Coordinated scheduling optimisation strategy of mining equipment in underground coal mines

Tianyan Liu, Biao Wang, Hanzhao Liu, Bicheng Tang, Ji Ke, Changqing Wang, Aijun Li, Zhigang Ren

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Aiming at the scheduling problem of underground mining equipment in shot mining, this paper proposes an improved cultural gene algorithm (MA). The global search applies the genetic algorithm, and some adjustments are made in its crossover and mutation operations; the local search uses the simulated annealing algorithm. The global search applies the genetic algorithm, and some adjustments are made in its crossover and mutation operations; the local search uses the simulated annealing algorithm, considering that the algorithm will have a certain probability to jump out of the optimal solution range, so on the basis of the original algorithm, the Gaussian function is replaced by the Cauchy function to avoid this problem. The algorithm is applied to the scenario of 5S15J for simulation experiments. After that, compared with the results of the genetic algorithm, it shows that the improved MA algorithm is obviously better in total time and total interval time, and can obtain high-quality solutions and an ideal cooperative scheduling strategy.

Original languageEnglish
Title of host publicationThird International Conference on Algorithms, Microchips, and Network Applications, AMNA 2024
EditorsJoan Lu, Reggie Davidrajuh
PublisherSPIE
ISBN (Electronic)9781510680098
DOIs
StatePublished - 2024
Event3rd International Conference on Algorithms, Microchips, and Network Applications, AMNA 2024 - Jinan, China
Duration: 8 Mar 202410 Mar 2024

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume13171
ISSN (Print)0277-786X
ISSN (Electronic)1996-756X

Conference

Conference3rd International Conference on Algorithms, Microchips, and Network Applications, AMNA 2024
Country/TerritoryChina
CityJinan
Period8/03/2410/03/24

Keywords

  • cultural genes
  • genetic algorithms
  • mining
  • mining equipment
  • scheduling

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