slip lines associated with the Prandtl mechanism

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 62: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

0.7846800.7373650.6889600.6398380.5904430.5412620.4928110.4455870.4000590.3566430.3156820.2774410.2421080.209779

0.316720.278790.247070.219880.196210.175400.156960.140540.125830.112610.100690.089920.080180.07137

5.53572E-024.13126E-023.29574E-022.74770E-022.35903E-022.06753E-021.83940E-021.65543E-021.50365E-021.37618E-021.26758E-021.17397E-021.09243E-021.02078E-02

0.896470.886630.878170.871060.866010.861790.857250.854540.852120.851240.849110,844480.841620.84442

0.365300.336980.314400.296240.281510.269080.258770.250600.243430.237500.232470.227470.223710.22071

5.53350E-024.13260E-023.28861E-022.73803E-022.35114E-022.07034E-021.84270E-021.65867E-021.50881E-021.38416E-021.27558E-021.18205E-021.10017E-021.03310E-02

1.21.41.61.82.02.22.42.62.83.03.23.43.63.8

ρ(φAB, φCD)ρ(φBC, φCD)ρ(φAB, φBC)ρ(φAB, φCD)ρ(φBC, φCD)ρ(φAB, φBC)

ω2 = 30ω1One-dimensional

Correlation coefficientsWidth of the foundation

b [m]

Comparison of correlation coefficients

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 63: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

1 1.5 2 2.5 3 3.5 4

2

4

6

8

10

β5

β6

β7

β8

B1

Reliability indices versus width of the foundation. One-dimensional case.

Particular curves are addressed to the following cases: β5: the friction angle of the subsoil is modelled by single random variable without spatial averaging; β6 : the friction angle of the subsoil is modelled by three independent random variables ϕ1, ϕ2, ϕ3 but spatial averaging is not incorporated; β7 : modelling by three independent random variables ϕ1, ϕ2, ϕ3 with incorporating spatial averaging; β8: three correlated random variables ϕ1, ϕ2, ϕ3 with incorporating spatial averaging.

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 64: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

1

2

3

4

5

6

7

8

9

10

1 1,5 2 2,5 3 3,5 4

b [m]

β9

β10

β11

β12

1

2

3

4

5

6

7

8

9

10

1 1,5 2 2,5 3 3,5 4

b [m]

β13

β14

β15

β16

Reliability indices versus width of the foundation. Cohesionless soil. Two-dimensional case. Particular curves are addressed to the following cases: β9: three independent random variables ϕ1, ϕ2, ϕ3 employed with two-dimensional spatial averaging, where ω2 = 3ω1; β10: three independent random variables ϕ1, ϕ2, ϕ3 involved, with two-dimensional spatial averaging, where ω2 = 10ω1; β11: three independent random variables ϕ1, ϕ2, ϕ3 with two-dimensional spatial averaging, where ω2 = 30ω1; β12 = β7: three independent random variables ϕ1, ϕ2, ϕ3 with one-dimensional spatial averaging;β13: three correlated random variables ϕ1, ϕ2, ϕ3 with two-dimensional spatial averaging, where ω2 = 3ω1; β14: three correlated random variables ϕ1, ϕ2, ϕ3 with two-dimensional spatial averaging, where ω2 = 10ω1; β15: three correlated random variables ϕ1, ϕ2, ϕ3 with two-dimensional spatial averaging, where ω2 = 30ω1; β16 = β8: three correlated random variables ϕ1, ϕ2, ϕ3 incorporated with one-dimensional spatial averaging.

Page 65: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

Example

Cohesive soil

Sandy clay

sand

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 66: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

lognormal50.0 kN500 kNAxial load normal to the base N

nonrandom-24.0 kN/m3Unit weight of foundation material γb

nonrandom-23.0 kN/m3Concrete floor unit weight γp

normal1.092 kN/m318.2 kN/m3Unit weight of sand in the vicinity of foundation γz

normal1.9 kN/m319.0 kN/m3Soil Unit weight γlognormal4.65 kPa 31 kPaCohesion clognormal2.7o18°Soil friction angle ϕ

Probability distribution

StandardDeviation σX

Mean valueParameter

Probabilistic characteristic of parameters considered for numerical analyses – cohesive soil

δv = 1.0 mApplications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 67: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

2.1712.0671.9731.8891.8131.7451.6841.6281.5781.5311.4891.4501.4131.379

2.4702.4062.3422.2772.2142.1542.0952.0401.9861.9351.8871.8411.7971.755

2.3272.2372.1522.0721.9981.9301.8671.8101.7571.7081.6631.6211.5821.546

2.72.72.72.72.72.72.72.72.72.72.72.72.72.7

1.21.41.61.82.02.22.42.62.83.03.23.43.63.8

2.2352.1312.0401.9601.8791.8111.7531.6961.6441.5991.5531.5461.4731.438

2.5732.5342.4932.4502.4072.3642.3212.2792.2382.1992.1612.1252.0902.056

2.3432.2572.1722.0912.0171.9481.8911.8281.7761.7301.6841.6391.6101.564

2.72.72.72.72.72.72.72.72.72.72.72.72.72.7

1.21.41.61.82.02.22.42.62.83.03.23.43.63.8

CDBCABCDBCAB

SegmentSegment

Reduced standard deviation ϕ [°]

Standard deviationof ϕ [°]

Width of the foundationb [m]

Reduced standard deviation of ϕ [°]

Standard deviationof ϕ [°]

Width of the foundation

b [m]

ω2 = 3ω1One-dimensional

Comparison of standard deviations of φ

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 68: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

2.2322.1322.0401.9561.8811.8121.7501.6941.6421.5951.5511.5111.4741.439

2.5732.5332.4922.4492.4052.3612.3182.2762.2352.1952.1572.1212.0852.052

2.3422.2542.1702.0912.0181.9501.8871.8301.7771.7231.6831.6401.6011.564

2.72.72.72.72.72.72.72.72.72.72.72.72.72.7

1.21.41.61.82.02.22.42.62.83.03.23.43.63.8

2.2352.1312.0401.9601.8791.8111.7531.6961.6441.5991.5531.5461.4731.438

2.5732.5342.4932.4502.4072.3642.3212.2792.2382.1992.1612.1252.0902.056

2.3432.2572.1722.0912.0171.9481.8911.8281.7761.7301.6841.6391.6101.564

2.72.72.72.72.72.72.72.72.72.72.72.72.72.7

1.21.41.61.82.02.22.42.62.83.03.23.43.63.8

CDBCABCDBCAB

SegmentSegment

Reduced standard deviation ϕ [°]

Standard deviationof ϕ [°]

Width of the foundationb [m]

Reduced standard deviation of ϕ [°]

Standard deviationof ϕ [°]

Width of the foundation

b [m]

ω2 = 30ω1One-dimensional

Comparison of standard deviations of φ

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 69: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

3.8433.6723.5133.3693.2393.1213.0152.9172.8282.7462.6722.6022.5382.478

4.4314.3634.2924.2174.1424.0673.9933.9203.8493.7813.7153.6523.5913.533

4.0333.8823.7383.6013.4753.3583.2503.1513.0602.9762.8982.8252.7582.694

4.654.654.654.654.654.654.654.654.654.654.654.654.654.65

1.21.41.61.82.02.22.42.62.83.03.23.43.63.8

3.8443.6733.5153.3713.2413.1233.0162.9192.8302.7482.6732.6622.5392.479

4.4314.3644.2934.2204.1454.0713.9973.9253.8553.7873.7223.6593.5993.541

4.0333.8833.7383.6023.4763.3593.2513.1523.0612.9772.8982.8262.7732.695

4.654.654.654.654.654.654.654.654.654.654.654.654.654.65

1.21.41.61.82.02.22.42.62.83.03.23.43.63.8

CDBCABCDBCAB

SegmentSegment

Reduced standard deviation of c [kPa

Standard deviation

of c[kPa]

Width of the foundationb [m]

Reduced standard deviation of c [kPa]

Standard deviation

of c[kPa]

Width of the foundation

b [m]

ω2 = 30ω1One-dimensional

Comparison of standard deviations of c

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 70: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

β

1 1.5 2 2.5 3 3.5 4

2

4

6

8

10

12

β1

β2

β3

β4

B

Reliability indices versus width of the foundation. Cohesive soil. One-dimensional case.

Particular curves are addressed to the following cases: β1: the friction angle φ and the cohesion c of the subsoil are modelled by two independent random variables without spatial averaging; β2 : soil strength parameters are modelled by six independent random variables ϕ1, c1,ϕ2, c2, ϕ3, c3 that corresponds to segments AB, BC i CD of the slip line (ϕ1, c1 corresponds to AB, etc.), but spatial averaging is not incorporated; β3 : soil strength parameters are modelled by six independent random variables ϕ1, c1,ϕ2, c2,ϕ3, c3 that corresponds to segments AB, BC i CD of the slip line (ϕ1, c1 corresponds to AB, etc.) with incorporating spatial averaging; β4: soil strength parameters are modelled by six correlated random variables ϕ1, c1,ϕ2, c2, ϕ3, c3 that corresponds to segments AB, BC i CD of the slip line (ϕ1, c1 corresponds to AB, etc.) with incorporating spatial averaging.

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 71: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

1 1.5 2 2.5 3 3.5 4

2

4

6

8

10

12

β1

β2

β3

β4

B

1 1.5 2 2.5 3 3.5 4

2

4

6

8

10

12

β5

β6

β7

β8

B1

Reliability indices versus width of the foundation. Cohesive soil. Comparison of cases. Fig. a: Independent random variables: β1: ϕ1, c1,ϕ2, c2, ϕ3, c3 with two-dimensional spatial averaging, where ω2 = 3ω1 ; β2: ϕ1, c1,ϕ2, c2, ϕ3, c3 with two-dimensional spatial averaging, where ω2 = 10ω1; β3: ϕ1, c1,ϕ2, c2, ϕ3, c3 with two-dimensional spatial averaging, where ω2 = 30ω1; β4 : ϕ1, c1,ϕ2, c2, ϕ3, c3 with incorporating one-dimensional spatial averaging.Fig. b: Correlated random variables: β5: ϕ1, c1,ϕ2, c2, ϕ3, c3 with two-dimensional spatial averaging, where ω2 = 3ω1; β6: ϕ1, c1,ϕ2, c2, ϕ3, c3 with two-dimensional spatial averaging, where ω2 = 10ω1; β7: ϕ1, c1,ϕ2, c2, ϕ3, c3 with two-dimensional spatial averaging, where ω2 = 30ω1 ; β8 : ϕ1, c1,ϕ2, c2, ϕ3, c3 with incorporating one-dimensional spatial averaging.

Page 72: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

• Remarks• The numerical studies have shown that by incorporating spatial

averaging one can significantly reduce standard deviations of soil strength parameters, which leads to a significant increase in reliability indices (decrease in failure probabilities). This is a step forward in making reliability measures more realistic in the context of well-designed (according to standards) foundations.

• Another important aspect is the correlation of the area of averaging with the potential failure mechanism.

• The results of numerical computations have also demonstrated that for reasonable, from practical point of view, values of horizontal scale of fluctuation (about 10 to 20 times greater than values of vertical fluctuation scale), the reliability measures obtained from two-dimensional averaging are almost the same as those corresponding to one-dimensional averaging. This means that in the case of shallow strip foundations one-dimensional (along the depth) averaging can be sufficient, which simplifies computations and requires a smalleramount of statistical data (vertical fluctuation scale instead of both vertical and horizontal scales).

Applications of Computation Mechanics in Geotechnical Engineering – 5th International Workshop

Page 73: ON SOME ASPECTS OF RELIABILITY COMPUTATIONS IN …

»hank

you

Thank you