Skip to main content

2018 | OriginalPaper | Buchkapitel

A Cooperative Coevolutionary Algorithm for Real-Time Underground Mine Scheduling

verfasst von : Wesley Cox, Tim French, Mark Reynolds, Lyndon While

Erschienen in: AI 2018: Advances in Artificial Intelligence

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

We apply a cooperative coevolutionary algorithm for the real-time evolution of schedules in underground mines. The algorithm evolves simultaneously both truck dispatching and traffic light schedules for one-lane roads. The coevolutionary approach achieves high production with fewer trucks than both the widely-used DISPATCH algorithm, and commonly-used greedy heuristics.

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!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Alarie, S., Gamache, M.: Overview of solution strategies used in truck dispatching systems for open pit mines. Int. J. Surf. Min., Reclam. Environ. 16(1), 59–76 (2002)CrossRef Alarie, S., Gamache, M.: Overview of solution strategies used in truck dispatching systems for open pit mines. Int. J. Surf. Min., Reclam. Environ. 16(1), 59–76 (2002)CrossRef
3.
Zurück zum Zitat Bäck, T., Fogel, D.B., Michalewicz, Z.: Evolutionary Computation 1: Basic Algorithms and Operators, vol. 1. CRC Press, Boca Raton (2000)MATH Bäck, T., Fogel, D.B., Michalewicz, Z.: Evolutionary Computation 1: Basic Algorithms and Operators, vol. 1. CRC Press, Boca Raton (2000)MATH
4.
Zurück zum Zitat Beaulieu, M., Gamache, M.: An enumeration algorithm for solving the fleet management problem in underground mines. Comput. Oper. Res. 33(6), 1606–1624 (2006)CrossRef Beaulieu, M., Gamache, M.: An enumeration algorithm for solving the fleet management problem in underground mines. Comput. Oper. Res. 33(6), 1606–1624 (2006)CrossRef
6.
Zurück zum Zitat Brazil, M., Grossman, P., Lee, D., Rubinstein, J., Thomas, D., Wormald, N.: Decline design in underground mines using constrained path optimisation. Min. Technol. 117(2), 93–99 (2008)CrossRef Brazil, M., Grossman, P., Lee, D., Rubinstein, J., Thomas, D., Wormald, N.: Decline design in underground mines using constrained path optimisation. Min. Technol. 117(2), 93–99 (2008)CrossRef
7.
Zurück zum Zitat Cox, W., French, T., Reynolds, M., While, L.: A genetic algorithm for truck dispatching in mining. In: 3rd GCAI, vol. 50, pp. 93–106 (2017) Cox, W., French, T., Reynolds, M., While, L.: A genetic algorithm for truck dispatching in mining. In: 3rd GCAI, vol. 50, pp. 93–106 (2017)
9.
Zurück zum Zitat Eshelman, L.J., Schaffer, J.D.: Real coded genetic algorithms and interval-schemata. FOGA 2, 187–202 (1993) Eshelman, L.J., Schaffer, J.D.: Real coded genetic algorithms and interval-schemata. FOGA 2, 187–202 (1993)
10.
Zurück zum Zitat Gamache, M., Grimard, R., Cohen, P.: A shortest-path algorithm for solving the fleet management problem in underground mines. EJOR 166(2), 497–506 (2005)MathSciNetCrossRef Gamache, M., Grimard, R., Cohen, P.: A shortest-path algorithm for solving the fleet management problem in underground mines. EJOR 166(2), 497–506 (2005)MathSciNetCrossRef
12.
Zurück zum Zitat Kim, C.W., Tanchoco, J.M.: Conflict-free shortest-time bidirectional AGV routing. IJPR 29(12), 2377–2391 (1991)CrossRef Kim, C.W., Tanchoco, J.M.: Conflict-free shortest-time bidirectional AGV routing. IJPR 29(12), 2377–2391 (1991)CrossRef
13.
Zurück zum Zitat Krishnamurthy, N.N., Batta, R., Karwan, M.H.: Developing conflict-free routes for automated guided vehicles. Oper. Res. 41(6), 1077–1090 (1993)CrossRef Krishnamurthy, N.N., Batta, R., Karwan, M.H.: Developing conflict-free routes for automated guided vehicles. Oper. Res. 41(6), 1077–1090 (1993)CrossRef
14.
Zurück zum Zitat Li, Z.: A methodology for the optimum control of shovel and truck operations in open-pit mining. Min. Sci. Technol. 10(3), 337–340 (1990)CrossRef Li, Z.: A methodology for the optimum control of shovel and truck operations in open-pit mining. Min. Sci. Technol. 10(3), 337–340 (1990)CrossRef
15.
Zurück zum Zitat Lipowski, A., Lipowska, D.: Roulette-wheel selection via stochastic acceptance. Phys. A: Stat. Mech. Appl. 391(6), 2193–2196 (2012)CrossRef Lipowski, A., Lipowska, D.: Roulette-wheel selection via stochastic acceptance. Phys. A: Stat. Mech. Appl. 391(6), 2193–2196 (2012)CrossRef
16.
Zurück zum Zitat Luke, S., Sullivan, K., Abidi, F.: Large scale empirical analysis of cooperative coevolution. In: GECCO, pp. 151–152. ACM (2011) Luke, S., Sullivan, K., Abidi, F.: Large scale empirical analysis of cooperative coevolution. In: GECCO, pp. 151–152. ACM (2011)
18.
Zurück zum Zitat Munirathinam, M., Yingling, J.C.: A review of computer-based truck dispatching strategies for surface mining operations. Int. J. Surf. Min., Reclam. Environ. 8(1), 1–15 (1994)CrossRef Munirathinam, M., Yingling, J.C.: A review of computer-based truck dispatching strategies for surface mining operations. Int. J. Surf. Min., Reclam. Environ. 8(1), 1–15 (1994)CrossRef
19.
Zurück zum Zitat Newman, A.M., Rubio, E., Caro, R., Weintraub, A., Eurek, K.: A review of operations research in mine planning. Interfaces 40(3), 222–245 (2010)CrossRef Newman, A.M., Rubio, E., Caro, R., Weintraub, A., Eurek, K.: A review of operations research in mine planning. Interfaces 40(3), 222–245 (2010)CrossRef
20.
Zurück zum Zitat Rupprecht, S.: Mine development-access to deposit. In: 5th International Platinum Conference, pp. 101–121 (2012) Rupprecht, S.: Mine development-access to deposit. In: 5th International Platinum Conference, pp. 101–121 (2012)
21.
Zurück zum Zitat Saayman, P., Craig, I., Camisani-Calzolari, F.: Optimization of an autonomous vehicle dispatch system in an underground mine. J. South. Afr. Inst. Min. Metall. 106(2), 77–86 (2006) Saayman, P., Craig, I., Camisani-Calzolari, F.: Optimization of an autonomous vehicle dispatch system in an underground mine. J. South. Afr. Inst. Min. Metall. 106(2), 77–86 (2006)
22.
Zurück zum Zitat Tan, S., Ramani, R.V.: Evaluation of computer truck dispatching criteria. In: Proceedings of the SME/AIME Annual Meeting and Exhibition, pp. 192–215 (1992) Tan, S., Ramani, R.V.: Evaluation of computer truck dispatching criteria. In: Proceedings of the SME/AIME Annual Meeting and Exhibition, pp. 192–215 (1992)
23.
Zurück zum Zitat Upadhyay, S., Askari-Nasab, H.: Truck-shovel allocation optimisation: a goal programming approach. Min. Technol. 125(2), 82–92 (2016) Upadhyay, S., Askari-Nasab, H.: Truck-shovel allocation optimisation: a goal programming approach. Min. Technol. 125(2), 82–92 (2016)
24.
Zurück zum Zitat Vagenas, N.: Dispatch control of a fleet of remote-controlled/automatic load-haul-dump vehicles in underground mines. IJPR 29(11), 2347–2363 (1991)CrossRef Vagenas, N.: Dispatch control of a fleet of remote-controlled/automatic load-haul-dump vehicles in underground mines. IJPR 29(11), 2347–2363 (1991)CrossRef
25.
Zurück zum Zitat White, J.W., Olson, J.P.: Computer-based dispatching in mines with concurrent operating objectives. Miner. Eng. 38(11) (1986) White, J.W., Olson, J.P.: Computer-based dispatching in mines with concurrent operating objectives. Miner. Eng. 38(11) (1986)
26.
Zurück zum Zitat White, J.W., Olson, J.P., Vohnout, S.I.: On improving truck/shovel productivity in open pit mines. CIM Bull. 86, 43–43 (1993) White, J.W., Olson, J.P., Vohnout, S.I.: On improving truck/shovel productivity in open pit mines. CIM Bull. 86, 43–43 (1993)
27.
Zurück zum Zitat Wiegand, R.P.: An analysis of cooperative coevolutionary algorithms. Ph.D. thesis, George Mason University, Virginia (2003) Wiegand, R.P.: An analysis of cooperative coevolutionary algorithms. Ph.D. thesis, George Mason University, Virginia (2003)
Metadaten
Titel
A Cooperative Coevolutionary Algorithm for Real-Time Underground Mine Scheduling
verfasst von
Wesley Cox
Tim French
Mark Reynolds
Lyndon While
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-030-03991-2_38

Premium Partner