Skip to main content
Erschienen in: Geotechnical and Geological Engineering 3/2022

08.09.2021 | Original Paper

Prediction of TBM Penetration Rate Using Fuzzy Logic, Particle Swarm Optimization and Harmony Search Algorithm

verfasst von: Alireza Afradi, Arash Ebrahimabadi, Tahereh Hallajian

Erschienen in: Geotechnical and Geological Engineering | Ausgabe 3/2022

Einloggen

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

search-config
loading …

Abstract

Tunnel Boring Machine (TBM) penetration rate prediction is one of the most important problem in tunneling projects. Estimating of Tunnel Boring Machine (TBM) penetration rate can considerably reduce the costs of tunneling projects. In this study, Datasets including Uniaxial Compressive Strength, Brazilian Tensile Strength, Density and Joint Angle as input parameters and Rate of Penetration as an output parameter. The aim of this study is estimating the penetration rate of tunnel boring machines using fuzzy logic method, Harmony search algorithm (HSA) and Particle Swarm Optimization (PSO) in the Nosoud water conveyance Tunnel. The modeling results showed that the fuzzy model has a significant advantage over the PSO and HSA.

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!

Literatur
Zurück zum Zitat Afradi A, Ebrahimabadi A, Hallajian T (2019) Prediction of the penetration rate and number of consumed disc cutters of tunnel boring machines (TBMs) using artificial neural network (ANN) and support vector machine (SVM)-Case Study: beheshtabad water conveyance tunnel in Iran. Asian J Water Environ Pollut 16(1):49–57. https://doi.org/10.3233/AJW190006 Afradi A, Ebrahimabadi A, Hallajian T (2019) Prediction of the penetration rate and number of consumed disc cutters of tunnel boring machines (TBMs) using artificial neural network (ANN) and support vector machine (SVM)-Case Study: beheshtabad water conveyance tunnel in Iran. Asian J Water Environ Pollut 16(1):49–57. https://​doi.​org/​10.​3233/​AJW190006
Zurück zum Zitat Alebouyeh A, Dehghan AN, Goshtasbi K (2019) Identifying the geological hazards during mechanized tunneling in urban areas–the case of Tehran alluvium conditions. In: Tunnels and underground cities: engineering and innovation meet archaeology, architecture and art. CRC Press, pp 5264–5274 Alebouyeh A, Dehghan AN, Goshtasbi K (2019) Identifying the geological hazards during mechanized tunneling in urban areas–the case of Tehran alluvium conditions. In: Tunnels and underground cities: engineering and innovation meet archaeology, architecture and art. CRC Press, pp 5264–5274
Zurück zum Zitat Anand V, Pandey S (2017) Particle swarm optimization and harmony search-based clustering and routing in wireless sensor networks. Int J Comput Intell Sys 10(1):1252–1262CrossRef Anand V, Pandey S (2017) Particle swarm optimization and harmony search-based clustering and routing in wireless sensor networks. Int J Comput Intell Sys 10(1):1252–1262CrossRef
Zurück zum Zitat Ayvaz MT (2009) Application of harmony search algorithm to the solution of groundwater management models. Adv Water Resour 32(6):916–924CrossRef Ayvaz MT (2009) Application of harmony search algorithm to the solution of groundwater management models. Adv Water Resour 32(6):916–924CrossRef
Zurück zum Zitat Ayvaz MT, Kayhan AH, Ceylan H, Gurarslan G (2009) Hybridizing the harmony search algorithm with a spreadsheet ‘solver’ for solving continuous engineering optimization problems. Eng Optim 41(12):1119–1144CrossRef Ayvaz MT, Kayhan AH, Ceylan H, Gurarslan G (2009) Hybridizing the harmony search algorithm with a spreadsheet ‘solver’ for solving continuous engineering optimization problems. Eng Optim 41(12):1119–1144CrossRef
Zurück zum Zitat Barton N (2000) TBM tunneling in jointed and fault rock. Balkema, Rotterdam Barton N (2000) TBM tunneling in jointed and fault rock. Balkema, Rotterdam
Zurück zum Zitat Bamford WE (1984) Rock test indices are being successfully correlated with tunnel boring machine performance. In: Proceedings, fifth Australian tunneling conference, Sydney, pp 218–221 Bamford WE (1984) Rock test indices are being successfully correlated with tunnel boring machine performance. In: Proceedings, fifth Australian tunneling conference, Sydney, pp 218–221
Zurück zum Zitat Bieniawski, Z.T., Celada, B., Galera, J.M., (2007) Predicting TBM Excavability Tunnels & Tunnelling International., September 2007, pp. 32–35 Bieniawski, Z.T., Celada, B., Galera, J.M., (2007) Predicting TBM Excavability Tunnels & Tunnelling International., September 2007, pp. 32–35
Zurück zum Zitat Cassinelli F, Cina S, Innaurato N (1982) Power consumption and metal wear in tunnel boring machines, analysis of tunnel operation in hard rock. In: Proceedings, tunneling 82, London, IMM, pp 73–81 Cassinelli F, Cina S, Innaurato N (1982) Power consumption and metal wear in tunnel boring machines, analysis of tunnel operation in hard rock. In: Proceedings, tunneling 82, London, IMM, pp 73–81
Zurück zum Zitat Dehghan AN (2020) Influence of Forepoling Umbrella on the settlements induced by shallow urban tunneling. Geotech Geol Eng 38:5005–5022CrossRef Dehghan AN (2020) Influence of Forepoling Umbrella on the settlements induced by shallow urban tunneling. Geotech Geol Eng 38:5005–5022CrossRef
Zurück zum Zitat Farmer IW, Glossop NH (1980) Mechanics of disc cutter penetration. Tunn Tunn Int 12(6):22–25 Farmer IW, Glossop NH (1980) Mechanics of disc cutter penetration. Tunn Tunn Int 12(6):22–25
Zurück zum Zitat Innaurato N, Mancini R, Rondena E, Zaninetti A (1991) Forecasting and effective TBM performances in a rapid excavation of a tunnel in Italy. In: Seventh international congress ISRM, Aachen, pp 1009–1014 Innaurato N, Mancini R, Rondena E, Zaninetti A (1991) Forecasting and effective TBM performances in a rapid excavation of a tunnel in Italy. In: Seventh international congress ISRM, Aachen, pp 1009–1014
Zurück zum Zitat Lislerud A et al (1983) Hard rock tunnel boring. Project Rep 1–83, Univ. Trondheim, Norwegian Institute of Technology, Division Construction Engineering, 159 Lislerud A et al (1983) Hard rock tunnel boring. Project Rep 1–83, Univ. Trondheim, Norwegian Institute of Technology, Division Construction Engineering, 159
Zurück zum Zitat Poonguzhali PK, Ananthamoorthy NP (2020) Design of mutated harmony search algorithm for data dissemination in wireless sensor network. Wireless Pers Commun 111(2):729–751CrossRef Poonguzhali PK, Ananthamoorthy NP (2020) Design of mutated harmony search algorithm for data dissemination in wireless sensor network. Wireless Pers Commun 111(2):729–751CrossRef
Zurück zum Zitat Sadeghi M, Pourhashemi SM, Dehghan AN, Ahangari K (2016) The effect of excavation progress on the behavior of Hakim Highway tunnel using geotechnical instrumentation. In: ITA-AITES world tunnel congress, pp. 22–28 Sadeghi M, Pourhashemi SM, Dehghan AN, Ahangari K (2016) The effect of excavation progress on the behavior of Hakim Highway tunnel using geotechnical instrumentation. In: ITA-AITES world tunnel congress, pp. 22–28
Zurück zum Zitat Tarkoy PJ (1973) Prediction TBM penetration rates in selected rock types. In: Proceedings, ninth canadian rock mechanics symposium, Montreal Tarkoy PJ (1973) Prediction TBM penetration rates in selected rock types. In: Proceedings, ninth canadian rock mechanics symposium, Montreal
Zurück zum Zitat Weyland D (2015) A critical analysis of the harmony search algorithm—how not to solve sudoku. Oper Res Perspect 2:97–105 Weyland D (2015) A critical analysis of the harmony search algorithm—how not to solve sudoku. Oper Res Perspect 2:97–105
Zurück zum Zitat Yazdi Z, Rad AJ, Aghazadeh M, Afzal P (2019) Porphyry copper prospectivity mapping using fuzzy and fractal modeling in sonajeel area, NW Iran. Bull Miner Res Explor 158(158):235–250 Yazdi Z, Rad AJ, Aghazadeh M, Afzal P (2019) Porphyry copper prospectivity mapping using fuzzy and fractal modeling in sonajeel area, NW Iran. Bull Miner Res Explor 158(158):235–250
Zurück zum Zitat Zhu Q, Tang X, Li Y, Yeboah MO (2020) An improved differential-based harmony search algorithm with linear dynamic domain. Knowl-Based Sys 187:104809CrossRef Zhu Q, Tang X, Li Y, Yeboah MO (2020) An improved differential-based harmony search algorithm with linear dynamic domain. Knowl-Based Sys 187:104809CrossRef
Metadaten
Titel
Prediction of TBM Penetration Rate Using Fuzzy Logic, Particle Swarm Optimization and Harmony Search Algorithm
verfasst von
Alireza Afradi
Arash Ebrahimabadi
Tahereh Hallajian
Publikationsdatum
08.09.2021
Verlag
Springer International Publishing
Erschienen in
Geotechnical and Geological Engineering / Ausgabe 3/2022
Print ISSN: 0960-3182
Elektronische ISSN: 1573-1529
DOI
https://doi.org/10.1007/s10706-021-01982-x

Weitere Artikel der Ausgabe 3/2022

Geotechnical and Geological Engineering 3/2022 Zur Ausgabe