Skip to main content
Erschienen in: Bulletin of Engineering Geology and the Environment 3/2015

01.08.2015 | Original Article

Ground vibration prediction in quarry blasting through an artificial neural network optimized by imperialist competitive algorithm

verfasst von: Mohsen Hajihassani, Danial Jahed Armaghani, Aminaton Marto, Edy Tonnizam Mohamad

Erschienen in: Bulletin of Engineering Geology and the Environment | Ausgabe 3/2015

Einloggen

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

search-config
loading …

Abstract

This paper presents a new hybrid artificial neural network (ANN) optimized by imperialist competitive algorithm (ICA) to predict peak particle velocity (PPV) resulting from quarry blasting. For this purpose, 95 blasting works were precisely monitored in a granite quarry site in Malaysia and PPV values were accurately recorded in each operation. Furthermore, the most influential parameters on PPV were measured and used to train the ICA-ANN model. Considering the measured data from the granite quarry site, a new empirical equation was developed to predict PPV. For comparison, a pre-developed ANN model was developed for PPV prediction. The results demonstrated that the proposed ICA-ANN model is able to predict blasting-induced PPV better than other presented techniques.

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

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!

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!

Literatur
Zurück zum Zitat Ak H, Konuk A (2008) The effect of discontinuity frequency on ground vibrations produced from bench blasting: a case study. Soil Dyn Earthq Eng 28:686–694CrossRef Ak H, Konuk A (2008) The effect of discontinuity frequency on ground vibrations produced from bench blasting: a case study. Soil Dyn Earthq Eng 28:686–694CrossRef
Zurück zum Zitat Ak H, Iphar M, Yavuz M, Konuk A (2009) Evaluation of ground vibration effect of blasting operations in a magnesite mine. Soil Dyn Earthq Eng 29:669–676CrossRef Ak H, Iphar M, Yavuz M, Konuk A (2009) Evaluation of ground vibration effect of blasting operations in a magnesite mine. Soil Dyn Earthq Eng 29:669–676CrossRef
Zurück zum Zitat Ambraseys NR, Hendron AJ (1968) Dynamic behavior of rock masses: rock mechanics in engineering practices. Wiley, London Ambraseys NR, Hendron AJ (1968) Dynamic behavior of rock masses: rock mechanics in engineering practices. Wiley, London
Zurück zum Zitat Ataei M, Kamali M (2012) Prediction of blast-induced vibration by adaptive neuro-fuzzy inference system in Karoun 3 power plant and dam. J Vib Control 22:1–9 Ataei M, Kamali M (2012) Prediction of blast-induced vibration by adaptive neuro-fuzzy inference system in Karoun 3 power plant and dam. J Vib Control 22:1–9
Zurück zum Zitat Atashpaz-Gargari E, Lucas C (2007) Imperialist competitive algorithm: an algorithm for optimization inspired by imperialistic competition. In: IEEE Congr Evol Comput, pp 4661–4667 Atashpaz-Gargari E, Lucas C (2007) Imperialist competitive algorithm: an algorithm for optimization inspired by imperialistic competition. In: IEEE Congr Evol Comput, pp 4661–4667
Zurück zum Zitat Atashpaz-Gargari E, Hashemzadeh F, Rajabioun R, Lucas C (2008) Colonial competitive algorithm, a novel approach for PID controller design in MIMO distillation column process. Int J Intell Comput Cybern 1:337–355CrossRef Atashpaz-Gargari E, Hashemzadeh F, Rajabioun R, Lucas C (2008) Colonial competitive algorithm, a novel approach for PID controller design in MIMO distillation column process. Int J Intell Comput Cybern 1:337–355CrossRef
Zurück zum Zitat Bakhshandeh Amnieh H, Mozdianfard MR, Siamaki A (2010) Predicting of blasting vibrations in Sarcheshmeh copper mine by neural network. Saf Sci 48:319–325CrossRef Bakhshandeh Amnieh H, Mozdianfard MR, Siamaki A (2010) Predicting of blasting vibrations in Sarcheshmeh copper mine by neural network. Saf Sci 48:319–325CrossRef
Zurück zum Zitat Bakhshandeh Amnieh H, Siamaki A, Soltani S (2012) Design of blasting pattern in proportion to the peak particle velocity (PPV): artificial neural networks approach. Saf Sci 50:1913–1916CrossRef Bakhshandeh Amnieh H, Siamaki A, Soltani S (2012) Design of blasting pattern in proportion to the peak particle velocity (PPV): artificial neural networks approach. Saf Sci 50:1913–1916CrossRef
Zurück zum Zitat Basu D, Sen M (2005) Blast induced ground vibration norms—a critical review. In: National seminar on policies, Statutes and Legislation in Mines, Kharagpur, India, pp 112–113 Basu D, Sen M (2005) Blast induced ground vibration norms—a critical review. In: National seminar on policies, Statutes and Legislation in Mines, Kharagpur, India, pp 112–113
Zurück zum Zitat Blair DP (1987) The measurement, modelling and control of ground vibrations due to blasting. In: Proceedings of the 2nd international symposium of rock fragmentation by blasting, Keystone, Colorado, pp 88–101 Blair DP (1987) The measurement, modelling and control of ground vibrations due to blasting. In: Proceedings of the 2nd international symposium of rock fragmentation by blasting, Keystone, Colorado, pp 88–101
Zurück zum Zitat Blair DP (1990) Some problems associated with standard charge weight vibration scaling laws. In: Proceedings of the 3rd international symposium on fragmentation by blasting, Brisbane, pp 149–158 Blair DP (1990) Some problems associated with standard charge weight vibration scaling laws. In: Proceedings of the 3rd international symposium on fragmentation by blasting, Brisbane, pp 149–158
Zurück zum Zitat Blair DP (2014) Blast vibration dependence on charge length, velocity of detonation and layered media. Int J Rock Mech Min Sci 65:29–39 Blair DP (2014) Blast vibration dependence on charge length, velocity of detonation and layered media. Int J Rock Mech Min Sci 65:29–39
Zurück zum Zitat Bureau of Indian Standard (1973) Criteria for safety and design of structures subjected to underground blast. ISI Bull IS-6922 Bureau of Indian Standard (1973) Criteria for safety and design of structures subjected to underground blast. ISI Bull IS-6922
Zurück zum Zitat Ceryan N, Okkan U, Kesimal A (2012) Prediction of unconfined compressive strength of carbonate rocks using artificial neural networks. Environ Earth Sci 68:807–819CrossRef Ceryan N, Okkan U, Kesimal A (2012) Prediction of unconfined compressive strength of carbonate rocks using artificial neural networks. Environ Earth Sci 68:807–819CrossRef
Zurück zum Zitat Cevik A, Sezer EA, Cabalar AF, Gokceoglu C (2011) Modelling of the uniaxial compressive strength of some clay-bearing rocks using neural network. Appl Soft Comput 11:2587–2594CrossRef Cevik A, Sezer EA, Cabalar AF, Gokceoglu C (2011) Modelling of the uniaxial compressive strength of some clay-bearing rocks using neural network. Appl Soft Comput 11:2587–2594CrossRef
Zurück zum Zitat Davies B, Farmer IW, Attewell PB (1964) Ground vibrations from shallow sub-surface blasts. Engineer 217:553–559 Davies B, Farmer IW, Attewell PB (1964) Ground vibrations from shallow sub-surface blasts. Engineer 217:553–559
Zurück zum Zitat Douglas E (1989) An investigation of blasting criteria for structural and ground vibrations. Master thesis, Ohio University Douglas E (1989) An investigation of blasting criteria for structural and ground vibrations. Master thesis, Ohio University
Zurück zum Zitat Drew LJ, Langer WH, Sachs JS (2002) Environmentalism and natural aggregate mining. Nat Resur Res 11:19–28CrossRef Drew LJ, Langer WH, Sachs JS (2002) Environmentalism and natural aggregate mining. Nat Resur Res 11:19–28CrossRef
Zurück zum Zitat Dreyfus G (2005) Neural networks: methodology and application. Springer, Germany Dreyfus G (2005) Neural networks: methodology and application. Springer, Germany
Zurück zum Zitat Duvall WI, Fogelson DE (1962) Review of criteria for estimating damage to residences from blasting vibration. US Bureau of Mines R.I. 5968 Duvall WI, Fogelson DE (1962) Review of criteria for estimating damage to residences from blasting vibration. US Bureau of Mines R.I. 5968
Zurück zum Zitat Duvall WI, Petkof B (1959) Spherical propagation of explosion generated strain pulses in rock. USBM Rep Investig 5483:21 Duvall WI, Petkof B (1959) Spherical propagation of explosion generated strain pulses in rock. USBM Rep Investig 5483:21
Zurück zum Zitat Eberhart RC, Simpson PK, Dobbins RW (1996) Computational intelligence PC tools. Academic Press Professional, Waltham Eberhart RC, Simpson PK, Dobbins RW (1996) Computational intelligence PC tools. Academic Press Professional, Waltham
Zurück zum Zitat Fişne A, Kuzu C, Hüdaverdi T (2011) Prediction of environmental impacts of quarry blasting operation using fuzzy logic. Environ Monit Assess 174:461–470CrossRef Fişne A, Kuzu C, Hüdaverdi T (2011) Prediction of environmental impacts of quarry blasting operation using fuzzy logic. Environ Monit Assess 174:461–470CrossRef
Zurück zum Zitat Ghasemi E, Ataei M, Hashemolhosseini H (2013) Development of a fuzzy model for predicting ground vibration caused by rock blasting in surface mining. J Vib Control 19:755–770CrossRef Ghasemi E, Ataei M, Hashemolhosseini H (2013) Development of a fuzzy model for predicting ground vibration caused by rock blasting in surface mining. J Vib Control 19:755–770CrossRef
Zurück zum Zitat Ghosh A, Daemen JK (1983) A simple new blast vibration predictor. In: Proceedings of the 24th US symposium on rock mechanics, College Station, Texas, pp 151–161 April 1979 Ghosh A, Daemen JK (1983) A simple new blast vibration predictor. In: Proceedings of the 24th US symposium on rock mechanics, College Station, Texas, pp 151–161 April 1979
Zurück zum Zitat González-Nicieza C, Álvarez-Fernandez MI, Alvarez-Vigil AE, Arias-Prieto D, López-Gayarre F, Ramos-Lopez FL (2014) Influence of depth and geological structure on the transmission of blast vibrations. Bull Eng Geol Environ. doi:10.1007/s10064-014-0595-7 González-Nicieza C, Álvarez-Fernandez MI, Alvarez-Vigil AE, Arias-Prieto D, López-Gayarre F, Ramos-Lopez FL (2014) Influence of depth and geological structure on the transmission of blast vibrations. Bull Eng Geol Environ. doi:10.​1007/​s10064-014-0595-7
Zurück zum Zitat Görgülü K, Arpaz E, Demirci A, Koçaslan A, Dilmaç MK, Yüksek AG (2013) Investigation of blast-induced ground vibrations in the Tülü boron open pit mine. Bull Eng Geol Environ 72(3–4):555–564CrossRef Görgülü K, Arpaz E, Demirci A, Koçaslan A, Dilmaç MK, Yüksek AG (2013) Investigation of blast-induced ground vibrations in the Tülü boron open pit mine. Bull Eng Geol Environ 72(3–4):555–564CrossRef
Zurück zum Zitat Hajihassani M, Jahed Armaghani D, Sohaei H, Tonnizam Mohamad E, Marto A (2014) Prediction of airblast-overpressure induced by blasting using a hybrid artificial neural network and particle swarm optimization. Appl Acoust 80:57–67CrossRef Hajihassani M, Jahed Armaghani D, Sohaei H, Tonnizam Mohamad E, Marto A (2014) Prediction of airblast-overpressure induced by blasting using a hybrid artificial neural network and particle swarm optimization. Appl Acoust 80:57–67CrossRef
Zurück zum Zitat Hecht-Nielsen R (1987) Kolmogorov’s mapping neural network existence theorem. In: Proceedings of the first IEEE international conference on neural networks, San Diego, pp 11–14 Hecht-Nielsen R (1987) Kolmogorov’s mapping neural network existence theorem. In: Proceedings of the first IEEE international conference on neural networks, San Diego, pp 11–14
Zurück zum Zitat Holmberg R, Persson PA (1979) Design of tunnel perimeter blasthole patterns to prevent rock damage. In: Proceedings of IMM tunnelling’79 conference, London, pp 280–283 Holmberg R, Persson PA (1979) Design of tunnel perimeter blasthole patterns to prevent rock damage. In: Proceedings of IMM tunnelling’79 conference, London, pp 280–283
Zurück zum Zitat Hornik K, Stinchcombe M, White H (1989) Multilayer feedforward networks are universal approximators. Neural Netw 2:359–366CrossRef Hornik K, Stinchcombe M, White H (1989) Multilayer feedforward networks are universal approximators. Neural Netw 2:359–366CrossRef
Zurück zum Zitat Hudaverdi T (2012) Application of multivariate analysis for prediction of blast-induced ground vibrations. Soil Dyn Earthq Eng 43:300–308CrossRef Hudaverdi T (2012) Application of multivariate analysis for prediction of blast-induced ground vibrations. Soil Dyn Earthq Eng 43:300–308CrossRef
Zurück zum Zitat Hush DR (1989) Classification with neural networks: a performance analysis. In: Proceedings of the IEEE international conference on systems engineering Dayton Ohia, USA, pp 277–280 Hush DR (1989) Classification with neural networks: a performance analysis. In: Proceedings of the IEEE international conference on systems engineering Dayton Ohia, USA, pp 277–280
Zurück zum Zitat Iphar M, Yavuz M, Ak H (2008) Prediction of ground vibrations resulting from the blasting operations in an open-pit mine by adaptive neuro-fuzzy inference system. Environ Geol 56:97–107CrossRef Iphar M, Yavuz M, Ak H (2008) Prediction of ground vibrations resulting from the blasting operations in an open-pit mine by adaptive neuro-fuzzy inference system. Environ Geol 56:97–107CrossRef
Zurück zum Zitat ISRM (2007) The complete ISRM suggested methods for rock characterization, testing and monitoring: 1974–2006. In: Ulusay R, Hudson JA (eds) Suggested methods prepared by the commission on testing methods. International Society for Rock Mechanics. ISRM Turkish National Group, Ankara, Turkey ISRM (2007) The complete ISRM suggested methods for rock characterization, testing and monitoring: 1974–2006. In: Ulusay R, Hudson JA (eds) Suggested methods prepared by the commission on testing methods. International Society for Rock Mechanics. ISRM Turkish National Group, Ankara, Turkey
Zurück zum Zitat Jahed Armaghani D, Hajihassani M, Mohamad ET, Marto A, Noorani SA (2013) Blasting-induced flyrock and ground vibration prediction through an expert artificial neural network based on particle swarm optimization. Arab J Geosci. doi:10.1007/s12517-013-1174-0 Jahed Armaghani D, Hajihassani M, Mohamad ET, Marto A, Noorani SA (2013) Blasting-induced flyrock and ground vibration prediction through an expert artificial neural network based on particle swarm optimization. Arab J Geosci. doi:10.​1007/​s12517-013-1174-0
Zurück zum Zitat Jahed Armaghani D, Hajihassani M, Bejarbaneh BY, Marto A, Mohamad ET (2014) Indirect measure of shale shear strength parameters by means of rock index tests through an optimized artificial neural network. Measurement 55:487–498CrossRef Jahed Armaghani D, Hajihassani M, Bejarbaneh BY, Marto A, Mohamad ET (2014) Indirect measure of shale shear strength parameters by means of rock index tests through an optimized artificial neural network. Measurement 55:487–498CrossRef
Zurück zum Zitat Kaastra I, Boyd M (1996) Designing a neural network for forecasting financial and economic time series. Neurocomputing 10:215–236CrossRef Kaastra I, Boyd M (1996) Designing a neural network for forecasting financial and economic time series. Neurocomputing 10:215–236CrossRef
Zurück zum Zitat Kahriman A (2002) Analysis of ground vibrations caused by bench blasting at can open-pit lignite mine in Turkey. Environ Earth Sci 41:653–661 Kahriman A (2002) Analysis of ground vibrations caused by bench blasting at can open-pit lignite mine in Turkey. Environ Earth Sci 41:653–661
Zurück zum Zitat Kamali M, Ataei M (2011) Prediction of blast induced vibrations in the structures of Karoun III power plant and dam. J Vib Control 17:541–548CrossRef Kamali M, Ataei M (2011) Prediction of blast induced vibrations in the structures of Karoun III power plant and dam. J Vib Control 17:541–548CrossRef
Zurück zum Zitat Kanellopoulas I, Wilkinson GG (1997) Strategies and best practice for neural network image classification. Int J Remote Sens 18:711–725CrossRef Kanellopoulas I, Wilkinson GG (1997) Strategies and best practice for neural network image classification. Int J Remote Sens 18:711–725CrossRef
Zurück zum Zitat Karami A, Rezaei E, Shahhosseni M, Aghakhani M (2012) Optimization of heat transfer in an air cooler equipped with classic twisted tape inserts using imperialist competitive algorithm. Exp Therm Fluid Sci 38:195–200CrossRef Karami A, Rezaei E, Shahhosseni M, Aghakhani M (2012) Optimization of heat transfer in an air cooler equipped with classic twisted tape inserts using imperialist competitive algorithm. Exp Therm Fluid Sci 38:195–200CrossRef
Zurück zum Zitat Khandelwal M, Kankar PK (2011) Prediction of blast-induced air overpressure using support vector machine. Arab J Geosci 4:427–433CrossRef Khandelwal M, Kankar PK (2011) Prediction of blast-induced air overpressure using support vector machine. Arab J Geosci 4:427–433CrossRef
Zurück zum Zitat Khandelwal M, Singh TN (2006) Prediction of blast induced ground vibrations and frequency in opencast mine: a neural network approach. J Sound Vib 289:711–725CrossRef Khandelwal M, Singh TN (2006) Prediction of blast induced ground vibrations and frequency in opencast mine: a neural network approach. J Sound Vib 289:711–725CrossRef
Zurück zum Zitat Khandelwal M, Singh TN (2007) Evaluation of blasting induced ground vibration predictors. Soil Dyn Earthq Eng 27:116–125CrossRef Khandelwal M, Singh TN (2007) Evaluation of blasting induced ground vibration predictors. Soil Dyn Earthq Eng 27:116–125CrossRef
Zurück zum Zitat Khandelwal M, Singh TN (2009) Prediction of blasting induced ground vibration using artificial neural network. Int J Rock Mech Min Sci 46:1214–1222CrossRef Khandelwal M, Singh TN (2009) Prediction of blasting induced ground vibration using artificial neural network. Int J Rock Mech Min Sci 46:1214–1222CrossRef
Zurück zum Zitat Kosko B (1994) Neural networks and fuzzy systems: a dynamical systems approach to machine intelligence. Prentice Hall, New Delhi Kosko B (1994) Neural networks and fuzzy systems: a dynamical systems approach to machine intelligence. Prentice Hall, New Delhi
Zurück zum Zitat Kuzu C (2008) The importance of site-specific characters in prediction models for blast-induced ground vibrations. Soil Dyn Earthq Eng 28:405–414CrossRef Kuzu C (2008) The importance of site-specific characters in prediction models for blast-induced ground vibrations. Soil Dyn Earthq Eng 28:405–414CrossRef
Zurück zum Zitat Langefors U, Kihlstrom B (1963) The modern technique of rock blasting. Wiley, New York Langefors U, Kihlstrom B (1963) The modern technique of rock blasting. Wiley, New York
Zurück zum Zitat Masters T (1994) Practical neural network recipes in C ++. Academic Press, Boston MA Masters T (1994) Practical neural network recipes in C ++. Academic Press, Boston MA
Zurück zum Zitat Mohamed MT (2011) Performance of fuzzy logic and artificial neural network in prediction of ground and air vibrations. Int J Rock Mech Min Sci 48:845–851CrossRef Mohamed MT (2011) Performance of fuzzy logic and artificial neural network in prediction of ground and air vibrations. Int J Rock Mech Min Sci 48:845–851CrossRef
Zurück zum Zitat Montana DJ, Davis L (1989) Training feedforward neural networks using genetic algorithms. IJCAI 89:762–767 Montana DJ, Davis L (1989) Training feedforward neural networks using genetic algorithms. IJCAI 89:762–767
Zurück zum Zitat Ozer U, Kahriman A, Aksoy M, Adiguzel D, Karadogan A (2008) The analysis of ground vibrations induced by bench blasting at Akyol quarry and practical blasting charts. Environ Geol 54:737–743CrossRef Ozer U, Kahriman A, Aksoy M, Adiguzel D, Karadogan A (2008) The analysis of ground vibrations induced by bench blasting at Akyol quarry and practical blasting charts. Environ Geol 54:737–743CrossRef
Zurück zum Zitat Paola JD (1994) Neural network classification of multispectral imagery. MSc thesis, The University of Arizona, USA Paola JD (1994) Neural network classification of multispectral imagery. MSc thesis, The University of Arizona, USA
Zurück zum Zitat Rajabioun E, Atashpaz-Gargari E, Lucas C (2008) Colonial competitive algorithm as a tool for Nash equilibrium point achievement. In: Computational science and its applications-iccsa 2008, Springer, pp 680–695 Rajabioun E, Atashpaz-Gargari E, Lucas C (2008) Colonial competitive algorithm as a tool for Nash equilibrium point achievement. In: Computational science and its applications-iccsa 2008, Springer, pp 680–695
Zurück zum Zitat Ripley BD (1993) Statistical aspects of neural networks. In: Barndoff-Neilsen OE, Jensen JL, Kendall WS (eds) Networks and chaos-statistical and probabilistic aspects. Chapman & Hall, London, pp 40–123CrossRef Ripley BD (1993) Statistical aspects of neural networks. In: Barndoff-Neilsen OE, Jensen JL, Kendall WS (eds) Networks and chaos-statistical and probabilistic aspects. Chapman & Hall, London, pp 40–123CrossRef
Zurück zum Zitat Roy PP (1993) Putting ground vibration predictors into practice. J Colliery Guard 241:63–67 Roy PP (1993) Putting ground vibration predictors into practice. J Colliery Guard 241:63–67
Zurück zum Zitat Sepehri Rad H, Lucas C (2008) Application of imperialistic competition algorithm in recommender systems. In: 13th International CSI computer conference (CSICC’08), Kish, Iran Sepehri Rad H, Lucas C (2008) Application of imperialistic competition algorithm in recommender systems. In: 13th International CSI computer conference (CSICC’08), Kish, Iran
Zurück zum Zitat Simpson PK (1990) Artificial neural system—foundation, paradigm, application and implementations. Pergamon Press, New York Simpson PK (1990) Artificial neural system—foundation, paradigm, application and implementations. Pergamon Press, New York
Zurück zum Zitat Singh TN, Singh V (2005) An intelligent approach to prediction and control ground vibration in mines. Geotech Geolog Eng 23:249–262CrossRef Singh TN, Singh V (2005) An intelligent approach to prediction and control ground vibration in mines. Geotech Geolog Eng 23:249–262CrossRef
Zurück zum Zitat Socha K, Blum C (2007) An ant colony optimization algorithm for continuous optimization: application to feed-forward neural network training. Neural Comput Appl 16:235–247CrossRef Socha K, Blum C (2007) An ant colony optimization algorithm for continuous optimization: application to feed-forward neural network training. Neural Comput Appl 16:235–247CrossRef
Zurück zum Zitat Sonmez H, Gokceoglu C (2008) Discussion on the paper by H. Gullu and E. Ercelebi, “A neural network approach for attenuation relationships: an application using strong ground motion data from Turkey. Eng Geol 97:91–93CrossRef Sonmez H, Gokceoglu C (2008) Discussion on the paper by H. Gullu and E. Ercelebi, “A neural network approach for attenuation relationships: an application using strong ground motion data from Turkey. Eng Geol 97:91–93CrossRef
Zurück zum Zitat Sonmez H, Gokceoglu C, Nefeslioglu HA, Kayabasi A (2006) Estimation of rock modulus: for intact rocks with an artificial neural network and for rock masses with a new empirical equation. Int J Rock Mech Min Sci 43:224–235CrossRef Sonmez H, Gokceoglu C, Nefeslioglu HA, Kayabasi A (2006) Estimation of rock modulus: for intact rocks with an artificial neural network and for rock masses with a new empirical equation. Int J Rock Mech Min Sci 43:224–235CrossRef
Zurück zum Zitat Tiryaki B (2008) Application of artificial neural networks for predicting the cuttability of rocks by drag tools. Tunn Undergr Sp Tech 23:273–280CrossRef Tiryaki B (2008) Application of artificial neural networks for predicting the cuttability of rocks by drag tools. Tunn Undergr Sp Tech 23:273–280CrossRef
Zurück zum Zitat Tsou D, MacNish C (2003) Adaptive particle swarm optimization for high-dimensional highly convex search spaces. In: Proceedings of the IEEE congress on evolutionary computation, pp 783–789 Tsou D, MacNish C (2003) Adaptive particle swarm optimization for high-dimensional highly convex search spaces. In: Proceedings of the IEEE congress on evolutionary computation, pp 783–789
Zurück zum Zitat Verma AK, Singh TN (2011) Intelligent systems for ground vibration measurement: a comparative study. Eng Comput 27:225–233CrossRef Verma AK, Singh TN (2011) Intelligent systems for ground vibration measurement: a comparative study. Eng Comput 27:225–233CrossRef
Zurück zum Zitat Wang C (1994) A theory of generalization in learning machines with neural application. Phd thesis, The University of Pennsylvania, USA Wang C (1994) A theory of generalization in learning machines with neural application. Phd thesis, The University of Pennsylvania, USA
Zurück zum Zitat Wiss JF, Linehan PW (1978) Control of vibration and air noise from surface coal mines. US Bureau of Mines Report OFR, p 103 Wiss JF, Linehan PW (1978) Control of vibration and air noise from surface coal mines. US Bureau of Mines Report OFR, p 103
Metadaten
Titel
Ground vibration prediction in quarry blasting through an artificial neural network optimized by imperialist competitive algorithm
verfasst von
Mohsen Hajihassani
Danial Jahed Armaghani
Aminaton Marto
Edy Tonnizam Mohamad
Publikationsdatum
01.08.2015
Verlag
Springer Berlin Heidelberg
Erschienen in
Bulletin of Engineering Geology and the Environment / Ausgabe 3/2015
Print ISSN: 1435-9529
Elektronische ISSN: 1435-9537
DOI
https://doi.org/10.1007/s10064-014-0657-x

Weitere Artikel der Ausgabe 3/2015

Bulletin of Engineering Geology and the Environment 3/2015 Zur Ausgabe