DOI https://doi.org/10.36487/ACG_repo/2645_12
Cite As:
Monsalve, J, Vanegas, C, Lemas-Pesqueira, C, Hilt, G, Ferguson, S & Shea, N 2026, 'Integrating multi-source data through a geomechanical digital twin:
advancing risk management in cave mining', in A van As, D Cumming-Potvin & J Wesseloo (eds),
Caving 2026: Proceedings of the Sixth International Conference on Block and Sublevel Caving, Australian Centre for Geomechanics, Perth, pp. 1-16,
https://doi.org/10.36487/ACG_repo/2645_12
Abstract:
Cave mining involves highly interdependent processes, making geomechanical risk management complex and dynamic. To address these challenges at Henderson mine, a geomechanical digital twin was developed to integrate production, cave development, geomechanical modelling, and monitoring data into a unified platform. A digital twin is a dynamic, virtual model that represents the state and behaviour of a physical system. In the context of caving, it is a near-real-time representation of the underground environment, continuously updated through the exchange of data between digital and physical domains. This system enhances the understanding of the caving process and strengthens communication across technical and operational teams. By leveraging real-time and historical datasets, the digital twin enables better informed decision-making and provides improved forecasting capabilities for early identification and prioritisation of geomechanical risks. This paper provides an update on the current state of the Henderson mine and discusses current cave management practices in this operation. The Henderson geomechanical digital twin is described with each of its components explained. Finally, a series of applications where this digital twin has supported the operation is discussed. This platform promotes collaboration between engineering and operations, supporting proactive planning and timely response strategies. This contributes to improved management of caving operations, increasing safety and operational efficiency.
Keywords: digital twin, cave management, geomechanical risk, monitoring, numerical modelling, caving
References:
Codelco 2025, Codelco lamenta accidente en proyecto Andesita de la División El Teniente (Codelco regrets an accident at the Andesita project of the El Teniente Division), viewed 31 July 2025,
Elmo, D & Stead, D 2020, ‘Disrupting rock engineering concepts: is there such a thing as a rock mass digital twin and are machines capable of learning rock mechanics?’, in PM Dight (ed.), Slope Stability 2020: Proceedings of the 2020 International Symposium on Slope Stability in Open Pit Mining and Civil Engineering, Australian Centre for Geomechanics, Perth, pp. 565–576,
Flores-Gonzalez, G 2019, ‘Major hazards associated with cave mining: are they manageable?’, in J Wesseloo (ed.), MGR 2019: Proceedings of the First International Conference on Mining Geomechanical Risk, Australian Centre for Geomechanics, Perth, pp. 31–46,
Freeport-McMoRan 2025, News Releases Details, viewed 24 September 2025,
Fuenzalida, M 2023, Back Analysis of Cave Propagation and Footprint Stability at 7210 A Panel - Henderson Mine, ITASCA, Minneapolis.
Grievers, M & Vickers, J 2017, ‘Digital twin: Mitigating unpredictable, undesirable emergent behavior in complex systems’, Transdisciplinary Perspectives on Complex Systems, pp. 85–113.
Kamp, C, Cumming-Potvin, D, Lett, J, Poulter, M, Shea, N, Jalink, B & Vanegas-Palacio, C 2024, ‘Cave profile interpretation using instrumentation and the cave conceptual model’, in D Johansson & H Schunnesson (eds), MassMin 2024: Proceedings of the International Conference & Exhibition on Mass Mining, Luleå University of Technology, Luleå, pp. 318–349,
10.36487/ACG_repo/2435_C-02
Lorig, L 2004, Numerical Modeling Assessment of Rock Mechanics Issues Associated with Caving on the 7210 Production Level at Henderson Mine, ITASCA, Minneapolis.
Pierce, M, Fuenzalida, M & Katsaga, T 2017, Analysis of Cave Propagation and Drift Closure in 7700SW Panel, ITASCA, Minneapolis.
Rech, W & Lorig, L 1992, ‘Predictive numerical stress analysis of panel caving at the Henderson Mine’, Proceedings of Massmin 1992, Southern African Institute of Mining and Metallurgy, Johannesburg, pp. 55–62.
Sainsbury, DP & Loring, DM 2013, ‘Analysis of extraction level performance at the Henderson Mine’, in Y Potvin & B Brady (eds), Ground Support 2013: Proceedings of the Seventh International Symposium on Ground Support in Mining and Underground Construction, Australian Centre for Geomechanics, Perth, pp. 539–550,
Singh, M, Srivastava, R, Fuenmayor, E, Kuts, V, Qiao, Y, Murray, N & Devine, D 2022, ‘Applications of digital twin across industries: a review’, Applied Sciences, vol. 12, no. 5727.
van Eyk, L & Heyns, P 2025, ‘A framework to define, design and construct digital twins in the mining industry’, Computers & Industrial Engineering, vol. 200, no. 110805.
Wang, Y, Rezaei, A & Hicks, S 2025, ‘Digital twin applications in geotechnical engineering: a systematic review’, Machine Learning and Data Science in Geotechnics, pp. 77–91.