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STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1

STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

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Page 1: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

STATIC NONLINEAR

ANALYSIS (2/2)

Advanced Earthquake Engineering

CIVIL-706

Instructor:

Lorenzo DIANA, PhD

1

Page 2: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Content

• Capacity curve

• Seismic damage

• Acceleration-Displacement Response Spectrum (ADRS)

• Performance Point

• Large-scale vulnerability assessment

• N2 method reliability and optimization

• Method result confrontation

Static nonlinear analysis 2

Page 3: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Determination of the performance point

Two of the main static non linear methods to determine the performance point (examples covered here)

• Equivalent linearization (FEMA 440) • Improved Spectrum Method of ATC40

• N2 method (equal displacement rule, EC8 approach)

Static nonlinear analysis 3

Page 4: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Equivalent Linearization Method

A little bit of background…

• First introduced in 1970 in a pilot project as a

rapid evaluation tool (Freeman et al. 1975)

• Basis of the simplified analysis methodology in ATC-40 (1996)

• Improved later in FEMA 440 document (2005)

Static nonlinear analysis 4

Page 5: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Equivalent Linearization Method

Based on equivalent linearization.

The displacement demand of a non-linear SDOF system is estimated from the displacement demand of a linear-elastic SDOF system. The elastic SDOF system, referred to as an equivalent system, has a period and a damping ratio larger than those of the initial non-linear system (ATC, 2005).

Static nonlinear analysis

A version of the Capacity-Spectrum Method (CSM) is proposed by ATC (Applied Technology Council, US). This version is based on equivalent linearization. Therefore, the displacement demand of a non-linear SDOF system is estimated from the displacement demand of a linear-elastic SDOF system. The elastic SDOF system, referred to as an equivalent system, has a period and a damping ratio larger than those of the initial non-linear system (ATC, 2005).

5

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Advanced Earthquake Engineering CIVIL-706

Equivalent Linearization

Static nonlinear analysis

Basic equations…

6

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Advanced Earthquake Engineering CIVIL-706

Equivalent Linearization- Performance Point

Static nonlinear analysis

Sou

rce:

FEM

A 4

40

𝑆𝑑 = 𝑆𝑑 𝑇𝑒𝑞; ζ𝑒𝑞 = 𝑆𝑑 𝑇𝑒𝑞; ζ=5% ∙ 𝜂 = 𝑆𝑎 𝑇𝑒𝑞; ζ=5% ∙𝑇𝑒𝑞2

4𝜋2∙ 𝜂

7

Page 8: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Equivalent Linearization- Performance Point

Static nonlinear analysis 8

𝑆𝑑 = 𝑆𝑑 𝑇𝑒𝑞; ζ𝑒𝑞 = 𝑆𝑑 𝑇𝑒𝑞; ζ=5% ∙ 𝜂 = 𝑆𝑎 𝑇𝑒𝑞; ζ=5% ∙𝑇𝑒𝑞2

4𝜋2∙ 𝜂

𝑆𝑑 𝑇𝑒𝑞; ζ𝑒𝑞 Spectral displacement of the equivalent system

𝑇𝑒𝑞 Equivalent period of vibration

ζ𝑒𝑞 Equivalent viscous damping ratio

𝑆𝑑 𝑇𝑒𝑞; ζ=5% Displacement demand of the linear system with 5%-damping elastic

ratio 𝜂 Reduction factor depending from the damping modification factor

𝜂 =1

0.5+10ζ𝑒𝑞

S_d (T_eq;ξ_eq )

𝜂 =1

0.5 + 10 𝜉𝑒𝑞

Page 9: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Equivalent Linearization- Performance Point

Static nonlinear analysis 9

𝑆𝑑 = 𝑆𝑑 𝑇𝑒𝑞; ζ𝑒𝑞 = 𝑆𝑑 𝑇𝑒𝑞; ζ=5% ∙ 𝜂 = 𝑆𝑎 𝑇𝑒𝑞; ζ=5% ∙𝑇𝑒𝑞2

4𝜋2∙ 𝜂

The equivalent period and the equivalent damping ratio are functions of the strength reduction factor of the non-linear SDOF system and, respectively, of the initial period of vibration and of the damping ratio. The various equivalent linear methods differ from each other mainly for functions used to compute 𝑇𝑒𝑞 and ζ𝑒𝑞.

In their work (2008), Lin & Miranda give the equivalent period and the equivalent damping ratio as follows:

𝑇𝑒𝑞 = 1 +𝑚1

𝑇2∙ 𝑅𝜇

1.8 − 1 ∙ 𝑇

ζ𝑒𝑞 = ζ=5% +𝑛1𝑇𝑛2

∙ 𝑅𝜇 − 1

Page 10: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Equivalent Linearization- Performance Point

Static nonlinear analysis 10

𝑆𝑑 = 𝑆𝑑 𝑇𝑒𝑞; ζ𝑒𝑞 = 𝑆𝑑 𝑇𝑒𝑞; ζ=5% ∙ 𝜂 = 𝑆𝑎 𝑇𝑒𝑞; ζ=5% ∙𝑇𝑒𝑞2

4𝜋2∙ 𝜂

𝑇𝑒𝑞 = 1 +𝑚1

𝑇2∙ 𝑅𝜇

1.8 − 1 ∙ 𝑇

ζ𝑒𝑞 = ζ=5% +𝑛1𝑇𝑛2

∙ 𝑅𝜇 − 1

Page 11: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Equivalent Linearization

• Advantages:

– Linear computation

– Use of pushover analysis

• Drawbacks:

– Value of damping

– Not always conservative

Static nonlinear analysis 11

Page 12: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

N2 Method

A little bit of background…

• Started in the mid 1980’s (Fajfar and Fischinger 1987, 1989)

• A variant of the Capacity Spectrum Method (ATC-40)

• Based on inelastic spectra rather than elastic spectra

Static nonlinear analysis 12

Page 13: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706 Static nonlinear analysis 13

N2 Method Procedure

R

Reduction factor

Ductility factor

Page 14: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706 Static nonlinear analysis 14

Page 15: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706 Static nonlinear analysis 15

Page 16: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706 Static nonlinear analysis 16

N2 Method Procedure

Page 17: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706 Static nonlinear analysis 17

N2 Method Procedure

Page 18: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Content

• Capacity curve

• Seismic damage

• Acceleration-Displacement Response Spectrum (ADRS)

• Performance Point

• Large-scale vulnerability assessment

• N2 method reliability and optimization

• Method result confrontation

Static nonlinear analysis 18

Page 19: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Large-scale vulnerability assessment

Steps for large-scale vulnerability assessment:

• Typology of the building stock with structural characteristics

• Distribution of building classes in the area under study

• Vulnerability assessment of each class including variability (probabilistic assessment)

Fragility functions

Static nonlinear analysis 19

Page 20: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Large-scale vulnerability assessment

Steps for large-scale vulnerability assessment:

• Typology of the building stock with structural characteristics

• Distribution of building classes in the area under study

• Vulnerability assessment of each class including variability (probabilistic assessment)

Fragility functions

Static nonlinear analysis 20

Page 21: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Large-scale vulnerability assessment

Empirical methods (e.g. EMS98, GNDT, Risk-UE LM1, Vulneralp) based on damage surveys

• Relationship between intensity and distribution of observed damage grades for structures with a given vulnerability index

Damage Probability Matrix

Static nonlinear analysis 21

Page 22: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Empirical Methods

Empirical methods example

European Macroseismic Scale 98

• Calculate Vulnerability index from vulnerability class

• Structural parameters is only the structure class

Static nonlinear analysis 22

Page 23: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Empirical Methods

EMS 98 (Empirical method):

Static nonlinear analysis

Sou

rce:

Ris

k-U

E 2

00

3

23

Page 24: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Empirical Methods

Static nonlinear analysis 24

Risk-UE LM1 method:

Page 25: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Empirical Methods Risk-UE LM1 method:

Static nonlinear analysis 25

Mean damage grade

Page 26: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Empirical Methods

Static nonlinear analysis

Vulnerability class in downtown Malaga (EMS98)

26

Mean damage of downtown Malaga with I=VI (LM1)

Page 27: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Risk-UE LM1 method : (Rachel de Blaireville, PdM 2016)

Yverdon-les-Bains

Static nonlinear analysis 27

I=VI I=VII

Page 28: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Empirical Methods

Risk-UE LM1 method:

Static nonlinear analysis

Sou

rce:

Ris

k-U

E 2

00

3

28

Page 29: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Mechanical Methods

• AKA as predicted methods (e.g., HAZUS, RISK-UE LM2)

• Based on computation (generally nonlinear static)

• Relation between ground motion and expected distribution of damage grade

Fragility curves

Static nonlinear analysis 29

Page 30: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Mechanical Methods

RISK-UE LM2 method:

Static nonlinear analysis 30

Page 31: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Mechanical Methods RISK-UE LM2 method:

Definition of capacity curves for building typologies

Static nonlinear analysis 31

Page 32: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Mechanical Methods RISK-UE LM2 method:

Definition of capacity curves for building typologies

Definition of damage limit states.

Static nonlinear analysis 32

Page 33: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Mechanical Methods

RISK-UE LM2 method:

Static nonlinear analysis 33

Page 34: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

RISK-UE LM2 method:

Determination of the performance point

Static nonlinear analysis 34

DG2

DG3

DG4

Page 35: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Mechanical Methods

RISK-UE LM2 method:

Static nonlinear analysis 35

Page 36: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706 Static nonlinear analysis 36

Risk-UE LM2 method : (Rachel de Blaireville, PdM 2016)

Yverdon-les-Bains

DG0

DG1

DG2

DG3

DG4 NO

Page 37: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706 Static nonlinear analysis 37

Risk-UE LM2 method : (Lestuzzi et al., 2016)

Method LM2: results for the city of Sion

DG0

DG1

DG2

DG3

DG4

Page 38: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706 Static nonlinear analysis 38

DG0

DG1

DG2

DG3

DG4

Risk-UE LM2 method : (Lestuzzi et al., 2016)

Method LM2: results for the city of Martigny

Page 39: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Mechanical Methods

RISK-UE LM2 method:

Static nonlinear analysis 39

Page 40: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Mechanical Methods

Capacity Curve and Fragility curves

Static nonlinear analysis

Sou

rce:

HA

ZUS

20

03

40

Page 41: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Mechanical Methods

• Independent of observed damage data (only verification)

• Applicable to single buildings (capacity curves)

BUT

• Difficulties to build accurate models for existing buildings (lack of information)

• Capacity curves available only for certain building classes

• Difficulties in estimating variability

Static nonlinear analysis 41

Page 42: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Mechanical Methods

Example of RISK-UE application:

Static nonlinear analysis

Probability of D4 and D5

42

Page 43: STATIC NONLINEAR ANALYSIS (2/2) Advanced Earthquake ...€¦ · ANALYSIS (2/2) Advanced Earthquake Engineering CIVIL-706 Instructor: Lorenzo DIANA, PhD 1 . Advanced Earthquake Engineering

Advanced Earthquake Engineering CIVIL-706

Content

• Capacity curve

• Seismic damage

• Acceleration-Displacement Response Spectrum (ADRS)

• Performance Point

• Large-scale vulnerability assessment

• N2 method reliability and optimization

• Methods results comparison

Static nonlinear analysis 43

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Advanced Earthquake Engineering CIVIL-706

N2 method reliability

Michel C, Lestuzzi P, Lacave C (2014)

• N2 method may lead to overestimation or underestimation of the displacement prediction

• Pointed out the lack of accuracy of the N2 method on the plateau interval

• Important consequences in the results of mechanical model-based assessment of seismic vulnerability at the urban scale

Static nonlinear analysis 44

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Advanced Earthquake Engineering CIVIL-706

N2 method reliability

Methodology

• the methodology used in this study consists in the computation of the non-linear responses of SDOF systems subjected to earthquake records (CONSIDERED AS TRUE VALUES) and in the assessment of the difference between the obtained peak displacement demands and those predicted by N2 method.

Static nonlinear analysis 45

%𝛥𝑇𝑖 =𝐷𝐷𝑁2𝑇𝑖

− 𝐷𝐷𝑁𝐿𝑇𝐻𝐴𝑇𝑖𝐷𝐷𝑁𝐿𝑇𝐻𝐴𝑇𝑖

%.

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Advanced Earthquake Engineering CIVIL-706

N2 method reliability

Example of the method applied

Static nonlinear analysis 46

N2 method prediction NLTHA mean prediction (+ and – standard deviation)

R = Sae / Say

R

R

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Advanced Earthquake Engineering CIVIL-706

N2 method reliability

Non Linear time history analysis (NLTHA)

• The non-linear structural behaviour is described by the modified Takeda hysteretic model. For each EC8 soil class, a set of 12 recordings selected from a database, such as the European Strong Motion Database, and slightly modified to match the corresponding response spectrum, are first developed.

Static nonlinear analysis 47

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Advanced Earthquake Engineering CIVIL-706

N2 method optimization

Selection and modification of 12 earthquakes

Static nonlinear analysis 48

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Advanced Earthquake Engineering CIVIL-706

N2 method reliability

Methodology

• The comparison is performed for the response spectrum of EC8 different soil classes. The SDOF are based on different periods (these corresponding to plateau) and different strength reduction factors (R = [1.5 5.0] and R = [1.5 9.0] with intervals of 0.5)

• The displacement demand derived by non-linear time-history analysis is calculated as the average of the displacements obtained by the 12 seismic recordings selected and is considered as the true value of displacement demand.

Static nonlinear analysis 49

%𝛥𝑇𝑖 =𝐷𝐷𝑁2𝑇𝑖

− 𝐷𝐷𝑁𝐿𝑇𝐻𝐴𝑇𝑖𝐷𝐷𝑁𝐿𝑇𝐻𝐴𝑇𝑖

%.

The N2 method and the NLTHA are compared in the following sections with respect to displacement demand determination, to point out the differences between them. The comparison is performed for the response spectrum of EC8 type 1 and different soil classes. The SDOF are based on different periods (these corresponding to plateau) and different strength reduction factors (R = [1.5 5.0] with intervals of 0.5). The displacement demand derived by non-linear time-history analysis is calculated as the average of the displacements obtained by the 12 seismic recordings selected and is considered as the true value of displacement demand. The difference between the displacement demand provided by the N2 method and time-history analysis is expressed as a percentage of the NLTHA displacement:

EC8 type 1 SOIL class B, Ag= 1.00 m/s2 Tb = 0.15 s Tc = 0.40 s Sea,max = 2.5 m/s2 S = 1 R = 5.0

T N2 [m]

(displacement)

% ΔTi (DDN2 Ti - DDNLTHA Ti) /

DDNLTHA Ti

NLTHA (displacement)

R

- σ average + σ

pla

teau

0.150 0.0049 -18.0% 0.0047 0.0060 0.0073 5.0

0.167 0.0055 -21.2% 0.0054 0.0070 0.0086 5.0

0.182 0.0060 -24.4% 0.0063 0.0080 0.0096 5.0

0.200 0.0067 -23.3% 0.0068 0.0087 0.0106 5.0

0.222 0.0075 -24.3% 0.0078 0.0099 0.0120 5.0

0.250 0.0086 -21.3% 0.0087 0.0109 0.0130 5.0

0.267 0.0092 -21.2% 0.0093 0.0117 0.0141 5.0

0.286 0.0099 -19.6% 0.0097 0.0124 0.0150 5.0

0.308 0.0108 -17.7% 0.0105 0.0131 0.0157 5.0

0.333 0.0118 -15.2% 0.0113 0.0140 0.0166 5.0

0.364 0.0131 -10.2% 0.0118 0.0146 0.0173 5.0

0.400 0.0146 -5.9% 0.0125 0.0155 0.0186 5.0

0.444 0.0165 -3.7% 0.0140 0.0172 0.0203 5.0

0.500 0.0190 3.3% 0.0153 0.0184 0.0216 5.0

T>Tc

0.571 0.0217 4.5% 0.0160 0.0208 0.0256 5.0

0.667 0.0254 2.5% 0.0204 0.0247 0.0291 5.0

0.800 0.0304 1.6% 0.0242 0.0300 0.0358 5.0

1.000 0.0380 1.2% 0.0310 0.0376 0.0442 5.0

% |Δ|(R) 16.4%

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N2 method reliability

Methodology

• The difference between the displacement demand provided by the N2 method and time-history analysis is expressed as a percentage of the NLTHA displacement:

Static nonlinear analysis 50

%𝛥𝑇𝑖 =𝐷𝐷𝑁2𝑇𝑖

− 𝐷𝐷𝑁𝐿𝑇𝐻𝐴𝑇𝑖𝐷𝐷𝑁𝐿𝑇𝐻𝐴𝑇𝑖

%.

The N2 method and the NLTHA are compared in the following sections with respect to displacement demand determination, to point out the differences between them. The comparison is performed for the response spectrum of EC8 type 1 and different soil classes. The SDOF are based on different periods (these corresponding to plateau) and different strength reduction factors (R = [1.5 5.0] with intervals of 0.5). The displacement demand derived by non-linear time-history analysis is calculated as the average of the displacements obtained by the 12 seismic recordings selected and is considered as the true value of displacement demand. The difference between the displacement demand provided by the N2 method and time-history analysis is expressed as a percentage of the NLTHA displacement:

EC8 type 1 SOIL class B, Ag= 1.00 m/s2 Tb = 0.15 s Tc = 0.40 s Sea,max = 2.5 m/s2 S = 1 R = 5.0

T N2 [m]

(displacement)

% ΔTi (DDN2 Ti - DDNLTHA Ti) /

DDNLTHA Ti

NLTHA (displacement)

R

- σ average + σ

pla

teau

0.150 0.0049 -18.0% 0.0047 0.0060 0.0073 5.0

0.167 0.0055 -21.2% 0.0054 0.0070 0.0086 5.0

0.182 0.0060 -24.4% 0.0063 0.0080 0.0096 5.0

0.200 0.0067 -23.3% 0.0068 0.0087 0.0106 5.0

0.222 0.0075 -24.3% 0.0078 0.0099 0.0120 5.0

0.250 0.0086 -21.3% 0.0087 0.0109 0.0130 5.0

0.267 0.0092 -21.2% 0.0093 0.0117 0.0141 5.0

0.286 0.0099 -19.6% 0.0097 0.0124 0.0150 5.0

0.308 0.0108 -17.7% 0.0105 0.0131 0.0157 5.0

0.333 0.0118 -15.2% 0.0113 0.0140 0.0166 5.0

0.364 0.0131 -10.2% 0.0118 0.0146 0.0173 5.0

0.400 0.0146 -5.9% 0.0125 0.0155 0.0186 5.0

0.444 0.0165 -3.7% 0.0140 0.0172 0.0203 5.0

0.500 0.0190 3.3% 0.0153 0.0184 0.0216 5.0

T>Tc

0.571 0.0217 4.5% 0.0160 0.0208 0.0256 5.0

0.667 0.0254 2.5% 0.0204 0.0247 0.0291 5.0

0.800 0.0304 1.6% 0.0242 0.0300 0.0358 5.0

1.000 0.0380 1.2% 0.0310 0.0376 0.0442 5.0

% |Δ|(R) 16.4%

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N2 method reliability

Example of the method applied

Static nonlinear analysis 51

N2 method prediction NLTHA mean prediction (+ and – standard deviation)

R = Sae / Say

R

R

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N2 method reliability

Static nonlinear analysis 52

%𝛥𝑇𝑖 =𝐷𝐷𝑁2𝑇𝑖

− 𝐷𝐷𝑁𝐿𝑇𝐻𝐴𝑇𝑖𝐷𝐷𝑁𝐿𝑇𝐻𝐴𝑇𝑖

%.

The N2 method and the NLTHA are compared in the following sections with respect to displacement demand determination, to point out the differences between them. The comparison is performed for the response spectrum of EC8 type 1 and different soil classes. The SDOF are based on different periods (these corresponding to plateau) and different strength reduction factors (R = [1.5 5.0] with intervals of 0.5). The displacement demand derived by non-linear time-history analysis is calculated as the average of the displacements obtained by the 12 seismic recordings selected and is considered as the true value of displacement demand. The difference between the displacement demand provided by the N2 method and time-history analysis is expressed as a percentage of the NLTHA displacement:

EC8 type 1 SOIL class B, Ag= 1.00 m/s2 Tb = 0.15 s Tc = 0.40 s Sea,max = 2.5 m/s2 S = 1 R = 5.0

T N2 [m]

(displacement)

% ΔTi (DDN2 Ti - DDNLTHA Ti) /

DDNLTHA Ti

NLTHA (displacement)

R

- σ average + σ p

late

au

0.150 0.0049 -18.0% 0.0047 0.0060 0.0073 5.0

0.167 0.0055 -21.2% 0.0054 0.0070 0.0086 5.0

0.182 0.0060 -24.4% 0.0063 0.0080 0.0096 5.0

0.200 0.0067 -23.3% 0.0068 0.0087 0.0106 5.0

0.222 0.0075 -24.3% 0.0078 0.0099 0.0120 5.0

0.250 0.0086 -21.3% 0.0087 0.0109 0.0130 5.0

0.267 0.0092 -21.2% 0.0093 0.0117 0.0141 5.0

0.286 0.0099 -19.6% 0.0097 0.0124 0.0150 5.0

0.308 0.0108 -17.7% 0.0105 0.0131 0.0157 5.0

0.333 0.0118 -15.2% 0.0113 0.0140 0.0166 5.0

0.364 0.0131 -10.2% 0.0118 0.0146 0.0173 5.0

0.400 0.0146 -5.9% 0.0125 0.0155 0.0186 5.0

0.444 0.0165 -3.7% 0.0140 0.0172 0.0203 5.0

0.500 0.0190 3.3% 0.0153 0.0184 0.0216 5.0

T>Tc

0.571 0.0217 4.5% 0.0160 0.0208 0.0256 5.0

0.667 0.0254 2.5% 0.0204 0.0247 0.0291 5.0

0.800 0.0304 1.6% 0.0242 0.0300 0.0358 5.0

1.000 0.0380 1.2% 0.0310 0.0376 0.0442 5.0

% |Δ|(R) 16.4%

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N2 method reliability

Static nonlinear analysis 53

%𝛥𝑇𝑖 =𝐷𝐷𝑁2𝑇𝑖

− 𝐷𝐷𝑁𝐿𝑇𝐻𝐴𝑇𝑖𝐷𝐷𝑁𝐿𝑇𝐻𝐴𝑇𝑖

%.

The N2 method and the NLTHA are compared in the following sections with respect to displacement demand determination, to point out the differences between them. The comparison is performed for the response spectrum of EC8 type 1 and different soil classes. The SDOF are based on different periods (these corresponding to plateau) and different strength reduction factors (R = [1.5 5.0] with intervals of 0.5). The displacement demand derived by non-linear time-history analysis is calculated as the average of the displacements obtained by the 12 seismic recordings selected and is considered as the true value of displacement demand. The difference between the displacement demand provided by the N2 method and time-history analysis is expressed as a percentage of the NLTHA displacement:

Soil B – Difference in percentage (vertical axis) between NLTHA average displacement and N2 method (thin dashed black line). The two mirrored thick black lines show the standard deviation of the 12 seismic recordings

ADD COMMENTS

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N2 method reliability

Static nonlinear analysis 54

%𝛥𝑇𝑖 =𝐷𝐷𝑁2𝑇𝑖

− 𝐷𝐷𝑁𝐿𝑇𝐻𝐴𝑇𝑖𝐷𝐷𝑁𝐿𝑇𝐻𝐴𝑇𝑖

%.

The N2 method and the NLTHA are compared in the following sections with respect to displacement demand determination, to point out the differences between them. The comparison is performed for the response spectrum of EC8 type 1 and different soil classes. The SDOF are based on different periods (these corresponding to plateau) and different strength reduction factors (R = [1.5 5.0] with intervals of 0.5). The displacement demand derived by non-linear time-history analysis is calculated as the average of the displacements obtained by the 12 seismic recordings selected and is considered as the true value of displacement demand. The difference between the displacement demand provided by the N2 method and time-history analysis is expressed as a percentage of the NLTHA displacement:

EC8 type 1 SOIL class B, Ag= 1.00 m/s2 Tb = 0.15 s Tc = 0.40 s Sea,max = 2.5 m/s2 S = 1 R = 5.0

T N2 [m]

(displacement)

% ΔTi (DDN2 Ti - DDNLTHA Ti) /

DDNLTHA Ti

NLTHA (displacement)

R

- σ average + σ p

late

au

0.150 0.0049 -18.0% 0.0047 0.0060 0.0073 5.0

0.167 0.0055 -21.2% 0.0054 0.0070 0.0086 5.0

0.182 0.0060 -24.4% 0.0063 0.0080 0.0096 5.0

0.200 0.0067 -23.3% 0.0068 0.0087 0.0106 5.0

0.222 0.0075 -24.3% 0.0078 0.0099 0.0120 5.0

0.250 0.0086 -21.3% 0.0087 0.0109 0.0130 5.0

0.267 0.0092 -21.2% 0.0093 0.0117 0.0141 5.0

0.286 0.0099 -19.6% 0.0097 0.0124 0.0150 5.0

0.308 0.0108 -17.7% 0.0105 0.0131 0.0157 5.0

0.333 0.0118 -15.2% 0.0113 0.0140 0.0166 5.0

0.364 0.0131 -10.2% 0.0118 0.0146 0.0173 5.0

0.400 0.0146 -5.9% 0.0125 0.0155 0.0186 5.0

0.444 0.0165 -3.7% 0.0140 0.0172 0.0203 5.0

0.500 0.0190 3.3% 0.0153 0.0184 0.0216 5.0

T>Tc

0.571 0.0217 4.5% 0.0160 0.0208 0.0256 5.0

0.667 0.0254 2.5% 0.0204 0.0247 0.0291 5.0

0.800 0.0304 1.6% 0.0242 0.0300 0.0358 5.0

1.000 0.0380 1.2% 0.0310 0.0376 0.0442 5.0

% |Δ|(R) 16.4%

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N2 method reliability

Global discrepancy for soil classes

• The global variance in the displacement demand determination for the plateau set of values of the periods has been carried out for each EC8 soil class. This value has been provided for each strength reduction factor (R) in the studied interval. It is expressed as the average of the absolute value of the single per cent differences for each period corresponding to the plateau:

Static nonlinear analysis 55

% 𝛥 𝑅 =1

𝑡 % 𝛥 𝑇𝑖

𝑡

𝑖=1

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N2 method reliability

Static nonlinear analysis 56

Per cent variance in absolute value expressed for each strength reduction factor (R)

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N2 method reliability

Global discrepancy for soil classes

Static nonlinear analysis 57

17.90%

SOIL A SOIL B SOIL C SOIL D

15.72% 16.26% 16.39% 23.24%

SOIL A SOIL B SOIL C SOIL D

R = 1.5 22.07% 30.90% 30.87% 41.71%

R = 2.0 18.03% 29.14% 32.67% 45.31%

R = 2.5 6.03% 16.47% 19.00% 31.86%

R = 3.0 5.55% 7.72% 7.88% 14.61%

R = 3.5 12.50% 6.07% 3.86% 7.13%

R = 4.0 17.59% 9.82% 8.98% 10.76%

R = 4.5 20.98% 13.57% 12.75% 15.27%

R = 5.0 22.98% 16.43% 15.11% 19.23%

Formula N2

𝑆𝑑 =𝑆𝑑𝑒𝑅

∙ 𝑅 − 1 ∙𝑇 𝑇+ 1

% 𝑅

%

% 𝑇 𝑇

% 𝛥 =1

𝑟 % 𝛥 𝑅𝑘

𝑟

𝑘=1

% 𝛥 𝑅 =1

𝑡 % 𝛥 𝑇𝑖

𝑡

𝑖=1

%𝛥𝑇𝑖 =𝐷𝐷𝑁2𝑇𝑖

− 𝐷𝐷𝑁𝐿𝑇𝐻𝐴𝑇𝑖𝐷𝐷𝑁𝐿𝑇𝐻𝐴𝑇𝑖

%.

% 𝛥 𝑇 𝑇 =1

𝑠 % 𝛥 𝑘

𝑠

𝑘=1

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N2 method optimization

Optimization approach for new formulas

Two main optimizations:

• 1 variable optimization: α1 = 1; α2 = 1; the formula has been optimized with respect only to β;

• 3 variable optimization: α1 , α2 and β have been considered as optimization variables.

Static nonlinear analysis 58

𝑆𝑑 =𝑆𝑑𝑒𝑅𝛼1

∙𝑅

𝛼2 − 1

𝛽

∙𝑇𝐶𝑇+ 1

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N2 method optimization

Optimization approach for new formulas (Manno A)

Definition of the single error

Definition of the global error function

Minimization objective

Static nonlinear analysis 59

𝑆𝑑 =𝑆𝑑𝑒𝑅𝛼1

∙𝑅

𝛼2 − 1

𝛽

∙𝑇𝐶𝑇+ 1

𝑒 𝑠𝑅𝑟𝑇𝑡 𝛼1, 𝛼2, 𝛽 = |𝐷𝐹 𝑠𝑅𝑟𝑇𝑡 𝛼1, 𝛼2, 𝛽 − 𝐷𝑆 𝑠𝑅𝑟𝑇𝑡|

| 𝐷𝑆 𝑠𝑅𝑟𝑇𝑡|

𝐸 𝛼1, 𝛼2, 𝛽 = 𝑒𝑇

𝑡=1𝑅𝑟=1 𝑠𝑅𝑟𝑇𝑡

𝛼1, 𝛼2, 𝛽 𝑠=1

𝑆 ∗ 𝑅 ∗ 𝑇

min𝛼1,𝛼2,𝛽∈ℜ

𝐸 𝛼1, 𝛼2, 𝛽

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N2 method optimization

1 variable optimization

Static nonlinear analysis 60

𝑆𝑑 =𝑆𝑑𝑒𝑅

∙ 𝑅 − 1 1.13 ∙𝑇𝐶𝑇+ 1

17.90%

SOIL A SOIL B SOIL C SOIL D

15.72% 16.26% 16.39% 23.24%

SOIL A SOIL B SOIL C SOIL D

R = 1.5 22.07% 30.90% 30.87% 41.71%

R = 2.0 18.03% 29.14% 32.67% 45.31%

R = 2.5 6.03% 16.47% 19.00% 31.86%

R = 3.0 5.55% 7.72% 7.88% 14.61%

R = 3.5 12.50% 6.07% 3.86% 7.13%

R = 4.0 17.59% 9.82% 8.98% 10.76%

R = 4.5 20.98% 13.57% 12.75% 15.27%

R = 5.0 22.98% 16.43% 15.11% 19.23%

Formula N2

𝑆𝑑 =𝑆𝑑𝑒𝑅

∙ 𝑅 − 1 ∙𝑇 𝑇+ 1

% 𝑅

%

% 𝑇 𝑇

β* 1.13

15.78%

SOIL A SOIL B SOIL C SOIL D

10.65% 14.99% 15.79% 21.67%

SOIL A SOIL B SOIL C SOIL D

R = 1.5 17.29% 25.33% 25.37% 35.15%

R = 2.0 18.03% 29.14% 32.67% 45.31%

R = 2.5 9.30% 21.11% 23.72% 37.35%

R = 3.0 3.49% 13.86% 15.85% 22.17%

R = 3.5 5.13% 8.92% 8.71% 10.98%

R = 4.0 8.96% 6.76% 5.34% 6.26%

R = 4.5 10.93% 6.79% 6.37% 7.13%

R = 5.0 12.07% 8.04% 8.30% 9.02%

Formula Optimization (exp β)

% 𝑇 𝑇

%

% 𝑅

𝑆𝑑 =𝑆𝑑𝑒𝑅

∙ 𝑅 − 1 𝛽 ∙𝑇 𝑇+ 1

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N2 method optimization

1 variable optimization

OPTexp1.13 (R=[1.5 5.0])

OPTexp1.16 (R=[1.5 9.0])

Static nonlinear analysis 61

𝑆𝑑 =𝑆𝑑𝑒𝑅

∙ 𝑅 − 1 1.13 ∙𝑇𝐶𝑇+ 1

𝑆𝑑 =𝑆𝑑𝑒𝑅

∙ 𝑅 − 1 1.16 ∙𝑇𝐶𝑇+ 1

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N2 method optimization

3 variable optimization

Static nonlinear analysis 62

𝑆𝑑 =𝑆𝑑𝑒𝑅

1.48

∙𝑅

1.45− 1

1.35

∙𝑇𝐶𝑇+ 1

α1* 1.48

α2* 1.45

β* 1.35

6.90%

SOIL A SOIL B SOIL C SOIL D

7.97% 6.91% 5.24% 7.46%

SOIL A SOIL B SOIL C SOIL D

R = 1.5 3.01% 1.59% 3.96% 3.23%

R = 2.0 4.71% 7.27% 4.02% 7.04%

R = 2.5 7.34% 7.30% 3.16% 11.25%

R = 3.0 9.10% 6.96% 2.95% 8.67%

R = 3.5 9.46% 7.24% 4.11% 7.08%

R = 4.0 10.04% 7.95% 5.81% 7.21%

R = 4.5 9.92% 8.29% 7.80% 7.43%

R = 5.0 10.22% 8.69% 10.12% 7.81%

for R<1.45;

Sd=Sd (opt1.13)

Condition

Formula optimization 3 variables (α1;α2;β)

𝑆𝑑 =𝑆𝑑𝑒𝑅 1

∙𝑅

2− 1

𝛽

∙𝑇 𝑇+ 1

% 𝑅

% 𝑇 𝑇

%

17.90%

SOIL A SOIL B SOIL C SOIL D

15.72% 16.26% 16.39% 23.24%

SOIL A SOIL B SOIL C SOIL D

R = 1.5 22.07% 30.90% 30.87% 41.71%

R = 2.0 18.03% 29.14% 32.67% 45.31%

R = 2.5 6.03% 16.47% 19.00% 31.86%

R = 3.0 5.55% 7.72% 7.88% 14.61%

R = 3.5 12.50% 6.07% 3.86% 7.13%

R = 4.0 17.59% 9.82% 8.98% 10.76%

R = 4.5 20.98% 13.57% 12.75% 15.27%

R = 5.0 22.98% 16.43% 15.11% 19.23%

Formula N2

𝑆𝑑 =𝑆𝑑𝑒𝑅

∙ 𝑅 − 1 ∙𝑇 𝑇+ 1

% 𝑅

%

% 𝑇 𝑇

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N2 method optimization

1 variable optimization

OPT3varA ( R=[1.5 5.0] )

OPT3varB ( R=[1.5 9.0] )

Static nonlinear analysis 63

𝑆𝑑 =𝑆𝑑𝑒𝑅

1.48

∙𝑅

1.45− 1

1.35

∙𝑇𝐶𝑇+ 1

𝑆𝑑 =𝑆𝑑𝑒𝑅

1.38

∙𝑅

1.38− 1

1.28

∙𝑇𝐶𝑇+ 1

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N2 method optimization

Static nonlinear analysis 64

Soil B – Difference in percentage (vertical axis) between NLTHA average displacement and the optimized formulas. The two mirrored thick black lines show the standard deviation of the 12 seismic recordings

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N2 method optimization

Static nonlinear analysis 65

Soil D – Difference in percentage (vertical axis) between NLTHA average displacement and the optimized formulas. The two mirrored thick black lines show the standard deviation of the 12 seismic recordings

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N2 method optimization

Static nonlinear analysis 66

Trend of the N2 formula (black line) and the optimized formulas in the average discrepancy for the different R-values with the NLTHA results

R=1.5:5.0 R=1.5:9.0

N2 17.90% 20.80%

OPT exp1.13 15.78% 14.34%

OPT exp1.16 16.04% 13.86%

OPT 3varA 6.91% 9.56%

OPT 3varB 7.29% 8.19%

OPT 3varC 6.97% 9.44%

% 𝑇 𝑇

Total average discrepancies for N2 formula and for optimized formulas

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Content

• Capacity curve

• Seismic damage

• Acceleration-Displacement Response Spectrum (ADRS)

• Performance Point

• Large-scale vulnerability assessment

• N2 method reliability and optimization

• Methods results comparison

Static nonlinear analysis 67

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Simplified seismic demand determination confrontation

• N2 method

• Lin&Miranda

• N2 optimization

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Methods results comparison

Static nonlinear analysis 68

𝑆𝑑 =

𝑆𝑑𝑒𝑅𝜇

∙ 𝑅𝜇 − 1 ∙𝑇𝐶𝑇+ 1 𝑇 < 𝑇𝐶 𝑎𝑛𝑑 𝑅𝜇 > 1

𝑆𝑑 = 𝑆𝑑𝑒 𝑇 ≥ 𝑇𝐶 𝑜𝑟 𝑅𝜇 ≤ 1

𝑆𝑑 = 𝑆𝑎 𝑇𝑒𝑞; 𝜉=5% ∙𝑇𝑒𝑞2

4𝜋2∙ 𝜂 2

Sd = SdeRμ1.48

∙Rμ

1.45− 1

1.35

∙TCT+ 1 𝑇 < TC 𝑎𝑛𝑑 Rμ > 1

Sd = Sde 𝑇 ≥ TC 𝑜𝑟 Rμ ≤ 1

6

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Test cities: SION and MARTIGNY

The accuracy of damage prediction linked to the investigated displacement demand determination methods is tested on two typical Swiss cities (Sion and Martigny) in moderate seismicity area.

These tests provide realistic building stock distributions and seismic conditions (microzone studies available).

Tests are related to the damage distribution and have been carried out on the EC8 soil class C and on microzones.

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Methods results comparison

Static nonlinear analysis 69

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Test cities: SION and MARTIGNY

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Methods results comparison

Static nonlinear analysis 70

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Introduction specific typologies for Swiss buildings

A1 unreinforced masonry (URM) buildings with a basement floor in reinforced concrete (RC)

A2 mixed URM-RC buildings

B2 buildings with RC pillars in the base floor

C buildings with RC shear walls

D2 buildings with URM shear walls

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Methods results comparison

Static nonlinear analysis 71

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Distribution

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Methods results comparison

Static nonlinear analysis 72

Sion Martigny

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Distribution

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Methods results comparison

Static nonlinear analysis 73

Sion Martigny

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Non linear time history analysis

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Methods results comparison

Static nonlinear analysis 74

Methodology

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Advanced Earthquake Engineering CIVIL-706

Methods results comparison

Static nonlinear analysis 75

N2 method Methodology

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Methods results comparison

Static nonlinear analysis 76

Lin&Miranda Methodology

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Methods results comparison

Static nonlinear analysis 77

N2 optimization Methodology

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Performance point: SION and MARTIGNY – soil class C

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Methods results comparison

Static nonlinear analysis 78

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Performance point: SION and MARTIGNY – soil class C

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Methods results comparison

Static nonlinear analysis 79

3 4 5 6 7 8 9 3 4 5 6 7 8 9 3 4 5 6 7 8 9

A1 114% 60% 33% 12% 2% 0% 4% A1 26% -1% -3% -4% 2% 3% 15% A1 97% -2% -1% -4% -4% -5% 16%

A2 52% 42% 44% 33% 16% 9% 5% A2 -1% -2% 5% 5% 0% 2% 7% A2 43% 34% -1% 0% -6% -6% -4%

C 14% 3% 1% 11% 16% 11% 15% C -3% 5% 9% 17% 20% 15% 18% C -4% -4% 3% 20% 16% 16% 15%

D2 39% 20% 5% -2% -1% 1% - D2 -4% -3% 0% 8% 11% 11% - D2 2% -1% -4% -3% 4% 6% -

N2 method Lin&Miranda N2 OPT

Sion - EC8 Soil Class C Sion - EC8 Soil Class C Sion - EC8 Soil Class C

3 4 5 6 7 8 9 3 4 5 6 7 8 9 3 4 5 6 7 8 9

A1 125% 51% 19% 6% -4% - - A1 24% -2% -6% 0% 6% - - A1 15% 2% -2% -2% -4% - -

A2 52% 48% 28% 11% 4% 4% - A2 -1% 5% 2% -1% 2% 11% - A2 43% 1% -1% -6% -6% -2% -

C - 9% 8% 8% 9% 12% - C - -1% 8% 12% 10% 11% - C - -9% -4% 1% 7% 12% -

D2 39% 13% 1% -3% 2% 0% - D2 -4% -5% 2% 12% 9% 15% - D2 2% -3% -3% 0% 5% 13% -

N2 method Lin&Miranda N2 OPT

Martigny - EC8 Soil Class C Martigny - EC8 Soil Class C Martigny - EC8 Soil Class C

Per cent differences of performance points prediction of the three methods analysed with the NLTHA prediction.

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Performance point: SION and MARTIGNY – microzones

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Methods results comparison

Static nonlinear analysis 80

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Performance point: SION and MARTIGNY – microzones

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Methods results comparison

Static nonlinear analysis 81

3 4 5 6 7 8 9 3 4 5 6 7 8 9 3 4 5 6 7 8 9

A1 - - 93% 59% 50% 13% - A1 - - -7% 0% -14% -10% - A1 - - 0% 11% -6% -3% -

A2 60% 50% 54% 51% - 26% 23% A2 2% 1% 0% 1% - -4% 0% A2 47% 37% 45% -2% - -5% -1%

C 48% - 10% -1% -1% 6% 0% C 0% - 2% 3% 15% 4% 8% C 7% - 1% -3% 3% 0% -1%

D2 69% 45% 15% 7% 5% 5% - D2 -7% -8% -16% -11% -2% 0% - D2 3% 3% -7% - - 0% -

3 4 5 6 7 8 9 3 4 5 6 7 8 9 3 4 5 6 7 8 9

A1 - 85% 44% 16% -14% -15% -24% A1 - -2% -11% -16% -28% -25% 17% A1 - 3% 2% -5% -22% -21% -16%

A2 80% 59% 57% 43% - 2% -7% A2 3% -3% -1% -3% - -18% -19% A2 65% 49% -3% -1% - -17% -19%

C 20% -11% -17% -18% -17% -15% -17% C -14% -23% -14% -6% -4% 11% 2% C -5% -20% -18% -14% -7% -14% -11%

D2 60% 34% -12% -17% - -20% - D2 -7% -9% -29% -23% - -14% - D2 10% 5% -22% -20% - -18% -

3 4 5 6 7 8 9 3 4 5 6 7 8 9 3 4 5 6 7 8 9

A1 198% 82% 43% 10% 0% - - A1 27% -9% -12% -18% -11% - - A1 23% 15% 13% -1% -1% - -

A2 105% 88% 54% 43% 17% - - A2 4% 0% -9% -6% -14% - - A2 8% 2% 1% 6% -4% - -

C 15% 5% 8% 10% 15% 14% 11% C -16% -6% 18% 39% 65% 32% 45% C 0% 3% 14% 25% 37% 24% 27%

D2 46% 21% 1% 0% 4% - - D2 -14% -16% -15% -1% 20% - - D2 14% 5% -2% 5% 16% - -

Sion - MA3 Sion - MA3Sion - MA3

N2 method Lin&Miranda N2 OPT

Sion - MA1

Sion - MA2

Sion - MA1 Sion - MA1

Sion - MA2 Sion - MA2

Summary of the results obtained for the microzones of Sion. On the left, the per cent differences between N2 method displacement demand and the NLTHA average value; on the middle the Lin & Miranda method results; on the right the N2 OPT method. Values outside of one standard deviation are bold face

Per cent differences of performance points prediction of the three methods analysed with the NLTHA prediction (Sion microzone MA1, MA2, MA3)

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Performance point: SION and MARTIGNY – microzones

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Methods results comparison

Static nonlinear analysis 82

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Performance point: SION and MARTIGNY – microzones

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Methods results comparison

Static nonlinear analysis 83

3 4 5 6 7 8 9 3 4 5 6 7 8 9 3 4 5 6 7 8 9

A1 97% 46% 16% -2% -1% - - A1 9% -6% -9% -8% 9% - - A1 1% -1% -6% -11% -2% - -

A2 - 45% - 3% 4% - - A2 - 3% - -8% 2% - - A2 - -1% - -15% -7% - -

C - 7% - - 13% 6% - C - -3% - - 14% 6% - C - -13% - - 10% 6% -

D2 40% 4% -4% 3% 1% 1% - D2 -3% -12% -3% 21% 35% 36% - D2 3% -12% -10% 5% 9% 9% -

3 4 5 6 7 8 9 3 4 5 6 7 8 9 3 4 5 6 7 8 9

A1 45% 10% -4% -10% -2% - - A1 -5% -2% 12% 29% 70% - - A1 -4% -6% -5% -3% 12% - -

A2 35% 14% 7% -1% 1% 4% - A2 0% 2% 14% 11% 9% 10% - A2 -6% -6% -1% -2% 5% 4% -

C - 5% 7% 6% 8% 7% - C - 12% 9% 8% 8% 6% - C - 1% 6% 6% 7% 6% -

D2 4% -5% -8% -1% -1% 0% - D2 1% 16% 9% 15% 12% 10% - D2 -6% -3% 3% 15% -1% 0% -

Martigny - MM2 Martigny - MM2 Martigny - MM2

Martigny - MM3 Martigny - MM3 Martigny - MM3

N2 method Lin&Miranda N2 OPT

Per cent differences of performance points prediction of the three methods analysed with the NLTHA prediction (Martigny microzone MM2, MM3).

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Damage distribution

Mechanical methods for damage distribution (Lagormarsino and Giovinazzi, 2006) produce a lognormal cumulative probability function. In this study a different procedure has been employed related to a particular damage probability matrix. This matrix is utilized in macroseismic vulnerability methods (Lagomarsino and Giovinazzi, 2006) and is achieved by the probability mass function (PMF) of the binomial distribution.

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Methods results comparison

Static nonlinear analysis 84

𝑝 𝑠𝑡𝑜𝑟,𝑘 =5!

𝑘! 5 − 𝑘 !∙𝜇𝑑5

𝑘

∙ 1 −𝜇𝑑5

5−𝑘

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Damage distribution

Definition of average damage grade:

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Methods results comparison

Static nonlinear analysis 85

𝜇𝑑 =

0 + 𝑆𝑑 − 0

𝑆𝑑,1 − 0 , 𝑆𝑑 ≤ 𝑆𝑑,1

1 + 𝑆𝑑 − 𝑆𝑑,1𝑆𝑑,2 − 𝑆𝑑1

, 𝑆𝑑,1 < 𝑆𝑑 ≤ 𝑆𝑑,2

2 + 𝑆𝑑 − 𝑆𝑑,2𝑆𝑑,3 − 𝑆𝑑,2

, 𝑆𝑑,2 < 𝑆𝑑 ≤ 𝑆𝑑,3

3 + 𝑆𝑑 − 𝑆𝑑,3𝑆𝑑,4 − 𝑆𝑑,3

, 𝑆𝑑,3 < 𝑆𝑑 ≤ 𝑆𝑑,4

4 + 𝑆𝑑 − 𝑆𝑑,42 ∙ 𝑆𝑑,4

, 𝑆𝑑 > 𝑆𝑑,4

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Damage distribution: SION and MARTIGNY – soil class C

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Methods results comparison

Static nonlinear analysis 86

damage

degree0 1 2 3 4 5

damage

degree0 1 2 3 4 5

damage

degree0 1 2 3 4 5

N2 47.63 150.06 217.73 189.92 101.02 25.65 L&M 57.95 174.25 228.77 172.33 79.57 19.13 N2 OPT 56.16 171.31 229.96 176.24 80.31 18.03

NLTHA 62.64 178.64 226.61 168.63 77.56 17.93 NLTHA 62.64 178.64 226.61 168.63 77.56 17.93 NLTHA 62.64 178.64 226.61 168.63 77.56 17.93

diff. -15.01 -28.58 -8.88 21.29 23.46 7.72 diff. -4.69 -4.39 2.16 3.70 2.01 1.20 diff. -6.48 -7.33 3.35 7.61 2.75 0.10

7.72DIFF.

TOT15.01 28.58 8.88 21.29 23.46

Sion - typ. A1+A2+C+D2 (total number of buildings = 732)

EC8 Soil class C (total number of buildings = 732)

DIFF.

TOT4.69 4.39 2.16 3.70

Total buildings damage distribution difference

N2 method damage distribution analysis Lin&Miranda damage distribution analysis N2 OPT damage distribution analysis

Sion - typ. A1+A2+C+D2 (total number of buildings = 732) Sion - typ. A1+A2+C+D2 (total number of buildings = 732)

EC8 Soil class C (total number of buildings = 732) EC8 Soil class C (total number of buildings = 732)

2.01 1.20DIFF.

TOT6.48 7.33 3.35 7.61 2.75 0.10

18.15 Total buildings damage distribution difference 27.63

Per cent damage distribution difference 2.48% Per cent damage distribution difference 3.77%

Total buildings damage distribution difference

Per cent damage distribution difference

104.93

14.33%

damage

degree0 1 2 3 4 5

damage

degree0 1 2 3 4 5

damage

degree0 1 2 3 4 5

N2 12.73 40.44 76.12 102.73 86.22 32.75 L&M 16.09 49.97 81.40 92.99 76.15 34.39 N2 OPT 16.58 50.80 84.18 96.73 74.04 28.67

NLTHA 17.16 50.83 82.90 96.67 75.11 28.33 NLTHA 17.16 50.83 82.90 96.67 75.11 28.33 NLTHA 17.16 50.83 82.90 96.67 75.11 28.33

diff. -4.43 -10.39 -6.77 6.06 11.11 4.43 diff. -1.07 -0.86 -1.49 -3.68 1.04 6.06 diff. -0.58 -0.03 1.28 0.06 -1.07 0.34

N2 method damage distribution analysis Lin&Miranda damage distribution analysis N2 OPT damage distribution analysis

Martigny - typ. A1+A2+C+D2 (total of analysed buildings = 351) Martigny - typ. A1+A2+C+D2 (total of analysed buildings = 351) Martigny - typ. A1+A2+C+D2 (total of analysed buildings = 351)

EC8 Soil class C (total number of buildings = 351) EC8 Soil class C (total number of buildings = 351) EC8 Soil class C (total number of buildings = 351)

DIFF.

TOT4.43 10.39 6.77 6.06 11.11 4.43

DIFF.

TOT1.07 0.86 1.49 3.68 1.04 6.06

DIFF.

TOT0.58 0.03 1.28

Per cent damage distribution difference 12.30% Per cent damage distribution difference 4.05% Per cent damage distribution difference 0.96%

0.06 1.07 0.34

Total buildings damage distribution difference 43.18 Total buildings damage distribution difference 14.21 Total buildings damage distribution difference 3.36

Number of buildings and relative damage grade for the city of Sion and Martigny, evaluated for Soil class C and with the three methods

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Damage distribution: SION and MARTIGNY – soil class C

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Methods results comparison

Static nonlinear analysis 87

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N2 Method Lin&Miranda N2 OPT NLTHA

Damage distribution of Sion (soil C)

Martigny

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Damage distribution: SION and MARTIGNY – soil class C

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Methods results comparison

Static nonlinear analysis 88

0.00

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20.00

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60.00

70.00

80.00

90.00

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N2 Method Lin&Miranda N2 OPT NLTHA

Damage distribution of Martigny (soil C)

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Damage distribution: SION – microzone

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Methods results comparison

Static nonlinear analysis 89

damage

grade0 1 2 3 4 5

damage

grade0 1 2 3 4 5

damage

grade0 1 2 3 4 5

N2 7.87 24.65 35.55 31.21 17.11 4.60 L&M 11.99 32.69 38.71 25.67 9.98 1.96 N2 OPT 10.13 29.97 38.76 28.03 11.72 2.39

NLTHA 12.18 32.44 38.06 25.65 10.47 2.20 NLTHA 12.18 32.44 38.06 25.65 10.47 2.20 NLTHA 12.18 32.44 38.06 25.65 10.47 2.20

diff. -4.31 -7.79 -2.51 5.56 6.64 2.41 diff. -0.19 0.25 0.65 0.02 -0.49 -0.24 diff. -2.05 -2.47 0.70 2.38 1.25 0.19

damage

grade0 1 2 3 4 5

damage

grade0 1 2 3 4 5

damage

grade0 1 2 3 4 5

N2 8.72 30.58 49.52 49.95 33.40 11.84 L&M 12.42 40.05 56.22 45.44 23.20 6.68 N2 OPT 11.45 37.82 54.78 46.55 25.56 7.84

NLTHA 10.77 36.24 52.23 44.38 27.95 12.42 NLTHA 10.77 36.24 52.23 44.38 27.95 12.42 NLTHA 10.77 36.24 52.23 44.38 27.95 12.42

diff. -2.05 -5.66 -2.71 5.57 5.45 -0.58 diff. 1.65 3.81 3.99 1.06 -4.75 -5.74 diff. 0.68 1.58 2.55 2.17 -2.39 -4.58

damage

grade0 1 2 3 4 5

damage

grade0 1 2 3 4 5

damage

grade0 1 2 3 4 5

N2 12.24 51.32 98.05 118.03 99.71 47.66 L&M 17.70 72.17 124.70 119.90 70.13 22.38 N2 OPT 16.28 66.33 115.60 117.00 79.54 32.23

NLTHA 19.67 73.33 118.30 112.40 73.60 29.67 NLTHA 19.67 73.33 118.30 112.40 73.60 29.67 NLTHA 19.67 73.33 118.30 112.40 73.60 29.67

diff. -7.43 -22.01 -20.25 5.63 26.11 17.99 diff. -1.97 -1.16 6.40 7.50 -3.47 -7.29 diff. -3.39 -7.00 -2.70 4.60 5.94 2.56

Microzone MA2 (total number of buildings = 184) Microzone MA2 (total number of buildings = 184)

Microzone MA3 (total number of buildings = 427) Microzone MA3 (total number of buildings = 427)

Microzone MA1 (total number of buildings = 121) Microzone MA1 (total number of buildings = 121)Microzone MA1 (total number of buildings = 121)

Sion - typ. A1+A2+C+D2 (total number of buildings = 732)

9.15 9.58 7.34TOT

DIFF.3.81 5.22 11.04 8.58

Microzone MA2 (total number of buildings = 184)

Microzone MA3 (total number of buildings = 427)

Total buildings damage distribution difference

Per cent damage distribution difference

150.66

20.58%

MA3 damage distribution difference (23.28%) 99.42

8.71 13.27

Sion - typ. A1+A2+C+D2 (total number of buildings = 732)

N2 method damage distribution analysis

Sion - typ. A1+A2+C+D2 (total number of buildings = 732)

N2 OPT damage distribution analysisLin&Miranda damage distribution analysis

TOT

DIFF.13.80 35.46 25.47

MA1 damage distribution difference (24.15%) 29.22

Total buildings damage distribution difference 49.19

Per cent damage distribution difference 6.72%

MA3 damage distribution difference (6.13%) 26.19

MA2 damage distribution difference (7.58%) 13.95

MA1 damage distribution difference (7.47%) 9.04

Total buildings damage distribution difference 50.63

Per cent damage distribution difference 6.92%

MA1 damage distribution difference (1.52%) 1.84

MA2 damage distribution difference (11.41%) 21.00

MA3 damage distribution difference (6.51%) 27.79

MA2 damage distribution difference (11.97%) 22.03

16.75 38.20 20.98TOT

DIFF.6.12 11.05 5.95

Number of buildings and relative damage grade for the city of Sion, evaluated for microzone MA1, MA2 and MA3, and with the three methods

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Damage distribution: SION – microzone

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Methods results comparison

Static nonlinear analysis 90

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N2 Method Lin&Miranda N2 OPT NLTHA

Damage distribution of Sion (microzones MA1+MA2+MA3)

Damage distribution of Sion (microzones MA1+MA2+MA3)

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Damage distribution: MARTIGNY – microzone

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Methods results comparison

Static nonlinear analysis 91

damage

grade0 1 2 3 4 5

damage

grade0 1 2 3 4 5

damage

grade0 1 2 3 4 5

N2 3.24 9.81 18.60 26.40 23.08 8.87 L&M 3.80 11.43 19.51 24.57 21.25 9.44 N2 OPT 3.95 11.89 20.63 25.61 20.32 7.61

NLTHA 3.90 10.99 18.97 25.41 22.07 8.66 NLTHA 3.90 10.99 18.97 25.41 22.07 8.66 NLTHA 3.90 10.99 18.97 25.41 22.07 8.66

diff. -0.66 -1.18 -0.37 0.99 1.01 0.20 diff. -0.11 0.43 0.55 -0.84 -0.81 0.78 diff. 0.04 0.90 1.66 0.20 -1.74 -1.06

damage

grade0 1 2 3 4 5

damage

grade0 1 2 3 4 5

damage

grade0 1 2 3 4 5

N2 7.39 22.58 43.05 64.64 63.15 28.19 L&M 7.30 20.99 35.67 54.70 67.62 42.73 N2 OPT 7.91 23.76 42.09 60.26 62.38 32.60

NLTHA 8.12 23.41 41.83 61.98 63.31 30.35 NLTHA 8.12 23.41 41.83 61.98 63.31 30.35 NLTHA 8.12 23.41 41.83 61.98 63.31 30.35

diff. -0.73 -0.82 1.22 2.65 -0.16 -2.16 diff. -0.82 -2.42 -6.16 -7.29 4.31 12.38 diff. -0.21 0.35 0.26 -1.72 -0.94 2.25

Martigny - typ. A1+A2+C+D2 (total of analysed buildings = 319) Martigny - typ. A1+A2+C+D2 (total of analysed buildings = 319) Martigny - typ. A1+A2+C+D2 (total of analysed buildings = 319)

N2 method damage distribution analysis Lin&Miranda damage distribution analysis N2 OPT damage distribution analysis

Microzone MM2 (total number of buildings = 90) Microzone MM2 (total number of buildings = 90) Microzone MM2 (total number of buildings = 90)

MM2 damage distribution difference (4.91%) 4.42 MM2 damage distribution difference (3.91%) 3.52 MM2 damage distribution difference (6.23%) 5.60

2.36TOT

DIFF.0.93

Microzone MM3 (total number of buildings = 229) Microzone MM3 (total number of buildings = 229) Microzone MM3 (total number of buildings = 229)

MM3 damage distribution difference (3.38%) 7.74 MM3 damage distribution difference (14.57%) 33.37 MM3 damage distribution difference (2.50%) 5.73

1.92 2.68 3.31

Total buildings damage distribution difference 12.16 Total buildings damage distribution difference 36.89 Total buildings damage distribution difference 11.33

2.85 6.71 8.13 5.12 13.16TOT

DIFF.0.25 1.25 1.92

TOT

DIFF.1.39 2.00 1.59 3.65 1.17

Per cent damage distribution difference 3.81% Per cent damage distribution difference 11.56% Per cent damage distribution difference 3.55%

Number of buildings and relative damage grade for the city of Martigny, evaluated for microzone MM2 and MM3, and with the three methods

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Damage distribution: MARTIGNY – microzone

Advanced Earthquake Engineering CIVIL-706

Methods results comparison

Static nonlinear analysis 92

Damage distribution for Martigny (microzones MM2 and MM3)

0.00

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Nu

mb

er

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N2 Method Lin&Miranda N2 OPT NLTHA

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Conclusion

Advanced Earthquake Engineering CIVIL-706

Methods results comparison

Static nonlinear analysis 93

MA1 24.15% MA2 11.97% MA3 23.28% MA1 1.52% MA2 11.41% MA3 6.51% MA1 7.47% MA2 7.58% MA3 6.13%

MM1 - MM2 4.91% MM3 3.38% MM1 - MM2 3.91% MM3 14.57% MM1 - MM2 6.23% MM3 2.50%

SION - Microzones SION - Microzones SION - Microzones

Damage distribution difference 20.58% Damage distribution difference 6.92% Damage distribution difference 6.72%

MARTIGNY - Microzones MARTIGNY - Microzones

MARTIGNY - EC8 Soil class C MARTIGNY - EC8 Soil class C MARTIGNY - EC8 Soil class C

Damage distribution difference 12.30% Damage distribution difference 4.05% Damage distribution difference 0.96%

Damage distribution difference 3.81% Damage distribution difference 11.56% Damage distribution difference 3.55%

Lin&Miranda

SION - EC8 Soil class C

Damage distribution difference 2.48%

N2 OPT

SION - EC8 Soil class C

Damage distribution difference 3.77%Damage distribution difference 14.33%

MARTIGNY - Microzones

N2 method

SION - EC8 Soil class C

Summary - Differences between the three methods and the NLTHA damage distribution for the city of Sion and Martigny obtained on EC8 soil class C and on the microzones