1st Edition

Mining goes Digital Proceedings of the 39th International Symposium 'Application of Computers and Operations Research in the Mineral Industry' (APCOM 2019), June 4-6, 2019, Wroclaw, Poland

    779 Pages 50 B/W Illustrations
    by CRC Press

    The conferences on ‘Applications for Computers and Operations Research in the Minerals Industry’ (APCOM) initially focused on the optimization of geostatistics and resource estimation. Several standard methods used in these fields were presented in the early days of APCOM.

    While geostatistics remains an important part, information technology has emerged, and nowadays APCOM not only focuses on geostatistics and resource estimation, but has broadened its horizon to Information and Communication Technology (ICT) in the mineral industry. Mining Goes Digital is a collection of 90 high quality, peer reviewed papers covering recent ICT-related developments in:

    - Geostatistics and Resource Estimation
    - Mine Planning
    - Scheduling and Dispatch
    - Mine Safety and Mine Operation
    - Internet of Things, Robotics
    - Emerging Technologies
    - Synergies from other industries
    - General aspects of Digital Transformation in Mining

    Mining Goes Digital will be of interest to professionals and academics involved or interested in the above-mentioned areas.

    General aspects of digital transformation in mining

    The so-called “Green Paradox”
    A.B. Bendiek & M.P. Bendiek

    Digital technology trends and their implementation in the mining industry
    L. Barnewold

    Virtual reality mine: A vision for digitalised mining engineering education
    R. Suppes, Y. Feldmann, A. Abdelrazeq & L. Daling

    Investing in engineering, research and education in Africa to derive a roadmap for ensuring local digital mining success
    W. Assibey-Bonsu

    The application of correlation models for the analysis of market risk factors in KGHM capital group
    Ł. Bielak, P. Miśta, A. Michalak & A. Wyłomańska

    Improvement of investment processes in mining company by implementation of project management system
    M. Wach & I. Chomiak-Orsa

    Resource estimation and geostatistics

    An approach for drilling pattern simulation
    G. Usero, S. Misk & A. Saldanha

    Application of Locally Varying Anisotropy (LVA) kriging at the Grasberg porphyry Cu-Au-Ag deposit, Papua, Indonesia
    A. Issel, A. Schwarz, K. Moss & R. Rossi†

    Multivariate geostatistical simulation using principal component analysis
    M. Bolgkoranou & J.M. Ortiz

    Application of ASTER multispectral data and hyperspectral spectroscopy for phosphate exploration
    N. Mezned, A. Fatnassi & S. Abdeljaouad

    Multivariate Gaussian process for distinguishing geological units using measure while drilling data
    K.L. Silversides & A. Melkumyan

    Machine learning classification of geochemical and geophysical data
    L. Huang, M. Balamurali & K.L. Silversides

    Covariance table and PPMT: Spatial continuity mapping of multiple variables
    J. Kloeckner, C.Z. da Silva & J.F.C.L. Costa

    Optimal drill hole spacing for resource classification
    M. Nowak & O. Leuangthong

    Geostatistical simulation with heterotopic soft data without the LMC
    C.P. Araújo, M.A.A. Bassani & J.F.C.L. Costa

    Application of localized multivariate uniform conditioning and conditional simulation for a stockwork niobium deposit
    L. Bertossi, D. Raposo, J. Watanabe, S. Silva & G. Usero

    MILP framework for open pit and underground mining transitions evaluation
    B.O. Afum & E. Ben-Awuah

    Multi-collocated cokriging: An application to grade estimation in the mining industry
    N. Madani

    Recursive convolutional neural networks in a multiple-point statistics framework
    S. Avalos & J.M. Ortiz

    Grade estimation in a tabular deposit using unstructured grids
    M.A.A. Bassani, C.P. Araújo & J.F.C.L. Costa

    Influence of drilling spacing on the mineral resources uncertainty
    C.J.E. Silva, M.A.A. Bassani & J.F.C.L. Costa

    Evolving estimation techniques for an evolving world class stratiform copper deposit at Kamoa-Kakula, Democratic Republic of the Congo
    G. Gilchrist

    Critical review of mineral resource classification techniques in the gold mining industry
    S.K.A. Owusu & K. Dagdelen

    Transforming exploration data through machine learning
    I.W.S. Whitehouse & W. Slabik

    Rock mass characterization using MWD data and photogrammetry
    S. Manzoor, S. Liaghat, A. Gustafson, D. Johansson & H. Schunnesson

    Ore grade prediction using informative features of MWD data
    S. Liaghat, A. Gustafson, D. Johansson & H. Schunnesson

    Recoverable resource estimation mixing different quality of data
    C.R.O. Mariz, A. Prior & J. Benndorf

    Declustering weights as a measure of average sample spacing, applications in mineral resource classification
    D.E. Hulse & R.C. Bryan

    Mine planning in digital transformation

    Multi stage dumping sequence—a new approach for waste disposal
    B.T. Kuckartz & R.L. Peroni

    Parametric analysis of the optimal depth of an open-pit gold mine
    R. Motta, C. Porto, D. Machado & O.C. Souto

    A procedure to generate optimized ramp designs using mathematical programming
    N. Espejo, P. Nancel-Penard & N. Morales

    Break line and shotpile surfaces modeling in design of large-scale blasts
    S.V. Lukichev, O.V. Nagovitsyn & A.S. Shishkin

    Incorporation of mineralisation risk into underground mine planning
    R.C. Rosado, J.F.C.L. Costa & A.A. Saldanha

    Economic optimization of rib pillars placement in underground mines
    A.B. Andrade, A.R.C. Faria & P.C.B. Rampazzo

    Performance assessment of antithetic random fields in a stochastic mine planning model
    G. Nelis, N. Morales & J.M. Ortiz

    A data science model on production level pillar stability at El Teniente mine
    R.J. Quevedo, R.F. Quezada, R.A. Zepeda, S.A. Balboa, J.P. Vargas & S.A. Pérez

    Incorporating grade uncertainty into sublevel stope sequencing
    Y.A. Sari & M. Kumral

    A spatial clustering algorithm for orebody classification and boundary setting
    S. Li, Y.A. Sari & M. Kumral

    Underground mine planning optimization process to improve values and reduce risks
    H.H. Wang

    Application of a digital model of deposit in Polish hard coal mines on the example of Polish Mining Group Ltd.
    V. Sokoła-Szewioła & M. Poniewiera

    Scheduling and dispatch

    Improvements in plan-driven truck dispatching systems for surface mining
    M. Samavati, A.W. Palmer, A.J. Hill & K.M. Seiler

    Short-term production scheduling of multiple mines using genetic algorithms
    P. Pathak & B. Samanta

    A two-stage solution approach for a shift scheduling problem with a simultaneous assignment of machines and workers
    C. Seifi, M. Schulze & J. Zimmermann

    Understanding plan’s priorities: Short term scheduling optimization
    A.B. Andrade & P.C.B. Rampazzo

    Simulation and optimization framework for evaluating the mining operations
    A. Moradi Afrapoli & H. Askari-Nasab

    Framework of optimal operational indices for the open pit mines production scheduling problems
    M.R. Moghaddam & E. Moosavi

    Mine schedule optimization and mine operational realities: Bridging the gap
    A. Chowdu, M. Goycoolea & A. Brickey

    Optimization model for rostering and crew assignment for train transportation
    J. Amaya, E. Molina, N. Morales & P. Uribe

    Generating pushbacks using direct block mine production scheduling algorithm
    C. Aras, K. Dagdelen & T. Johnson

    Industrial internet of things and gamification applied to fleet and personnel management
    S. Dessureault

    Short-term open-pit mine production scheduling with hierarchical objectives
    F. Manríquez, H. González & N. Morales

    Mine operation and equipment

    A deep learning approach for automated quality control of iron ores
    A.K. Gorai, B.C. Balusa & U. Sameer

    Comparison between regression models and neural networks applied to forecast geometallurgical variables
    F.G.F. Niquini & J.F.C.L. Costa

    The simulation of the excavation sites of coal mines
    K.N. Kopylov, S.S. Kubrin & D.I. Blokhin

    An operational data based framework for longwall shearer performance measurement
    E. Yilmaz & M. Erkayaoglu

    The digital mine eco-system
    W.A.S. Fourie

    Application of DEM-FEM methods in tests of loads on idlers
    B. Doroszuk, R. Król & L. Gładysiewicz

    Comprehensive, experimental verification of the effects of the lock-up function implementation in LHD haul trucks in the deep underground mine
    T. Kaniewski, P. Śliwiński, J. Hebda-Sobkowicz & R. Zimroz

    Analysis of dynamic external loads to haul truck machine subsystems during operation in a deep underground mine
    P. Śliwiński, T. Kaniewski, J. Hebda-Sobkowicz, R. Zimroz & A. Wylomańska

    Selection of variables acquired by the on-board monitoring system to determine operational cycles for haul truck vehicle
    P. Śliwiński, M. Andrzejewski, T. Kaniewski, J. Hebda-Sobkowicz & R. Zimroz

    An integrated simulation model for opportunistic maintenance
    O. Golbasi, M. Olmez Turan & C. Karpuz

    Approach of mining equipment performance with simulation of the use of autonomous trucks
    W.S. Felsch Jr., A.F. Oliveira & C.E.A. Ortiz

    Modelling and forecasting geometallurgical recovery at a phosphate mine
    L.B. Andrade, I.E. Cabral & J.F.C.L. Costa

    Artificial intelligence using real-time data
    L.-P. Campeau & M. Dubois

    LTE, 4G & 5G – Broadband mobile communications in mining applications
    W. Santos

    Development assumptions of a data and service management centre at KGHM S.A.
    P. Pyda, P. Stefaniak & H. Dudycz

    Mineberry—remote monitoring of abandoned shaft openings
    B. vom Berg, F. Schmachtenberger, B. von Gruchalla, F. Wollnik, S. Klaß, A. Koschare, S. Schnell & J. Schliebs

    Optimization of material logistics by using leading edge electronic Information and Communication Technologies (ICT) in underground coalmine
    M.T. Stöttner

    Mine safety in digital transformation

    Development of blast-induced ground vibration wireless monitoring system
    R. Prashanth & D.S. Nimaje

    Increased safety in deep mining with IoT and autonomous robots
    F. Günther, H. Mischo, R. Lösch, S. Grehl & F. Güth

    Coupled CFD-DEM modelling of mine dust dispersion in underground roadway
    L. Tan & T. Ren

    Proximity detection of explosive methane clouds in longwall mines
    J.F. Brune, H.S. Düzgün, G.E. Bogin Jr., A. Juganda, C. Strebinger, T. Nguyen, E. Isleyen & C. Demirkanr

    Evaluation of trackless mobile machine collision management systems
    H.A. Hamersma, P.S. Els & C.E. Doran

    A sensitive carbon monoxide monitoring system for forecasting coal spontaneous combustion
    Z.W. Wang, Y.F. Li, T.T. Zhang, Y.B. Wei & T.Y. Liu

    Application of laser methane sensor in on-line monitoring of gas pipeline
    G.X. Jin, H. Meng, G.H. Jia, W.W. Wang, H. Zhang, Z.D. Shi, T.Y. Liu, C.X. Song & Y.N. Ning

    Fibre optic sensor for coal mine combustion detection
    T.Y. Liu, X.J. Meng, F.Q. Wang, R.C. Li, M.Y. Hou, Z.W. Wang, J. Hu, Y.F. Li, L.Z. Ma, Y.B. Wei & S.X. Zhang

    IoT and robotics

    Lithological hyperspectral characterization for UAV sensor selection
    F.S. Beretta, A.L. Rodrigues, R.L. Peroni, S.B. Rolim & J.F. Costa

    High-resolution modeling of open-pit slopes using UAV and photogrammetry
    R. Battulwar, J. Valencia, G. Winkelmaier, B. Parvin & J. Sattarvand

    Enhancement of explosive energy distribution using UAVs and machine learning
    J. Valencia, R. Battulwar, M. Zare Naghadehi & J. Sattarvand

    The concept of walking robot for mining industry
    B. Dębogórski, P. Sperzyński, M. Fiedeń, T. Ursel & A. Muraszkowski

    State-of-the-art mechatronic systems for mining developed in Poland
    D. Jasiulek, M. Malec, B. Polnik, K. Stankiewicz & S. Trenczek

    Designing top layer in Internet of Things for underground mines
    S. Feng & E. Ding

    Emerging technology and synergies from other industries

    Development of optimized processes in construction management supported by Building Information Modeling (BIM) with special focus on procurement: Case study at HOCHTIEF Polska
    K. Boede

    Development of a low-cost Proximity Warning System for mine equipment using smartphone and bluetooth beacons
    J. Baek & Y. Choi

    Version control system applied to resource modeling projects
    C.Z. da Silva, Á.L. Rodrigues, J.F.C.L. Costa, J.L. Alves & A.M. Amaral

    From machine construction to mechatronic system design: Digital Transformation is changing the way of thinking!
    S. Kochanik, P. Dudzinski & C. Mueller

    Rethinking mining transport: Trackless trains for mass transport in mining
    G. Biro, C. Mueller, M. Juzwiak & G. Tabak

    Interaction of man and machine: Lessons learned from aviation
    F. Hovgaard, C. Mueller & G. Biro

    Biography

    Christoph Mueller, Winfred Assibey-Bonsu, Ernest Baafi, Christoph Dauber, Chris Doran, Marek Jaszczuk, Oleg Nagovitsy