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  • AON Benfield Research Network Conference 2012, London, July 4, 2012

    Introduction to CERDA research work 2012Kazuyoshi Nishijima

    Technical University of DenmarkCERDA, DTU Byg

  • CERDA CERDA stands for Civil Engineering Risk and Decision Analysis CERDA stands for Civil Engineering Risk and Decision Analysis

    Structural Engineering, Civil Engineering, Technical University of Denmark

    04/07/2012Introduction to CERDA research work 2012

    Kazuyoshi Nishijima, All right reserved.

    2 DTU Civil Engineering, Technical University of Denmark

  • CERDA Areas and current focus

    Structural reliability theory Bayesian networks

    Scaled probability integral

    Natural hazard risksDecision analysis

    Wind hazard

    Scaled probability integral

    Wind hazard

    Wind vulnerability

    Flood vulnerability

    Real-time decisionoptimization

    Reliability in economicsy

    Life safety

    Climate change Assessment

    Adaptation

    04/07/2012Introduction to CERDA research work 2012

    Kazuyoshi Nishijima, All right reserved.

    3 DTU Civil Engineering, Technical University of Denmark

    Adaptation

  • Brief introduction to selected research works Impact assessment of climate change on wind risk of residential buildings Impact assessment of climate change on wind risk of residential buildings

    Real-time decision optimization for evacuation and operational decisions in the face of emerging natural hazardsin the face of emerging natural hazards.

    Generic flood vulnerability modeling

    Probability integral evaluation by extrapolation

    04/07/2012Introduction to CERDA research work 2012

    Kazuyoshi Nishijima, All right reserved.

    4 DTU Civil Engineering, Technical University of Denmark

  • Impact assessment of climate changeImpact assessment of climate change(Wind risk induced by typhoons)

    Current (1979-2003)

    Future (2075-2099)

    AGCM (20km grid)

    04/07/2012Introduction to CERDA research work 2012

    Kazuyoshi Nishijima, All right reserved.

    5 DTU Civil Engineering, Technical University of Denmark

    ( g )

  • Impact assessment of climate changeImpact assessment of climate change(Wind risk induced by typhoons) Annual maximum wind speed statistics Annual maximum wind speed statistics

    0.86 0.95Decrease Decrease

    1 1

    Decrease

    I

    Decrease

    Increase1.04 1.13

    Increase Increase

    Mean value [m/s] 98%-quantile [m/s]

    04/07/2012Introduction to CERDA research work 2012

    Kazuyoshi Nishijima, All right reserved.

    6 DTU Civil Engineering, Technical University of Denmark

  • Impact assessment of climate changeImpact assessment of climate change(Wind risk induced by typhoons)

    1

    0.86Decrease

    1

    1.04Increase

    (# of damaged buildings)

    (# of total buildings)Risk =

    04/07/2012Introduction to CERDA research work 2012

    Kazuyoshi Nishijima, All right reserved.

    7 DTU Civil Engineering, Technical University of Denmark

  • Real-time decision optimization Shut down operation of engineering facility? Shut down operation of engineering facility?

    04/07/2012Introduction to CERDA research work 2012

    Kazuyoshi Nishijima, All right reserved.

    8 DTU Civil Engineering, Technical University of Denmark

  • Real-time decision optimization

    04/07/2012Introduction to CERDA research work 2012

    Kazuyoshi Nishijima, All right reserved.

    9 DTU Civil Engineering, Technical University of Denmark

    We are now integrating it with weather forecast system.

  • Generic flood vulnerability modelingGeneric flood vulnerability modeling

    Fragility modelHazard model Value disaggregation model

    04/07/2012Introduction to CERDA research work 2012

    Kazuyoshi Nishijima, All right reserved.

    10 DTU Civil Engineering, Technical University of Denmark

    Vulnerability model

  • Generic flood vulnerability modelingGeneric flood vulnerability modeling

    Value disaggregation model

    Given classification indicators of an exposure and its insured value, the values of individual building components are disaggregated.

    Data utilized; e.g. for residential buildings in Germany, see the table:

    Average cost distribution of renewable components (%) for a certain class of buildingg p ( ) gID Cost group description Low Middle High334 Entrance doors and exterior windows 6.9 7.6 7.4335 Wall cladding 6.5 6.7 6.3363 Roof covering 4.8 5.4 5.0352 C ili i 5 3 5 4 6 2352 Ceiling covering 5.3 5.4 6.2412 Water system 4.3 4.2 5.0345 Interior wall covering 4.5 3.9 4.7341 Structural walls 3.8 3.6 2.8337 Unitized exterior walls 3.2 3.1 2.0337 Unitized exterior walls 3.2 3.1 2.0344 Interior doors and windows 3.0 2.8 2.1342 Non structural walls 3.6 2.7 1.5: : : : :: : : : :

    04/07/2012Introduction to CERDA research work 2012

    Kazuyoshi Nishijima, All right reserved.

    11 DTU Civil Engineering, Technical University of Denmark

    BKI Abschlussbericht Aktuelle Gebudesachwerte in der Verkehrswertermittlung (in German)www.baukosten.de

  • Generic flood vulnerability modelingGeneric flood vulnerability modeling

    Fragility modelE l f f il d Example of a failure mode

    Li it t t f ti (If M 0 f il )Limit state function (If M

  • Probability integral evaluation by Probability integral evaluation by extrapolation

    04/07/2012Introduction to CERDA research work 2012

    Kazuyoshi Nishijima, All right reserved.

    13 DTU Civil Engineering, Technical University of Denmark

  • Probability integral evaluation by Probability integral evaluation by extrapolation

    ( ) ( )n n nD

    I dl

    l f= u uDl

    ( )/ 0mJM

    mj nD gl l

    = u ( )

    1 1mj n

    m j= =

    04/07/2012Introduction to CERDA research work 2012

    Kazuyoshi Nishijima, All right reserved.

    14 DTU Civil Engineering, Technical University of Denmark

  • Probability integral evaluation by Probability integral evaluation by extrapolation

    ( )2

    1 22

    1

    1 exp( )( | )

    1 exp( )

    K

    ii

    b bf a c

    b b

    ll l

    l- -

    = F -- -

    q13 4

    1 exp( ) ib b l =

    04/07/2012Introduction to CERDA research work 2012

    Kazuyoshi Nishijima, All right reserved.

    15 DTU Civil Engineering, Technical University of Denmark

  • Reference Nishijima K Maruyama T Graf M 2012 A preliminary impact Nishijima K, Maruyama T, Graf M. 2012. A preliminary impact

    assessment of typhoon wind risk of residential buildings in Japan under future climate change. Hydrological Research Letters 6: 23-28.

    Anders A, Nishijima K. 2011. Adaption of option pricing algorithm to real time decision optimization in the face of emerging natural hazards. ICASP11, Faber M H, Kohler J, Nishijima K, (eds). Zurich, Switzerland.

    Nishijima K, Qin J, Faber M H. 2010. Probability integral solution by extrapolation for system reliability assessment. International Symposium

    l b l d k S 20 0 Sh hon Reliability Engineering and Risk Management, ISRERM2010, Shanghai, China.

    Vi it l b it htt // d b dt dkVisit also our website: http://www.cerda.byg.dtu.dk

    04/07/2012Introduction to CERDA research work 2012

    Kazuyoshi Nishijima, All right reserved.

    16 DTU Civil Engineering, Technical University of Denmark