Skip to main content
Erschienen in: Environmental Earth Sciences 1/2012

01.09.2012 | Original Article

Robust attenuation relations for peak time-domain parameters of strong ground motions

Erschienen in: Environmental Earth Sciences | Ausgabe 1/2012

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

This study presents new attenuation models for the estimation of peak ground acceleration (PGA), peak ground velocity (PGV), and peak ground displacement (PGD) using a hybrid method coupling genetic programming and simulated annealing, called GP/SA. The PGA, PGV, and PGD were formulated in terms of earthquake magnitude, earthquake source to site distance, average shear-wave velocity, and faulting mechanisms. A worldwide database of strong ground motions released by Pacific Earthquake Engineering Research Center (PEER) was employed to establish the models. A traditional genetic programming analysis was performed to benchmark the proposed models. For more validity verification, the GP/SA models were employed to predict the ground-motion parameters of the Iranian plateau earthquakes. Sensitivity and parametric analyses were carried out and discussed. The results show that the GP/SA attenuation models can offer precise and efficient solutions for the prediction of estimates of the peak time-domain characteristics of strong ground motions. The performance of the proposed models is better than or comparable with the attenuation relationships found in the literature.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Literatur
Zurück zum Zitat Aarts E (1989) Simulated annealing and Boltzmann machines: a stochastic approach to combinatorial optimization and neural computing. Wiley, New York Aarts E (1989) Simulated annealing and Boltzmann machines: a stochastic approach to combinatorial optimization and neural computing. Wiley, New York
Zurück zum Zitat Akgun A, Dag S, Bulut F (2008) Landslide susceptibility mapping for a landslide-prone area (Findikli, NE of Turkey) by likelihood-frequency ratio and weighted linear combination models. Environ Geol 54(6):1127–1143 Akgun A, Dag S, Bulut F (2008) Landslide susceptibility mapping for a landslide-prone area (Findikli, NE of Turkey) by likelihood-frequency ratio and weighted linear combination models. Environ Geol 54(6):1127–1143
Zurück zum Zitat Alavi AH, Gandomi AH (2011) A robust data mining approach for formulation of geotechnical engineering systems. Eng Comput 28(3):242–274CrossRef Alavi AH, Gandomi AH (2011) A robust data mining approach for formulation of geotechnical engineering systems. Eng Comput 28(3):242–274CrossRef
Zurück zum Zitat Alavi AH, Gandomi AH, Sahab MG, Gandomi M (2010) Multi expression programming: a new approach to formulation of soil classification. Eng Comput 26(2):111–118CrossRef Alavi AH, Gandomi AH, Sahab MG, Gandomi M (2010) Multi expression programming: a new approach to formulation of soil classification. Eng Comput 26(2):111–118CrossRef
Zurück zum Zitat Alavi AH, Ameri M, Gandomi AH, Mirzahosseini MR (2011) Formulation of flow number of asphalt mixes using a hybrid computational method. Constr Build Mater 25(3):1338–1355CrossRef Alavi AH, Ameri M, Gandomi AH, Mirzahosseini MR (2011) Formulation of flow number of asphalt mixes using a hybrid computational method. Constr Build Mater 25(3):1338–1355CrossRef
Zurück zum Zitat Ambraseys NN, Simpson KA, Bommer JJ (1996) Prediction of horizontal response spectra in Europe. Earthq Eng Struct Dyn 25:371–400CrossRef Ambraseys NN, Simpson KA, Bommer JJ (1996) Prediction of horizontal response spectra in Europe. Earthq Eng Struct Dyn 25:371–400CrossRef
Zurück zum Zitat ATC-63 (2008) Recommended methodology for quantification of building system performance and response parameters. 90% draft report. Applied Technology Council, Redwood City ATC-63 (2008) Recommended methodology for quantification of building system performance and response parameters. 90% draft report. Applied Technology Council, Redwood City
Zurück zum Zitat Boore DM, Atkinson GM (2007) Boore-Atkinson nga ground motion relations for the geometric mean horizontal component of peak and spectral ground motion parameters. PEER Report 2007/01, Pacific Engineering Research Center. University of California, Berkeley Boore DM, Atkinson GM (2007) Boore-Atkinson nga ground motion relations for the geometric mean horizontal component of peak and spectral ground motion parameters. PEER Report 2007/01, Pacific Engineering Research Center. University of California, Berkeley
Zurück zum Zitat Boore DM, Joyner WB, Fumal TE (1997) Equations for estimating horizontal response spectra and peak acceleration from western North American earthquakes: a summary of recent work. Seismol Res Lett KNZ 68:128–153CrossRef Boore DM, Joyner WB, Fumal TE (1997) Equations for estimating horizontal response spectra and peak acceleration from western North American earthquakes: a summary of recent work. Seismol Res Lett KNZ 68:128–153CrossRef
Zurück zum Zitat Cabalar AF, Cevik A (2009) Genetic programming-based attenuation relationship: an application of recent earthquakes in Turkey. Comput Geosci 35:1884–1896CrossRef Cabalar AF, Cevik A (2009) Genetic programming-based attenuation relationship: an application of recent earthquakes in Turkey. Comput Geosci 35:1884–1896CrossRef
Zurück zum Zitat Campbell KW (1981) Near-source attenuation of peak horizontal acceleration. Bull Seismol Soc Am 71:2039–2070 Campbell KW (1981) Near-source attenuation of peak horizontal acceleration. Bull Seismol Soc Am 71:2039–2070
Zurück zum Zitat Campbell KW (2002) Strong-motion attenuation relations. In: Lee WHK, Kanamori H, Jennings PC, Kisslinger C (eds) International handbook of earthquake and engineering seismology, part B. Academic Press, Amsterdam, pp 1003–1012 Campbell KW (2002) Strong-motion attenuation relations. In: Lee WHK, Kanamori H, Jennings PC, Kisslinger C (eds) International handbook of earthquake and engineering seismology, part B. Academic Press, Amsterdam, pp 1003–1012
Zurück zum Zitat Campbell KW, Bozorgnia Y (2007) Campbell-Bozorgnia NGA ground motion relations for the geometric mean horizontal component of peak and spectral ground motion parameters. PEER Report 2007/02, Pacific Engineering Research Center. University of California, Berkeley Campbell KW, Bozorgnia Y (2007) Campbell-Bozorgnia NGA ground motion relations for the geometric mean horizontal component of peak and spectral ground motion parameters. PEER Report 2007/02, Pacific Engineering Research Center. University of California, Berkeley
Zurück zum Zitat Cerny V (1985) Thermodynamical approach to the traveling salesman problem: an efficient simulation algorithm. J Optim Theory Appl 45:41–52CrossRef Cerny V (1985) Thermodynamical approach to the traveling salesman problem: an efficient simulation algorithm. J Optim Theory Appl 45:41–52CrossRef
Zurück zum Zitat Chu D, Kerh T, Wu CH (2003) Analysis of strong motion information at checking stations of Kaohsiung area by back-propagation neural networks. J Civil Eng Tech 7:45–62 Chu D, Kerh T, Wu CH (2003) Analysis of strong motion information at checking stations of Kaohsiung area by back-propagation neural networks. J Civil Eng Tech 7:45–62
Zurück zum Zitat Conrads M, Dolezal O, Francone FD, Nordin P (2004) Discipulus-fast genetic programming based on AIM learning technology. Register Machine Learning Technologies Inc., Littleton Conrads M, Dolezal O, Francone FD, Nordin P (2004) Discipulus-fast genetic programming based on AIM learning technology. Register Machine Learning Technologies Inc., Littleton
Zurück zum Zitat Das SK, Biswal RK, Sivakugan N, Das B (2011) Classification of slopes and prediction of factor of safety using differential evolution neural networks. Environ Earth Sci 64(1):201–210CrossRef Das SK, Biswal RK, Sivakugan N, Das B (2011) Classification of slopes and prediction of factor of safety using differential evolution neural networks. Environ Earth Sci 64(1):201–210CrossRef
Zurück zum Zitat Deschaine LM (2000) Using genetic programming to develop a C/C++ simulation model of a waste incinerator science applications. International Corp, Draft Technical Report Deschaine LM (2000) Using genetic programming to develop a C/C++ simulation model of a waste incinerator science applications. International Corp, Draft Technical Report
Zurück zum Zitat Deschaine LM, Zafran FA, Patel JJ, Amick D, Pettit R, Francone FD, Nordin P, Dilkes E, Fausett LV (2000) Solving the unsolved using machine learning, data mining and knowledge discovery to model a complex production process. In: Ades M (ed) Proceedings of advanced technology simulation conference, Washington Deschaine LM, Zafran FA, Patel JJ, Amick D, Pettit R, Francone FD, Nordin P, Dilkes E, Fausett LV (2000) Solving the unsolved using machine learning, data mining and knowledge discovery to model a complex production process. In: Ades M (ed) Proceedings of advanced technology simulation conference, Washington
Zurück zum Zitat Douglas J (2003) Earthquake ground motion estimation using strong-motion records: a review of equations for the estimation of peak ground acceleration and response spectral ordinates. Earth Sci Rev 61:43–104CrossRef Douglas J (2003) Earthquake ground motion estimation using strong-motion records: a review of equations for the estimation of peak ground acceleration and response spectral ordinates. Earth Sci Rev 61:43–104CrossRef
Zurück zum Zitat Douglas J (2004) Ground motion estimation equations 1964–2003. Research Report Number: 04-001-SM, Imperial College Douglas J (2004) Ground motion estimation equations 1964–2003. Research Report Number: 04-001-SM, Imperial College
Zurück zum Zitat Dunlop P, Smith S (2003) Estimating key characteristics of the concrete delivery and placement process using linear regression analysis. Civil Eng Environ Syst 20:273–290CrossRef Dunlop P, Smith S (2003) Estimating key characteristics of the concrete delivery and placement process using linear regression analysis. Civil Eng Environ Syst 20:273–290CrossRef
Zurück zum Zitat Folino G, Pizzuti C, Spezzano G (2000) Genetic programming and simulated annealing: a hybrid method to evolve decision trees. In: Proceedings of EuroGP’2000, 1802, pp 294–303 Folino G, Pizzuti C, Spezzano G (2000) Genetic programming and simulated annealing: a hybrid method to evolve decision trees. In: Proceedings of EuroGP’2000, 1802, pp 294–303
Zurück zum Zitat Francone F (2004) Discipulus Lite™ Owner’s Manual, Version 4.0. Register Machine Learning Technologies Francone F (2004) Discipulus Lite™ Owner’s Manual, Version 4.0. Register Machine Learning Technologies
Zurück zum Zitat Frank IE, Todeschini R (1994) The data analysis handbook. Elsevier, Amsterdam Frank IE, Todeschini R (1994) The data analysis handbook. Elsevier, Amsterdam
Zurück zum Zitat Gandomi AH, Alavi AH (2011) Multi-stage genetic programming: a new strategy to nonlinear system modeling. Inf Sci 181(23):5227–5239CrossRef Gandomi AH, Alavi AH (2011) Multi-stage genetic programming: a new strategy to nonlinear system modeling. Inf Sci 181(23):5227–5239CrossRef
Zurück zum Zitat Gandomi AH, Sahab MG, Alavi AH, Heshmati AAR, Gandomi M, Arjmandi P (2008) Application of a coupled simulated annealing-genetic programming algorithm to the prediction of bolted joints behavior. Am Eur J Sci Res 3(2):153–162 Gandomi AH, Sahab MG, Alavi AH, Heshmati AAR, Gandomi M, Arjmandi P (2008) Application of a coupled simulated annealing-genetic programming algorithm to the prediction of bolted joints behavior. Am Eur J Sci Res 3(2):153–162
Zurück zum Zitat Gandomi AH, Alavi AH, Mirzahosseini R, Moghdas Nejad F (2011) Nonlinear genetic-based models for prediction of flow number of asphalt mixtures. J Mater Civil Eng ASCE 23(3):248–263CrossRef Gandomi AH, Alavi AH, Mirzahosseini R, Moghdas Nejad F (2011) Nonlinear genetic-based models for prediction of flow number of asphalt mixtures. J Mater Civil Eng ASCE 23(3):248–263CrossRef
Zurück zum Zitat Golbraikh A, Tropsha A (2002) Beware of q2! J Mol Graph Model 20(4):269–276CrossRef Golbraikh A, Tropsha A (2002) Beware of q2! J Mol Graph Model 20(4):269–276CrossRef
Zurück zum Zitat Güllü H, Erçelebi E (2007) A neural network approach for attenuation relationships: an application using strong-ground-motion data from Turkey. Eng Geol 93:65–81CrossRef Güllü H, Erçelebi E (2007) A neural network approach for attenuation relationships: an application using strong-ground-motion data from Turkey. Eng Geol 93:65–81CrossRef
Zurück zum Zitat Gunaydın K, Gunaydın A (2008) Peak ground acceleration prediction by artificial neural networks for Northwestern Turkey. Math Prob Eng ID 919420. doi:10.1155/2008/919420 Gunaydın K, Gunaydın A (2008) Peak ground acceleration prediction by artificial neural networks for Northwestern Turkey. Math Prob Eng ID 919420. doi:10.​1155/​2008/​919420
Zurück zum Zitat Haselton CB, Deierlein GG (2007) Assessing seismic collapse safety of modern reinforced concrete frame. PEER Report 2007/08, Pacific Engineering Research Center. University of California, Berkeley Haselton CB, Deierlein GG (2007) Assessing seismic collapse safety of modern reinforced concrete frame. PEER Report 2007/08, Pacific Engineering Research Center. University of California, Berkeley
Zurück zum Zitat Ingber L (1993) Simulated annealing: practice versus theory. Math Comput Model 8:29–57CrossRef Ingber L (1993) Simulated annealing: practice versus theory. Math Comput Model 8:29–57CrossRef
Zurück zum Zitat Johari A, Habibagahi G, Ghahramani (2006) A prediction of soil–water characteristic curve using genetic programming. J Geotech Geoenviron ASCE 132(5):661–665CrossRef Johari A, Habibagahi G, Ghahramani (2006) A prediction of soil–water characteristic curve using genetic programming. J Geotech Geoenviron ASCE 132(5):661–665CrossRef
Zurück zum Zitat Kalkan E, Akbulut S, Tortum A, Celik S (2009) Prediction of the unconfined compressive strength of compacted granular soils by using inference systems. Environ Geol 58(7):1429–1440 Kalkan E, Akbulut S, Tortum A, Celik S (2009) Prediction of the unconfined compressive strength of compacted granular soils by using inference systems. Environ Geol 58(7):1429–1440
Zurück zum Zitat Kerh T, Chu D (2002) Neural networks approach and microtremor measurements in estimating peak ground acceleration due to strong motion. Adv Eng Softw 33:733–742CrossRef Kerh T, Chu D (2002) Neural networks approach and microtremor measurements in estimating peak ground acceleration due to strong motion. Adv Eng Softw 33:733–742CrossRef
Zurück zum Zitat Kerh T, Ting SB (2005) Neural network estimation of ground peak acceleration at stations along Taiwan high-speed rail system. Eng Appl Artif Intell 8:857–866CrossRef Kerh T, Ting SB (2005) Neural network estimation of ground peak acceleration at stations along Taiwan high-speed rail system. Eng Appl Artif Intell 8:857–866CrossRef
Zurück zum Zitat Kermani E, Jafarian Y, Baziar MH (2009) New predictive models for the v max/a max ratio of strong ground motions using genetic programming. Int J Civil Eng 7:236–249 Kermani E, Jafarian Y, Baziar MH (2009) New predictive models for the v max/a max ratio of strong ground motions using genetic programming. Int J Civil Eng 7:236–249
Zurück zum Zitat Khademi MH (2002) Attenuation of peak and spectral accelerations in the Persian plateau. In: Proceedings of twelfth European conference on earthquake engineering, Paper ref 330 Khademi MH (2002) Attenuation of peak and spectral accelerations in the Persian plateau. In: Proceedings of twelfth European conference on earthquake engineering, Paper ref 330
Zurück zum Zitat Kirkpatrick S, Gelatt CD, Vecchi MP (1983) Optimisation by simulated annealing. Science 220(4598):671–680CrossRef Kirkpatrick S, Gelatt CD, Vecchi MP (1983) Optimisation by simulated annealing. Science 220(4598):671–680CrossRef
Zurück zum Zitat Koza J (1992) Genetic programming, on the programming of computers by means of natural selection. MIT Press, Cambridge Koza J (1992) Genetic programming, on the programming of computers by means of natural selection. MIT Press, Cambridge
Zurück zum Zitat Kramer SL (1996) Geotechnical earthquake engineering. Prentice-Hall, New Jersey Kramer SL (1996) Geotechnical earthquake engineering. Prentice-Hall, New Jersey
Zurück zum Zitat Lee S, Ryu JH, Lee MJ, Won JS (2003) Use of an artificial neural network for analysis of the susceptibility to landslides at Boun, Korea. Environ Earth Sci 44(7):820–833 Lee S, Ryu JH, Lee MJ, Won JS (2003) Use of an artificial neural network for analysis of the susceptibility to landslides at Boun, Korea. Environ Earth Sci 44(7):820–833
Zurück zum Zitat Luco N, Cornell CA (2007) Structure-specific scalar intensity measures for near-source and ordinary earthquake ground motions. Earthq Spectra 23:357–392CrossRef Luco N, Cornell CA (2007) Structure-specific scalar intensity measures for near-source and ordinary earthquake ground motions. Earthq Spectra 23:357–392CrossRef
Zurück zum Zitat Metropolis N, Rosenbluth AW, Rosenbluth MN, Teller AH, Teller E (1953) Equation of state calculations by fast computing mechanics. J Chem Phys 21(6):1087–1092CrossRef Metropolis N, Rosenbluth AW, Rosenbluth MN, Teller AH, Teller E (1953) Equation of state calculations by fast computing mechanics. J Chem Phys 21(6):1087–1092CrossRef
Zurück zum Zitat Mirzaei N, Rezapour M, Siahkali Moradi A (2004) Attenuation relationships of seismic intensity in IRAN. J Earth Space Phys 30:1–10 Mirzaei N, Rezapour M, Siahkali Moradi A (2004) Attenuation relationships of seismic intensity in IRAN. J Earth Space Phys 30:1–10
Zurück zum Zitat Mollahasani A, Alavi AH, Gandomi AH, Rashed A (2011) Nonlinear neural-based modeling of soil cohesion intercept. KSCE J Civil Eng 15(5):831–840CrossRef Mollahasani A, Alavi AH, Gandomi AH, Rashed A (2011) Nonlinear neural-based modeling of soil cohesion intercept. KSCE J Civil Eng 15(5):831–840CrossRef
Zurück zum Zitat Mousavi SM, Gandomi AH, Alavi AH, Vesalimahmood M (2010) Modeling of compressive strength of HPC mixes using a combined algorithm of genetic programming and orthogonal least squares. Struct Eng Mech 36(2):225–241 Mousavi SM, Gandomi AH, Alavi AH, Vesalimahmood M (2010) Modeling of compressive strength of HPC mixes using a combined algorithm of genetic programming and orthogonal least squares. Struct Eng Mech 36(2):225–241
Zurück zum Zitat Mousavi SM, Alavi AH, Gandomi AH, Mollahasani A (2011) A hybrid computational approach to formulate soil deformation moduli obtained from PLT. Eng Geol 123:324–332CrossRef Mousavi SM, Alavi AH, Gandomi AH, Mollahasani A (2011) A hybrid computational approach to formulate soil deformation moduli obtained from PLT. Eng Geol 123:324–332CrossRef
Zurück zum Zitat Nowroozi AA (2005) Attenuation relations for peak horizontal and vertical accelerations of earthquake ground motion in Iran: a preliminary analysis. JSEE 7:109–128 Nowroozi AA (2005) Attenuation relations for peak horizontal and vertical accelerations of earthquake ground motion in Iran: a preliminary analysis. JSEE 7:109–128
Zurück zum Zitat Poudyal CP, Chang C, Oh HJ, Lee S (2010) Landslide susceptibility maps comparing frequency ratio and artificial neural networks: a case study from the Nepal Himalaya. Environ Earth Sci 61(5):1049–1064CrossRef Poudyal CP, Chang C, Oh HJ, Lee S (2010) Landslide susceptibility maps comparing frequency ratio and artificial neural networks: a case study from the Nepal Himalaya. Environ Earth Sci 61(5):1049–1064CrossRef
Zurück zum Zitat Rajabi AM, Khamehchiyan M, Mahdavifar MR, Del Gaudio V (2010) Attenuation relation of Arias intensity for Zagros Mountains region (Iran). Soil Dyn Earthq Eng 30:110–118CrossRef Rajabi AM, Khamehchiyan M, Mahdavifar MR, Del Gaudio V (2010) Attenuation relation of Arias intensity for Zagros Mountains region (Iran). Soil Dyn Earthq Eng 30:110–118CrossRef
Zurück zum Zitat Smit P, Arzoumanian V, Javakhishvili Z, Arefiev S, Mayer-Rosa D, Balassanian S, Chelidze T (2000) The digital accelerograph network in the Caucasus. In: Proceedings of 2nd international conference on earthquake hazard and seismic risk reduction—advances in natural and technological hazards research, Kluwer Academic Publishers, Yerevan Smit P, Arzoumanian V, Javakhishvili Z, Arefiev S, Mayer-Rosa D, Balassanian S, Chelidze T (2000) The digital accelerograph network in the Caucasus. In: Proceedings of 2nd international conference on earthquake hazard and seismic risk reduction—advances in natural and technological hazards research, Kluwer Academic Publishers, Yerevan
Zurück zum Zitat Smith GN (1986) Probability and statistics in civil engineering. Collins, London Smith GN (1986) Probability and statistics in civil engineering. Collins, London
Zurück zum Zitat Yilmaz I (2010a) The effect of the sampling strategies on the landslide susceptibility mapping by conditional probability and artificial neural networks. Environ Earth Sci 60(3):505–519CrossRef Yilmaz I (2010a) The effect of the sampling strategies on the landslide susceptibility mapping by conditional probability and artificial neural networks. Environ Earth Sci 60(3):505–519CrossRef
Zurück zum Zitat Yilmaz I (2010b) Comparison of landslide susceptibility mapping methodologies for Koyulhisar, Turkey: conditional probability, logistic regression, artificial neural networks, and support vector machine. Environ Earth Sci 61(4):821–836CrossRef Yilmaz I (2010b) Comparison of landslide susceptibility mapping methodologies for Koyulhisar, Turkey: conditional probability, logistic regression, artificial neural networks, and support vector machine. Environ Earth Sci 61(4):821–836CrossRef
Zurück zum Zitat Zare M, Ghafory-Ashtiany M, Bard PY (1999) Attenuation law for the strong-motions in Iran. In: Proceedings of the third international conference on seismology and earthquake engineering, Tehran, pp 345–354 Zare M, Ghafory-Ashtiany M, Bard PY (1999) Attenuation law for the strong-motions in Iran. In: Proceedings of the third international conference on seismology and earthquake engineering, Tehran, pp 345–354
Metadaten
Titel
Robust attenuation relations for peak time-domain parameters of strong ground motions
Publikationsdatum
01.09.2012
Erschienen in
Environmental Earth Sciences / Ausgabe 1/2012
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-011-1479-9

Weitere Artikel der Ausgabe 1/2012

Environmental Earth Sciences 1/2012 Zur Ausgabe