Scheduling optimization of underground mine trackless transportation based on improved estimation of distribution algorithm

The trend in underground mine development is trackless transportation, and the scheduling optimization of underground mine trackless transportation is a current research hotspot. This paper proposes a truck scheduling optimization method for underground mine trackless transportation based on an impr...

Full description

Saved in:
Bibliographic Details
Published in:Expert systems with applications Vol. 245; p. 123025
Main Authors: Li, Ning, Wu, Yahui, Ye, Haiwang, Wang, Liguan, Wang, Qizhou, Jia, Mingtao
Format: Journal Article
Language:English
Published: Elsevier Ltd 01.07.2024
Subjects:
ISSN:0957-4174, 1873-6793
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract The trend in underground mine development is trackless transportation, and the scheduling optimization of underground mine trackless transportation is a current research hotspot. This paper proposes a truck scheduling optimization method for underground mine trackless transportation based on an improved estimation of distribution algorithm to address the truck scheduling problem in the underground mine trackless transportation process. The transportation process of transport trucks in underground mines is analyzed. The dispatching model of transport trucks in underground mines is constructed based on the requirements of reducing transportation costs and increasing transportation efficiencies, taking into account the truck meeting situation in the ramp section and minimizing the total shift transportation distance and the total waiting time of transport trucks as the objective functions. The improved estimation of distribution algorithm is used to solve the truck scheduling model, resulting in the optimal ore blending and scheduling schemes. The comparative analysis employs a genetic algorithm, particle swarm optimization algorithm, and immune algorithm. The results demonstrate that, compared to other algorithms, the improved estimation of distribution algorithm proposed in this paper has superior performance in terms of convergence speed and the search for the optimal solution. The total number of transportation tasks associated with the optimal ore allocation scheme is at least 82, and the waiting time associated with the optimal scheduling scheme is reduced to 7.5 min. The operation time chart of transport trucks calculated by the optimal dispatching scheme can clearly depict the location of each transport truck at any time during a shift's working time, which has significant guiding significance for the actual truck transportation in the mine.
AbstractList The trend in underground mine development is trackless transportation, and the scheduling optimization of underground mine trackless transportation is a current research hotspot. This paper proposes a truck scheduling optimization method for underground mine trackless transportation based on an improved estimation of distribution algorithm to address the truck scheduling problem in the underground mine trackless transportation process. The transportation process of transport trucks in underground mines is analyzed. The dispatching model of transport trucks in underground mines is constructed based on the requirements of reducing transportation costs and increasing transportation efficiencies, taking into account the truck meeting situation in the ramp section and minimizing the total shift transportation distance and the total waiting time of transport trucks as the objective functions. The improved estimation of distribution algorithm is used to solve the truck scheduling model, resulting in the optimal ore blending and scheduling schemes. The comparative analysis employs a genetic algorithm, particle swarm optimization algorithm, and immune algorithm. The results demonstrate that, compared to other algorithms, the improved estimation of distribution algorithm proposed in this paper has superior performance in terms of convergence speed and the search for the optimal solution. The total number of transportation tasks associated with the optimal ore allocation scheme is at least 82, and the waiting time associated with the optimal scheduling scheme is reduced to 7.5 min. The operation time chart of transport trucks calculated by the optimal dispatching scheme can clearly depict the location of each transport truck at any time during a shift's working time, which has significant guiding significance for the actual truck transportation in the mine.
ArticleNumber 123025
Author Jia, Mingtao
Li, Ning
Wang, Qizhou
Ye, Haiwang
Wu, Yahui
Wang, Liguan
Author_xml – sequence: 1
  givenname: Ning
  orcidid: 0000-0001-8855-9527
  surname: Li
  fullname: Li, Ning
  email: 13875910191@163.com
  organization: Hubei Key Laboratory of Mineral Resources Processing and Environment, Wuhan University of Technology, Wuhan, Hubei 430070, China
– sequence: 2
  givenname: Yahui
  surname: Wu
  fullname: Wu, Yahui
  organization: School of Resource and Environment Engineering, Wuhan University of Technology, Wuhan, Hubei 430070, China
– sequence: 3
  givenname: Haiwang
  surname: Ye
  fullname: Ye, Haiwang
  email: yehaiwang@sina.com
  organization: Hubei Key Laboratory of Mineral Resources Processing and Environment, Wuhan University of Technology, Wuhan, Hubei 430070, China
– sequence: 4
  givenname: Liguan
  surname: Wang
  fullname: Wang, Liguan
  organization: School of Resource and Safety Engineering, Central South University, Changsha, Hunan 410083, China
– sequence: 5
  givenname: Qizhou
  surname: Wang
  fullname: Wang, Qizhou
  email: wqz@whut.edu.cn
  organization: Hubei Key Laboratory of Mineral Resources Processing and Environment, Wuhan University of Technology, Wuhan, Hubei 430070, China
– sequence: 6
  givenname: Mingtao
  surname: Jia
  fullname: Jia, Mingtao
  organization: School of Resource and Safety Engineering, Central South University, Changsha, Hunan 410083, China
BookMark eNp9kMtOwzAQRS1UJNrCD7DKD6SM7eYlsUEVL6kSC2Bt-TFpXZI4stMi4OdJCGLBoqu5I825mntnZNK4Bgm5pLCgQNOr3QLDu1wwYHxBGQeWnJApzTMep1nBJ2QKRZLFS5otz8gshB0AzQCyKfl61ls0-8o2m8i1na3tp-ysayJXRvvGoN9418-otg1GnZf6rcIQBtWE1vluPFYyoIl6YevWu0OvMfRef07Ghs5btf_ZZbVx3nbb-pyclrIKePE75-T17vZl9RCvn-4fVzfrWHOALlaUKw0JBaVAMVYuIS8MpgBomJSqNLqgXKeJSlKaGp5IlZQmL1LUFFMuJZ-TfPTV3oXgsRTajo_3MWwlKIihRLETQ4liKFGMJfYo-4e2vs_lP45D1yOEfaiDRS-CtthoNNaj7oRx9hj-DQ4nkqM
CitedBy_id crossref_primary_10_1007_s40747_024_01775_8
crossref_primary_10_1016_j_compag_2025_110344
crossref_primary_10_1016_j_dajour_2025_100583
crossref_primary_10_1016_j_knosys_2025_113908
crossref_primary_10_3390_pr13082434
crossref_primary_10_1016_j_powtec_2024_120191
crossref_primary_10_1108_IMDS_12_2024_1250
crossref_primary_10_1016_j_tust_2024_106270
crossref_primary_10_3390_s25103189
crossref_primary_10_1016_j_eswa_2025_126891
crossref_primary_10_1016_j_cor_2025_106992
crossref_primary_10_3390_fire7010034
crossref_primary_10_1016_j_gsme_2024_03_007
Cites_doi 10.1016/j.cor.2004.11.016
10.1016/j.omega.2017.10.008
10.1016/j.ejor.2016.05.050
10.1016/j.eswa.2015.06.004
10.1179/1743286310Y.0000000001
10.1109/ACCESS.2020.2970480
10.1016/j.ifacol.2021.10.032
10.3390/met11111848
10.1109/TE.2020.3008878
10.1007/s11081-020-09496-w
10.1016/j.ejor.2016.12.014
10.1016/j.resourpol.2021.102459
10.1007/s42461-020-00285-8
10.1016/j.asoc.2019.105668
10.1016/j.asoc.2018.02.010
10.1109/TLA.2016.7459617
10.1016/j.ejor.2004.03.008
10.1016/j.eswa.2007.10.037
10.1016/j.ejor.2014.08.020
10.1007/978-3-030-87672-2_28
10.3390/su14063448
10.2478/v10267-012-0003-8
10.1016/j.ejor.2010.12.008
10.1016/j.cor.2020.105036
10.1016/j.chb.2014.03.052
10.1016/j.engappai.2012.04.001
ContentType Journal Article
Copyright 2023 Elsevier Ltd
Copyright_xml – notice: 2023 Elsevier Ltd
DBID AAYXX
CITATION
DOI 10.1016/j.eswa.2023.123025
DatabaseName CrossRef
DatabaseTitle CrossRef
DatabaseTitleList
DeliveryMethod fulltext_linktorsrc
Discipline Computer Science
EISSN 1873-6793
ExternalDocumentID 10_1016_j_eswa_2023_123025
S0957417423035273
GroupedDBID --K
--M
.DC
.~1
0R~
13V
1B1
1RT
1~.
1~5
4.4
457
4G.
5GY
5VS
7-5
71M
8P~
9JN
9JO
AAAKF
AABNK
AACTN
AAEDT
AAEDW
AAIAV
AAIKJ
AAKOC
AALRI
AAOAW
AAQFI
AARIN
AAXUO
AAYFN
ABBOA
ABFNM
ABMAC
ABMVD
ABUCO
ABYKQ
ACDAQ
ACGFS
ACHRH
ACNTT
ACRLP
ACZNC
ADBBV
ADEZE
ADTZH
AEBSH
AECPX
AEKER
AENEX
AFKWA
AFTJW
AGHFR
AGJBL
AGUBO
AGUMN
AGYEJ
AHHHB
AHJVU
AHZHX
AIALX
AIEXJ
AIKHN
AITUG
AJOXV
AKRWK
ALEQD
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
AOUOD
APLSM
AXJTR
BJAXD
BKOJK
BLXMC
BNSAS
CS3
DU5
EBS
EFJIC
EO8
EO9
EP2
EP3
F5P
FDB
FIRID
FNPLU
FYGXN
G-Q
GBLVA
GBOLZ
HAMUX
IHE
J1W
JJJVA
KOM
MO0
N9A
O-L
O9-
OAUVE
OZT
P-8
P-9
P2P
PC.
PQQKQ
Q38
RIG
ROL
RPZ
SDF
SDG
SDP
SDS
SES
SEW
SPC
SPCBC
SSB
SSD
SSL
SST
SSV
SSZ
T5K
TN5
~G-
29G
9DU
AAAKG
AAQXK
AATTM
AAXKI
AAYWO
AAYXX
ABJNI
ABKBG
ABUFD
ABWVN
ABXDB
ACLOT
ACNNM
ACRPL
ACVFH
ADCNI
ADJOM
ADMUD
ADNMO
AEIPS
AEUPX
AFJKZ
AFPUW
AGQPQ
AIGII
AIIUN
AKBMS
AKYEP
ANKPU
APXCP
ASPBG
AVWKF
AZFZN
CITATION
EFKBS
EFLBG
EJD
FEDTE
FGOYB
G-2
HLZ
HVGLF
HZ~
LG9
LY1
LY7
M41
R2-
SBC
SET
WUQ
XPP
ZMT
~HD
ID FETCH-LOGICAL-c300t-b13bc0510bb0b22f4089de600ed2aabfdc913c65b5616d35ab5fd896ec1e63aa3
ISICitedReferencesCount 11
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001155973100001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 0957-4174
IngestDate Sat Nov 29 07:06:26 EST 2025
Tue Nov 18 21:32:25 EST 2025
Sat Apr 13 16:35:12 EDT 2024
IsPeerReviewed true
IsScholarly true
Keywords Underground mine
Trackless transportation
Ore blending scheme
Estimation of distribution algorithm
Scheduling optimization
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c300t-b13bc0510bb0b22f4089de600ed2aabfdc913c65b5616d35ab5fd896ec1e63aa3
ORCID 0000-0001-8855-9527
ParticipantIDs crossref_citationtrail_10_1016_j_eswa_2023_123025
crossref_primary_10_1016_j_eswa_2023_123025
elsevier_sciencedirect_doi_10_1016_j_eswa_2023_123025
PublicationCentury 2000
PublicationDate 2024-07-01
2024-07-00
PublicationDateYYYYMMDD 2024-07-01
PublicationDate_xml – month: 07
  year: 2024
  text: 2024-07-01
  day: 01
PublicationDecade 2020
PublicationTitle Expert systems with applications
PublicationYear 2024
Publisher Elsevier Ltd
Publisher_xml – name: Elsevier Ltd
References Li, Ren, Zhao, Ren (b0085) 2021; 41
He, Zhou, Nie (b0070) 2017
Gamache, Grimard, Cohen (b0045) 2005; 166
Hammami N.E.H., Jaoua A., & Layeb S.B. (2021). Equipment dispatching problem for underground mine under stochastic working times. 12th International Conference on Computational Logistics (ICCL), 13004, 429-441.
Max Å., Mikael J., & Alessandro Z. (2020). Underground mine scheduling of mobile machines using Constraint Programming and Large Neighborhood Search. Computers and Operations Research. 2020, 123(11), 1-13.
Moreno, Rezakhah, Newman, Ferreira (b0140) 2017; 260
Samavati, Essam, Nehring, Sarker (b0190) 2018; 81
Zong (b0230) 1976; 2
Yardimci, Karpuz (b0220) 2019; 83
Jiang, Wang (b0075) 1997; 3
Ahangaran, Yasrebi, Wetherelt, Foster (b0005) 2012; 57
Matamoros, Dimitrakopoulos (b0115) 2016; 255
Li, Feng, Ye, Wang, Jia, Wang, Zhao, Chen (b0100) 2021; 11
Singh, Shukla (b0170) 2022; 25
Wang, Tenorio, Li, Hou, Hu (b0205) 2020; 37
Hou, Li, Hu (b0055) 2020; 36
Upadhyay, Askari-Nasab (b0200) 2016; 125
Huang, Li, Eugene, Bright, Hu (b0065) 2020; 8
Zamfirache, Precup, Roman, Petriu (b0235) 2023; 225
Xia (b0215) 2011
Zhao, X. P., Li, Z. X., Li, C. P., Zhao, Y. Q., & Liu, F. Z. (2013). Simulation of Underground Trackless Transportation System Based on MATLAB. MINING R & D. 33(1), 2013, 88-91.
Alipour, Khodaiari, Jafari, Tavakkolimoghaddam, Eggert (b0010) 2022; 75
Li, Yang (b0110) 2021; 41
Zhang, Hu, Qian (b0240) 2021; 38
Chen, Ding, Qin, Zhang (b0025) 2021; 167
Gamache (b0050) 2006; 33
Lin (b0090) 2022; 25
Precup, Hedrea, Roman, Petriu, Szedlak-Stinean, Bojan-Dragos (b0155) 2021; 64
Khan, Niemann-Delius (b0080) 2018; 66
Bojan-Dragos, Precup, Preitl, Roman, Hedrea, Szedlak-Stinean (b0015) 2021; 54
Moradi-Afrapoli, Upadhyay, Askari-Nasab (b0135) 2021; 12
Nehring, Topal, Knights (b0150) 2010; 119
Song, Håkan, Mikael, John (b0185) 2015; 10
Max, Mikael, Alessandro (b0120) 2018; 10848
Li, Feng, Lei, Ye, Wang, Wang, Jia (b0095) 2022; 14
Mendes, Flavio, Alves Maia, Rodrigues Veloso (b0145) 2016; 14
Fabián, Javier, Nelson (b0035) 2020; 21
O’Sullivan, Newman (b0030) 2015; 241
Qu, Ji, Zhang, Wu (b0160) 2020; 37
Sun, Lian (b0180) 2010; 404
Tan, Ooi, Leong, Lin (b0195) 2014; 36
Cheng, Shiau, Huang, Lin (b0020) 2009; 36
Martinez, Newman (b0130) 2011; 211
Shahzad, Mebarki (b0175) 2012; 25
Li, Wu, Wang, Ye, Wang, Jia, Zhao (b0105) 2023; 120
Sun, Wang, Hou, Zhang (b0165) 2020; 41
Gao, Suganthan, Chua, Chong, Cai, Pan (b0040) 2015; 42
Wang, Gong, Sun, Hu (b0210) 2022; 48
10.1016/j.eswa.2023.123025_b0125
Qu (10.1016/j.eswa.2023.123025_b0160) 2020; 37
10.1016/j.eswa.2023.123025_b0225
Sun (10.1016/j.eswa.2023.123025_b0165) 2020; 41
Sun (10.1016/j.eswa.2023.123025_b0180) 2010; 404
He (10.1016/j.eswa.2023.123025_b0070) 2017
Song (10.1016/j.eswa.2023.123025_b0185) 2015; 10
Moradi-Afrapoli (10.1016/j.eswa.2023.123025_b0135) 2021; 12
Gamache (10.1016/j.eswa.2023.123025_b0050) 2006; 33
Wang (10.1016/j.eswa.2023.123025_b0205) 2020; 37
Moreno (10.1016/j.eswa.2023.123025_b0140) 2017; 260
Zamfirache (10.1016/j.eswa.2023.123025_b0235) 2023; 225
Xia (10.1016/j.eswa.2023.123025_b0215) 2011
Chen (10.1016/j.eswa.2023.123025_b0025) 2021; 167
Li (10.1016/j.eswa.2023.123025_b0100) 2021; 11
Cheng (10.1016/j.eswa.2023.123025_b0020) 2009; 36
Gamache (10.1016/j.eswa.2023.123025_b0045) 2005; 166
Khan (10.1016/j.eswa.2023.123025_b0080) 2018; 66
Samavati (10.1016/j.eswa.2023.123025_b0190) 2018; 81
Zhang (10.1016/j.eswa.2023.123025_b0240) 2021; 38
Li (10.1016/j.eswa.2023.123025_b0110) 2021; 41
Mendes (10.1016/j.eswa.2023.123025_b0145) 2016; 14
Upadhyay (10.1016/j.eswa.2023.123025_b0200) 2016; 125
Precup (10.1016/j.eswa.2023.123025_b0155) 2021; 64
Max (10.1016/j.eswa.2023.123025_b0120) 2018; 10848
Martinez (10.1016/j.eswa.2023.123025_b0130) 2011; 211
Hou (10.1016/j.eswa.2023.123025_b0055) 2020; 36
Jiang (10.1016/j.eswa.2023.123025_b0075) 1997; 3
Ahangaran (10.1016/j.eswa.2023.123025_b0005) 2012; 57
Lin (10.1016/j.eswa.2023.123025_b0090) 2022; 25
Matamoros (10.1016/j.eswa.2023.123025_b0115) 2016; 255
O’Sullivan (10.1016/j.eswa.2023.123025_b0030) 2015; 241
Li (10.1016/j.eswa.2023.123025_b0095) 2022; 14
Yardimci (10.1016/j.eswa.2023.123025_b0220) 2019; 83
Zong (10.1016/j.eswa.2023.123025_b0230) 1976; 2
Alipour (10.1016/j.eswa.2023.123025_b0010) 2022; 75
Huang (10.1016/j.eswa.2023.123025_b0065) 2020; 8
Shahzad (10.1016/j.eswa.2023.123025_b0175) 2012; 25
Li (10.1016/j.eswa.2023.123025_b0105) 2023; 120
Nehring (10.1016/j.eswa.2023.123025_b0150) 2010; 119
Gao (10.1016/j.eswa.2023.123025_b0040) 2015; 42
10.1016/j.eswa.2023.123025_b0060
Singh (10.1016/j.eswa.2023.123025_b0170) 2022; 25
Bojan-Dragos (10.1016/j.eswa.2023.123025_b0015) 2021; 54
Wang (10.1016/j.eswa.2023.123025_b0210) 2022; 48
Tan (10.1016/j.eswa.2023.123025_b0195) 2014; 36
Fabián (10.1016/j.eswa.2023.123025_b0035) 2020; 21
Li (10.1016/j.eswa.2023.123025_b0085) 2021; 41
References_xml – volume: 41
  start-page: 15
  year: 2021
  end-page: 21
  ident: b0110
  article-title: Multi-objective estimation of distribution algorithm with adaptive opposition-based learning
  publication-title: Journal of Computer Applications
– volume: 125
  start-page: 82
  year: 2016
  end-page: 92
  ident: b0200
  article-title: Truck-shovel allocation optimization: A goal programming approach
  publication-title: Transactions of the Institution of Mining and Metallurgy, Section A: Mining Technology
– volume: 255
  start-page: 911
  year: 2016
  end-page: 921
  ident: b0115
  article-title: Stochastic short-term mine production schedule accounting for fleet allocation, operational considerations and blending restrictions
  publication-title: European Journal of Operational Research
– volume: 83
  start-page: 1
  year: 2019
  end-page: 19
  ident: b0220
  article-title: Shortest path optimization of haul road design in underground mines using an evolutionary algorithm
  publication-title: Applied Soft Computing
– volume: 57
  start-page: 39
  year: 2012
  end-page: 52
  ident: b0005
  article-title: Real-time dispatching modelling for trucks with different capacities in open pit mines
  publication-title: Archives of Mining Sciences
– volume: 167
  start-page: 1
  year: 2021
  end-page: 15
  ident: b0025
  article-title: A hyper-heuristic based ensemble genetic programming approach for stochastic resource constrained project scheduling problem
  publication-title: Expert Systems with Applications
– volume: 21
  start-page: 939
  year: 2020
  end-page: 971
  ident: b0035
  article-title: A simulation-optimization framework for short-term underground mine production scheduling
  publication-title: Optimization and Engineering
– volume: 10
  start-page: 1
  year: 2015
  end-page: 22
  ident: b0185
  article-title: Intelligent Scheduling for Underground Mobile Mining Equipment
  publication-title: PLOS ONE, Public Library of Science
– volume: 66
  start-page: 428
  year: 2018
  end-page: 437
  ident: b0080
  article-title: Differential evolution based approach for the production scheduling of open pit mines with or without the condition of grade uncertainty
  publication-title: Applied Soft Computing
– volume: 41
  start-page: 10
  year: 2021
  end-page: 14
  ident: b0085
  article-title: The Method of Rapid Excavation by Vertical Shaft and Inclined Plane in Deep Inclined Thick Ore Body and its Application
  publication-title: MINING R & D
– volume: 25
  start-page: 133
  year: 2022
  end-page: 149
  ident: b0090
  article-title: Fuzzy AHP-based Prioritization of the Optimal Alternative of External Equity Financing for Start-ups of Lending Company in Uncertain Environment
  publication-title: Romanian Journal of Information Science and Technology
– volume: 12
  start-page: 505
  year: 2021
  end-page: 512
  ident: b0135
  article-title: Truck dispatching in surface mines-application of fuzzy linear programming
  publication-title: Journal of the Southern African Institute of Mining and Metallurgy
– volume: 14
  start-page: 1329
  year: 2016
  end-page: 1334
  ident: b0145
  article-title: A hybrid multiobjective evolutionary algorithm for truck dispatching in open-pit-mining
  publication-title: IEEE Latin America Transactions
– volume: 225
  year: 2023
  ident: b0235
  article-title: Neural Network-based control using Actor-Critic Reinforcement Learning and Grey Wolf Optimizer with experimental servo system validation
  publication-title: Expert Systems with Applications
– volume: 260
  start-page: 212
  year: 2017
  end-page: 221
  ident: b0140
  article-title: Linear models for stockpiling in open-pit mine production scheduling problems
  publication-title: European Journal of Operational Research
– volume: 14
  start-page: 1
  year: 2022
  end-page: 18
  ident: b0095
  article-title: Rescheduling Plan Optimization of Underground Mine Haulage Equipment Based on Random Breakdown Simulation
  publication-title: Sustainability
– volume: 41
  start-page: 43
  year: 2020
  end-page: 48
  ident: b0165
  article-title: Optimization of the ventilation system in Xitieshan Lead-Zinc Mine and its application
  publication-title: GOLD
– volume: 241
  start-page: 248
  year: 2015
  end-page: 259
  ident: b0030
  article-title: Optimization-based heuristics for underground mine scheduling
  publication-title: European Journal of Operational Research
– volume: 120
  year: 2023
  ident: b0105
  article-title: Underground mine truck travel time prediction based on stacking integrated learning
  publication-title: Engineering Applications of Artificial Intelligence
– year: 2017
  ident: b0070
  article-title: GA-based Resource Transportation Scheduling Optimization of Open-pit Mine
  publication-title: International Conference on Smart Grid and Electrical Automation
– year: 2011
  ident: b0215
  article-title: Research on key technologies for construction of extra-large underground iron ore
– volume: 3
  start-page: 13
  year: 1997
  end-page: 15
  ident: b0075
  article-title: The use of trackless ramp in the development of deep ore bodies in Jinros Gold Mine
  publication-title: South Africa. World Mining Express
– reference: Zhao, X. P., Li, Z. X., Li, C. P., Zhao, Y. Q., & Liu, F. Z. (2013). Simulation of Underground Trackless Transportation System Based on MATLAB. MINING R & D. 33(1), 2013, 88-91.
– volume: 166
  start-page: 497
  year: 2005
  end-page: 506
  ident: b0045
  article-title: A shortest-path algorithm for solving the fleet management problem in underground mines
  publication-title: European Journal of Operational Research
– volume: 11
  start-page: 1848
  year: 2021
  ident: b0100
  article-title: Dispatch Optimization Model for Haulage Equipment between Stopes Based on Mine Short-Term Resource Planning
  publication-title: Metals
– volume: 2
  start-page: 61
  year: 1976
  end-page: 65
  ident: b0230
  article-title: Trackless ramp development of underground mines abroad
  publication-title: Nonferrous metals (mining part)
– volume: 119
  start-page: 212
  year: 2010
  end-page: 220
  ident: b0150
  article-title: Dynamic short term production scheduling and machine allocation in underground mining using mathematical programming
  publication-title: Transactions of the Institution of Mining and Metallurgy
– volume: 33
  start-page: 1606
  year: 2006
  end-page: 1624
  ident: b0050
  article-title: An enumeration algorithm for solving the fleet management problem in underground mines
  publication-title: Computers & Operations Research
– volume: 37
  start-page: 138
  year: 2020
  end-page: 142
  ident: b0160
  article-title: Research on improved distribution estimation algorithm based on simulated annealing
  publication-title: Application Research of Computer
– volume: 211
  start-page: 184
  year: 2011
  end-page: 197
  ident: b0130
  article-title: A solution approach for optimizing long- and short-term production scheduling at LKAB’s Kiruna mine
  publication-title: European Journal of Operational Research
– volume: 54
  start-page: 189
  year: 2021
  end-page: 194
  ident: b0015
  article-title: GWO-based optimal tuning of type-1 and type-2 fuzzy controllers for electromagnetic actuated clutch systems
  publication-title: IFAC-Papers Online
– volume: 81
  start-page: 169
  year: 2018
  end-page: 182
  ident: b0190
  article-title: A new methodology for the open-pit mine production scheduling problem
  publication-title: Omega
– volume: 37
  start-page: 1531
  year: 2020
  end-page: 1544
  ident: b0205
  article-title: Optimization of Trackless Equipment Scheduling in Underground Mines Using Genetic Algorithms
  publication-title: Mining, Metallurgy & Exploration
– volume: 64
  start-page: 88
  year: 2021
  end-page: 94
  ident: b0155
  article-title: Experiment-Based Approach to Teach Optimization Techniques
  publication-title: IEEE Transactions on Education
– volume: 10848
  start-page: 605
  year: 2018
  end-page: 613
  ident: b0120
  article-title: Fleet Scheduling in Underground Mines Using Constraint Programming
  publication-title: Springer International Publishing AG, part of Springer Nature
– volume: 36
  start-page: 198
  year: 2014
  end-page: 213
  ident: b0195
  article-title: Predicting the drivers of behavioral intention to use mobile learning: A hybrid SEM-Neural Networks approach
  publication-title: Computers in Human Behavior
– volume: 8
  start-page: 24495
  year: 2020
  end-page: 24505
  ident: b0065
  article-title: A Stochastic Mixed Integer Programming Framework for Underground Mining Production Scheduling Optimization Considering Grade Uncertainty
  publication-title: IEEE ACCESS
– volume: 75
  start-page: 1
  year: 2022
  end-page: 11
  ident: b0010
  article-title: An integrated approach to open-pit mines production scheduling
  publication-title: Resources Policy
– volume: 36
  start-page: 852
  year: 2009
  end-page: 860
  ident: b0020
  article-title: Dynamic hard-real-time scheduling using genetic algorithm for multiprocessor task with resource and timing constraints
  publication-title: Expert Systems with Applications
– volume: 42
  start-page: 7652
  year: 2015
  end-page: 7663
  ident: b0040
  article-title: A two-stage artificial bee colony algorithm scheduling flexible job-shop scheduling problem with new job insertion
  publication-title: Expert Systems with Applications
– volume: 25
  start-page: 36
  year: 2022
  end-page: 46
  ident: b0170
  article-title: Manifold Optimization with MMSE Hybrid Precoder for Mm-Wave Massive MIMO Communication
  publication-title: Romanian Journal of Information Science and Technology
– volume: 36
  start-page: 87
  year: 2020
  end-page: 108
  ident: b0055
  article-title: Optimization of underground mine access layout and production scheduling
  publication-title: Mineral Resources Management
– reference: Max Å., Mikael J., & Alessandro Z. (2020). Underground mine scheduling of mobile machines using Constraint Programming and Large Neighborhood Search. Computers and Operations Research. 2020, 123(11), 1-13.
– volume: 25
  start-page: 1173
  year: 2012
  end-page: 1181
  ident: b0175
  article-title: Data mining based job dispatching using hybrid simulation-optimization approach for shop scheduling problem
  publication-title: Engineering Applications of Artificial Intelligence
– volume: 404
  start-page: 51
  year: 2010
  end-page: 54
  ident: b0180
  article-title: Research on Vehicle Routing and Scheduling Problems Based on Improved ACA in Underground Mine
  publication-title: METAL MINE
– volume: 48
  start-page: 78
  year: 2022
  end-page: 84
  ident: b0210
  article-title: Improved genetic algorithm and its application in mine production scheduling
  publication-title: Journal of Lanzhou University of Technology
– reference: Hammami N.E.H., Jaoua A., & Layeb S.B. (2021). Equipment dispatching problem for underground mine under stochastic working times. 12th International Conference on Computational Logistics (ICCL), 13004, 429-441.
– volume: 38
  start-page: 1427
  year: 2021
  end-page: 1441
  ident: b0240
  article-title: Hyper-heuristic estimation of distribution algorithm for solving vehicle routing problem with simultaneous pickup and delivery and soft time windows
  publication-title: Control Theory & Applications
– volume: 33
  start-page: 1606
  year: 2006
  ident: 10.1016/j.eswa.2023.123025_b0050
  article-title: An enumeration algorithm for solving the fleet management problem in underground mines
  publication-title: Computers & Operations Research
  doi: 10.1016/j.cor.2004.11.016
– volume: 81
  start-page: 169
  issue: 12
  year: 2018
  ident: 10.1016/j.eswa.2023.123025_b0190
  article-title: A new methodology for the open-pit mine production scheduling problem
  publication-title: Omega
  doi: 10.1016/j.omega.2017.10.008
– volume: 36
  start-page: 87
  issue: 2
  year: 2020
  ident: 10.1016/j.eswa.2023.123025_b0055
  article-title: Optimization of underground mine access layout and production scheduling
  publication-title: Mineral Resources Management
– volume: 255
  start-page: 911
  issue: 3
  year: 2016
  ident: 10.1016/j.eswa.2023.123025_b0115
  article-title: Stochastic short-term mine production schedule accounting for fleet allocation, operational considerations and blending restrictions
  publication-title: European Journal of Operational Research
  doi: 10.1016/j.ejor.2016.05.050
– year: 2011
  ident: 10.1016/j.eswa.2023.123025_b0215
– volume: 42
  start-page: 7652
  issue: 21
  year: 2015
  ident: 10.1016/j.eswa.2023.123025_b0040
  article-title: A two-stage artificial bee colony algorithm scheduling flexible job-shop scheduling problem with new job insertion
  publication-title: Expert Systems with Applications
  doi: 10.1016/j.eswa.2015.06.004
– volume: 119
  start-page: 212
  issue: 4
  year: 2010
  ident: 10.1016/j.eswa.2023.123025_b0150
  article-title: Dynamic short term production scheduling and machine allocation in underground mining using mathematical programming
  publication-title: Transactions of the Institution of Mining and Metallurgy
  doi: 10.1179/1743286310Y.0000000001
– volume: 8
  start-page: 24495
  year: 2020
  ident: 10.1016/j.eswa.2023.123025_b0065
  article-title: A Stochastic Mixed Integer Programming Framework for Underground Mining Production Scheduling Optimization Considering Grade Uncertainty
  publication-title: IEEE ACCESS
  doi: 10.1109/ACCESS.2020.2970480
– volume: 25
  start-page: 133
  issue: 2
  year: 2022
  ident: 10.1016/j.eswa.2023.123025_b0090
  article-title: Fuzzy AHP-based Prioritization of the Optimal Alternative of External Equity Financing for Start-ups of Lending Company in Uncertain Environment
  publication-title: Romanian Journal of Information Science and Technology
– volume: 12
  start-page: 505
  issue: 9
  year: 2021
  ident: 10.1016/j.eswa.2023.123025_b0135
  article-title: Truck dispatching in surface mines-application of fuzzy linear programming
  publication-title: Journal of the Southern African Institute of Mining and Metallurgy
– volume: 54
  start-page: 189
  issue: 4
  year: 2021
  ident: 10.1016/j.eswa.2023.123025_b0015
  article-title: GWO-based optimal tuning of type-1 and type-2 fuzzy controllers for electromagnetic actuated clutch systems
  publication-title: IFAC-Papers Online
  doi: 10.1016/j.ifacol.2021.10.032
– volume: 11
  start-page: 1848
  issue: 11
  year: 2021
  ident: 10.1016/j.eswa.2023.123025_b0100
  article-title: Dispatch Optimization Model for Haulage Equipment between Stopes Based on Mine Short-Term Resource Planning
  publication-title: Metals
  doi: 10.3390/met11111848
– volume: 64
  start-page: 88
  issue: 2
  year: 2021
  ident: 10.1016/j.eswa.2023.123025_b0155
  article-title: Experiment-Based Approach to Teach Optimization Techniques
  publication-title: IEEE Transactions on Education
  doi: 10.1109/TE.2020.3008878
– ident: 10.1016/j.eswa.2023.123025_b0225
– volume: 167
  start-page: 1
  issue: 4
  year: 2021
  ident: 10.1016/j.eswa.2023.123025_b0025
  article-title: A hyper-heuristic based ensemble genetic programming approach for stochastic resource constrained project scheduling problem
  publication-title: Expert Systems with Applications
– volume: 21
  start-page: 939
  year: 2020
  ident: 10.1016/j.eswa.2023.123025_b0035
  article-title: A simulation-optimization framework for short-term underground mine production scheduling
  publication-title: Optimization and Engineering
  doi: 10.1007/s11081-020-09496-w
– volume: 260
  start-page: 212
  issue: 1
  year: 2017
  ident: 10.1016/j.eswa.2023.123025_b0140
  article-title: Linear models for stockpiling in open-pit mine production scheduling problems
  publication-title: European Journal of Operational Research
  doi: 10.1016/j.ejor.2016.12.014
– volume: 75
  start-page: 1
  year: 2022
  ident: 10.1016/j.eswa.2023.123025_b0010
  article-title: An integrated approach to open-pit mines production scheduling
  publication-title: Resources Policy
  doi: 10.1016/j.resourpol.2021.102459
– volume: 37
  start-page: 1531
  year: 2020
  ident: 10.1016/j.eswa.2023.123025_b0205
  article-title: Optimization of Trackless Equipment Scheduling in Underground Mines Using Genetic Algorithms
  publication-title: Mining, Metallurgy & Exploration
  doi: 10.1007/s42461-020-00285-8
– volume: 83
  start-page: 1
  year: 2019
  ident: 10.1016/j.eswa.2023.123025_b0220
  article-title: Shortest path optimization of haul road design in underground mines using an evolutionary algorithm
  publication-title: Applied Soft Computing
  doi: 10.1016/j.asoc.2019.105668
– volume: 66
  start-page: 428
  year: 2018
  ident: 10.1016/j.eswa.2023.123025_b0080
  article-title: Differential evolution based approach for the production scheduling of open pit mines with or without the condition of grade uncertainty
  publication-title: Applied Soft Computing
  doi: 10.1016/j.asoc.2018.02.010
– volume: 14
  start-page: 1329
  issue: 3
  year: 2016
  ident: 10.1016/j.eswa.2023.123025_b0145
  article-title: A hybrid multiobjective evolutionary algorithm for truck dispatching in open-pit-mining
  publication-title: IEEE Latin America Transactions
  doi: 10.1109/TLA.2016.7459617
– volume: 2
  start-page: 61
  year: 1976
  ident: 10.1016/j.eswa.2023.123025_b0230
  article-title: Trackless ramp development of underground mines abroad
  publication-title: Nonferrous metals (mining part)
– volume: 166
  start-page: 497
  issue: 2
  year: 2005
  ident: 10.1016/j.eswa.2023.123025_b0045
  article-title: A shortest-path algorithm for solving the fleet management problem in underground mines
  publication-title: European Journal of Operational Research
  doi: 10.1016/j.ejor.2004.03.008
– volume: 404
  start-page: 51
  year: 2010
  ident: 10.1016/j.eswa.2023.123025_b0180
  article-title: Research on Vehicle Routing and Scheduling Problems Based on Improved ACA in Underground Mine
  publication-title: METAL MINE
– volume: 10848
  start-page: 605
  year: 2018
  ident: 10.1016/j.eswa.2023.123025_b0120
  article-title: Fleet Scheduling in Underground Mines Using Constraint Programming
  publication-title: Springer International Publishing AG, part of Springer Nature
– volume: 37
  start-page: 138
  year: 2020
  ident: 10.1016/j.eswa.2023.123025_b0160
  article-title: Research on improved distribution estimation algorithm based on simulated annealing
  publication-title: Application Research of Computer
– year: 2017
  ident: 10.1016/j.eswa.2023.123025_b0070
  article-title: GA-based Resource Transportation Scheduling Optimization of Open-pit Mine
– volume: 38
  start-page: 1427
  issue: 9
  year: 2021
  ident: 10.1016/j.eswa.2023.123025_b0240
  article-title: Hyper-heuristic estimation of distribution algorithm for solving vehicle routing problem with simultaneous pickup and delivery and soft time windows
  publication-title: Control Theory & Applications
– volume: 36
  start-page: 852
  year: 2009
  ident: 10.1016/j.eswa.2023.123025_b0020
  article-title: Dynamic hard-real-time scheduling using genetic algorithm for multiprocessor task with resource and timing constraints
  publication-title: Expert Systems with Applications
  doi: 10.1016/j.eswa.2007.10.037
– volume: 41
  start-page: 43
  issue: 11
  year: 2020
  ident: 10.1016/j.eswa.2023.123025_b0165
  article-title: Optimization of the ventilation system in Xitieshan Lead-Zinc Mine and its application
  publication-title: GOLD
– volume: 241
  start-page: 248
  issue: 1
  year: 2015
  ident: 10.1016/j.eswa.2023.123025_b0030
  article-title: Optimization-based heuristics for underground mine scheduling
  publication-title: European Journal of Operational Research
  doi: 10.1016/j.ejor.2014.08.020
– ident: 10.1016/j.eswa.2023.123025_b0060
  doi: 10.1007/978-3-030-87672-2_28
– volume: 3
  start-page: 13
  year: 1997
  ident: 10.1016/j.eswa.2023.123025_b0075
  article-title: The use of trackless ramp in the development of deep ore bodies in Jinros Gold Mine
  publication-title: South Africa. World Mining Express
– volume: 14
  start-page: 1
  issue: 6
  year: 2022
  ident: 10.1016/j.eswa.2023.123025_b0095
  article-title: Rescheduling Plan Optimization of Underground Mine Haulage Equipment Based on Random Breakdown Simulation
  publication-title: Sustainability
  doi: 10.3390/su14063448
– volume: 25
  start-page: 36
  issue: 1
  year: 2022
  ident: 10.1016/j.eswa.2023.123025_b0170
  article-title: Manifold Optimization with MMSE Hybrid Precoder for Mm-Wave Massive MIMO Communication
  publication-title: Romanian Journal of Information Science and Technology
– volume: 57
  start-page: 39
  issue: 1
  year: 2012
  ident: 10.1016/j.eswa.2023.123025_b0005
  article-title: Real-time dispatching modelling for trucks with different capacities in open pit mines
  publication-title: Archives of Mining Sciences
  doi: 10.2478/v10267-012-0003-8
– volume: 211
  start-page: 184
  issue: 1
  year: 2011
  ident: 10.1016/j.eswa.2023.123025_b0130
  article-title: A solution approach for optimizing long- and short-term production scheduling at LKAB’s Kiruna mine
  publication-title: European Journal of Operational Research
  doi: 10.1016/j.ejor.2010.12.008
– volume: 41
  start-page: 15
  issue: 1
  year: 2021
  ident: 10.1016/j.eswa.2023.123025_b0110
  article-title: Multi-objective estimation of distribution algorithm with adaptive opposition-based learning
  publication-title: Journal of Computer Applications
– volume: 41
  start-page: 10
  issue: 1
  year: 2021
  ident: 10.1016/j.eswa.2023.123025_b0085
  article-title: The Method of Rapid Excavation by Vertical Shaft and Inclined Plane in Deep Inclined Thick Ore Body and its Application
  publication-title: MINING R & D
– ident: 10.1016/j.eswa.2023.123025_b0125
  doi: 10.1016/j.cor.2020.105036
– volume: 125
  start-page: 82
  issue: 2
  year: 2016
  ident: 10.1016/j.eswa.2023.123025_b0200
  article-title: Truck-shovel allocation optimization: A goal programming approach
  publication-title: Transactions of the Institution of Mining and Metallurgy, Section A: Mining Technology
– volume: 225
  issue: 1
  year: 2023
  ident: 10.1016/j.eswa.2023.123025_b0235
  article-title: Neural Network-based control using Actor-Critic Reinforcement Learning and Grey Wolf Optimizer with experimental servo system validation
  publication-title: Expert Systems with Applications
– volume: 36
  start-page: 198
  year: 2014
  ident: 10.1016/j.eswa.2023.123025_b0195
  article-title: Predicting the drivers of behavioral intention to use mobile learning: A hybrid SEM-Neural Networks approach
  publication-title: Computers in Human Behavior
  doi: 10.1016/j.chb.2014.03.052
– volume: 25
  start-page: 1173
  issue: 6
  year: 2012
  ident: 10.1016/j.eswa.2023.123025_b0175
  article-title: Data mining based job dispatching using hybrid simulation-optimization approach for shop scheduling problem
  publication-title: Engineering Applications of Artificial Intelligence
  doi: 10.1016/j.engappai.2012.04.001
– volume: 10
  start-page: 1
  issue: 6
  year: 2015
  ident: 10.1016/j.eswa.2023.123025_b0185
  article-title: Intelligent Scheduling for Underground Mobile Mining Equipment
  publication-title: PLOS ONE, Public Library of Science
– volume: 48
  start-page: 78
  issue: 1
  year: 2022
  ident: 10.1016/j.eswa.2023.123025_b0210
  article-title: Improved genetic algorithm and its application in mine production scheduling
  publication-title: Journal of Lanzhou University of Technology
– volume: 120
  issue: 4
  year: 2023
  ident: 10.1016/j.eswa.2023.123025_b0105
  article-title: Underground mine truck travel time prediction based on stacking integrated learning
  publication-title: Engineering Applications of Artificial Intelligence
SSID ssj0017007
Score 2.493764
Snippet The trend in underground mine development is trackless transportation, and the scheduling optimization of underground mine trackless transportation is a...
SourceID crossref
elsevier
SourceType Enrichment Source
Index Database
Publisher
StartPage 123025
SubjectTerms Estimation of distribution algorithm
Ore blending scheme
Scheduling optimization
Trackless transportation
Underground mine
Title Scheduling optimization of underground mine trackless transportation based on improved estimation of distribution algorithm
URI https://dx.doi.org/10.1016/j.eswa.2023.123025
Volume 245
WOSCitedRecordID wos001155973100001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVESC
  databaseName: Elsevier SD Freedom Collection Journals 2021
  customDbUrl:
  eissn: 1873-6793
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0017007
  issn: 0957-4174
  databaseCode: AIEXJ
  dateStart: 19950101
  isFulltext: true
  titleUrlDefault: https://www.sciencedirect.com
  providerName: Elsevier
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1La9wwEBbbTQ-99F2SvtCht8WL1w_ZPoaS0pYQCknL3oxeThx2vcGxk0B-Qv50ZyzJdtIS2kIvRhhJXjSfZmZH-mYI-eDD_ucF1nfxOfMiFiWeADPhiSiVnDGpFl0c8sd-cnCQLpfZt8nkxnFhLlZJVaVXV9nZfxU1vANhI3X2L8TdTwovoA1ChyeIHZ5_JPhDEINqO5b5BvTB2hIt0StEwliNPI5KzdboXjY1x6NdUHaNS3JuOqNxU3iQUHZBB2hjNo51P5PCfLu2VNaMr443ddmcrG-F-TGHcmMzRTsO3ei0vL8JVBpAWguK9qHt7AI_acshotuZSF5e8lE_G-reL49bi3Ebvgii_qqrjak5Xs1wickEJxMvWpj6PXNtVHOahB5LTD1Fp7sDk4vyFztgQhKnc31-icmlgnAOFto3FOs7-bUP8WP4LegQYjq6B2QrSOIsnZKt3S97y6_9oVTiG_a9-3GWg2WuC9790u_9nJHvcvSUPLZ_OuiuAcszMtHVc_LEFfSgVr-_INcDdugYO3RT0BF2KGKH9tiht7FDO-xQaDjs0AE7ONMYO7THzkvy_dPe0cfPnq3O4cnQ9xvY0qGQqNKF8EUQFJGfZkqD_6xVwLkolMwWoWSxAA-dqTDmIi5UmjEtF5qFnIevyLTaVHqbUPAqZVGIVBZMRVyJTINV0SwTgusiisQOWbi1zKVNXY8VVFa5u6N4muP657j-uVn_HTLrx5yZxC339o6diHLrehqXMgdE3TPu9T-Oe0MeDZvhLZk2davfkYfyoinP6_cWeD8B_wuyWw
linkProvider Elsevier
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Scheduling+optimization+of+underground+mine+trackless+transportation+based+on+improved+estimation+of+distribution+algorithm&rft.jtitle=Expert+systems+with+applications&rft.au=Li%2C+Ning&rft.au=Wu%2C+Yahui&rft.au=Ye%2C+Haiwang&rft.au=Wang%2C+Liguan&rft.date=2024-07-01&rft.pub=Elsevier+Ltd&rft.issn=0957-4174&rft.eissn=1873-6793&rft.volume=245&rft_id=info:doi/10.1016%2Fj.eswa.2023.123025&rft.externalDocID=S0957417423035273
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0957-4174&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0957-4174&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0957-4174&client=summon