Abstract
On February 05 2016, a significant and unfortunate series of mine disasters occurred at the Lily gold mine in South Africa, where 79 mineworkers were trapped under a huge rock and soil mass. In this paper, two separate geographical information system based models are proposed; one for surface and one for subsurface mine disasters. The multi-temporal (2004–2017) high-resolution pre and post-disaster satellite images were analyzed to assess the magnitude and spatial extent of the surface disaster. The explicit modeling technique was applied for mine subsidence using the Mohr–Coulomb failure criterion under gravitational acceleration. For surface disaster, the weighted overlay model was applied by assigning weights to hydrological (rainfall, flow direction, accumulation, and density); geological (geology and lineaments) and geomorphological (slope, aspect, and curvature) causative factors. The mine subsidence modeling results showed a subsidence zone of 55 × 24 × 71 m due to a failure of a crown pillar, whereas, in reality, it was 60 × 30 × 80 m. The deformation results showed that the lamp room wherein the miners were trapped could have been displaced somewhere at or below level 5 but above level 6 towards the southwest direction. The output of surface disaster modeling was also satisfactory and reliable as the actual two slope failures, i.e. the western and southern landslides of the Lily gold mine, located in extreme risk zones as predicted by the model. The results of this study can be useful for future mine planning and the environmental improvements at the Lily gold mine.
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(Source: MDA 2018)
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(Source: Goldfields 2014)
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(Source: Mahomed 2016b). (Color figure online)
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(Source: Goldfields 2016)
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References
Ahmed, H., Eberhardt, E., & Dunbar, W. J. M. T. (2014a). Interaction between block caving and rock slope deformation kinematics as a function of cave position and orientation of discontinuities. Mining Technology,123(3), 140–148.
Ahmed, M. F., Rogers, J. D., & Ismail, E. H. (2014b). A regional level preliminary landslide susceptibility study of the upper Indus river basin. European Journal of Remote Sensing,47(1), 343–373.
Allen, T. I., & Wald, D. J. (2009). On the use of high-resolution topographic data as a proxy for seismic site conditions (VS 30). Bulletin of the Seismological Society of America,99(2A), 935–943.
Al-Saady, Y. I., Al-Suhail, Q. A., Al-Tawash, B. S., & Othman, A. A. (2016). Drainage network extraction and morphometric analysis using remote sensing and GIS map** techniques (Lesser Zab River Basin, Iraq and Iran). Environmental Earth Sciences,75(18), 1243.
Anhaeusser, C. (1986). The Lily gold mine, Barberton greenstone belt: Geology, mineralogy, and supergene gold enrichment. Mineral Deposits of Southern Africa,1, 187–196.
Anhaeusser, C. R. (2012). The history of mining in the Barberton Greenstone Belt, South Africa, with an emphasis on gold (1868–2012) economic geology research institute school of geosciences. Johannesburg: University of the Witwatersrand.
Anhaeusser, C. R. (2015). The stratigraphy, structure, and gold mineralization of the Jamestown and Sheba Hills areas of the Barberton Mountain Land. University of the Witwatersrand.
Atif, I., Mahboob, M. A., & Waheed, A. (2015). Spatio-temporal map** and multi-sector damage assessment of 2014 flood in Pakistan using remote sensing and GIS. Indian Journal of Science and Technology,8(1), 1.
Ayalew, L., Yamagishi, H., & Ugawa, N. (2004). Landslide susceptibility map** using GIS-based weighted linear combination, the case in Tsugawa area of Agano River, Niigata Prefecture, Japan. Landslides,1(1), 73–81.
Bai, Y., & Wierzbicki, T. (2010). Application of extended Mohr–Coulomb criterion to ductile fracture. International Journal of Fracture,161(1), 1.
Bonsu, J., Van Dyk, W., Franzidis, J., Petersen, F., & Isafiade, A. (2017). A systemic study of mining accident causality: An analysis of 91 mining accidents from a platinum mine in South Africa. Journal of the Southern African Institute of Mining and Metallurgy,117(1), 59–66.
Cai, M. (2017). Practical estimate of rock mass strength and deformation parameters for engineering design. In X. T. Feng (Ed.), Rock mechanics and engineering (Vol. 1, pp. 503–529). Boca Raton: CRC Press.
Chalkias, C., Ferentinou, M., & Polykretis, C. J. G. (2014). GIS-based landslide susceptibility map** on the Peloponnese Peninsula, Greece. Geosciences,4(3), 176–190.
Cho, Y.-C., & Song, Y.-S. (2014). Deformation measurements and a stability analysis of the slope at a coal mine waste dump. Ecological Engineering,68, 189–199.
Chohan, U. W. (2016). The parliamentary budget office and parliamentary oversight of the extractive industries in South Africa. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.2802169.
Choi, J.-K., Kim, K.-D., Lee, S., & Won, J.-S. (2010). Application of a fuzzy operator to susceptibility estimations of coal mine subsidence in Taebaek City. Korea Environmental Earth Sciences,59(5), 1009–1022.
Claessens, L., Heuvelink, G., Schoorl, J., & Veldkamp, A. (2005). DEM resolution effects on shallow landslide hazard and soil redistribution modelling. Earth Surface Processes and Landforms: The Journal of the British Geomorphological Research Group,30(4), 461–477.
Darul, A., Irawan, D. E., & Trilaksono, N. J. (2015). Groundwater and river water interaction on Cikapundung River: Revisited. In AIP conference proceedings (Vol 1, p. 110007). New York: AIP Publishing.
Davis, R., Jr., Welty, A., Borrego, J., Morales, J., Pendon, J., & Ryan, J. G. J. E. G. (2000). Rio Tinto estuary (Spain): 5000 years of pollution. Environmental Geology,39(10), 1107–1116.
Dhar, S., Rai, A., & Nayak, P. (2017). Estimation of seismic hazard in Odisha by remote sensing and GIS techniques. Natural Hazards,86(2), 695–709.
Djamaluddin, I., Mitani, Y., & Ikemi, H. (2010). GIS-based computational method for simulating the components of 3D dynamic ground subsidence during the process of undermining. International Journal of Geomechanics,12(1), 43–53.
Elgstrand, K., et al. (2017). Safety and health in mining: Part 1. Occupational Health Southern Africa,23(3), 10–20.
Fleming, R. F. S., & Kratzsch, H. (2012). Mining subsidence engineering. Berlin: Springer.
Ganasri, B., & Ramesh, H. (2016). Assessment of soil erosion by RUSLE model using remote sensing and GIS—A case study of Nethravathi Basin. Geoscience Frontiers,7(6), 953–961.
Gawali, P. B., et al. (2017). Identification of landslide susceptible villages around Kalsubai region, Western Ghats of Maharashtra using geospatial techniques. Journal of the Geological Society of India,90(3), 301–311.
Ge, L., Chang, H.-C., & Rizos, C. (2007). Mine subsidence monitoring using multi-source satellite SAR images. Photogrammetric Engineering and Remote Sensing,73(3), 259–266.
Genevois, R., & Tecca, P. R. (1993). The tailings dams of Stava (northern Italy): An analysis of the disaster. Proceedings of Environmental Management Geo-Water and Engineering Aspects,1, 8–11.
Ghosh, P. K., Bandyopadhyay, S., & Jana, N. C. (2016). Map** of groundwater potential zones in hard rock terrain using geoinformatics: A case of Kumari watershed in western part of West Bengal. Modeling Earth Systems and Environment,2(1), 1.
Goldfields, V. (2014). Mining blocks and development plan at Lily Mine. Sydney: Vantage Goldfields Limited.
Goldfields, V. (2016). An indepth view of the Lily Mine collapse. Eyewitness News, South Africa.
Google, E. (2018). Lily Gold Mine. DigitalGlobe 2018. http://www.earth.google.com. Accessed 23 July 2018.
Green, I. (2016). Zama zamas link to Lily Mine tragedy. The Citizen. https://citizen.co.za/news/south-africa/1069295/zama-zamas-link-to-lily-mine-tragedy/. Accessed 15 Sept 2018.
He, X., & Song, L. (2012). Status and future tasks of coal mining safety in China. Safety Science,50(4), 894–898.
Hoek, E., & Brown, E. T. (1997). Practical estimates of rock mass strength. International Journal of Rock Mechanics and Mining Sciences,34(8), 1165–1186.
Hughes, J. F., Van Dam, A., Foley, J. D., McGuire, M., Feiner, S. K., Sklar, D. F., et al. (2014). Computer graphics: Principles and practice. London: Pearson Education.
Jaboyedoff, M., Oppikofer, T., Abellán, A., Derron, M.-H., Loye, A., Metzger, R., et al. (2012). Use of LIDAR in landslide investigations: A review. Natural Hazards,61(1), 5–28.
Jha, R. (2018). Application of 30 m resolution SRTM DEM in Nepal. Journal of the Institute of Engineering,14(1), 235–240.
Khumalo, S. (2018). Mine deaths expected to hit Sibanye gold production. Fin24. https://www.fin24.com/Companies/Mining/mine-deaths-expected-to-hit-sibanye-gold-production-20180703. Accessed 25 Sept 2018.
Kim, H.-S., Chung, C.-K., Kim, S.-R., & Kim, K.-S. (2016). A GIS-based framework for real-time debris-flow hazard assessment for expressways in Korea. International Journal of Disaster Risk Science,7(3), 293–311.
Kouame, K. J. A., Yao, K. A., Jiang, F., Feng, Y., & Zhu, S. (2017). Dynamic analysis of deep mining disaster control in China and its application in the Ivory Coast’s mining activities. Engineering Journal,21(4), 65–71.
Krüner, A., Byerly, G. R., & Lowe, D. R. (1991). Chronology of early Archaean granite-greenstone evolution in the Barberton Mountain Land, South Africa, based on precise dating by single zircon evaporation. Earth and Planetary Science Letters,103(1–4), 41–54.
Kucuker, H. J. O. M. (2006). Occupational fatalities among coal mine workers in Zonguldak, Turkey. Occupational Medicine,1994–2003(56), 144–146.
Levinson, M. (2016). The box: How the ship** container made the world smaller and the world economy bigger-with a new chapter by the author. Princeton: Princeton University Press.
Lowe, D. R., & Byerly, G. R. (1999). Stratigraphy of the west-central part of the Barberton Greenstone Belt, South Africa. Special Papers-Geological Society of America.
Mahboob, M. A., Iqbal, J., & Atif, I. (2015). Modeling and simulation of glacier avalanche: A case study of gayari sector glaciers hazards assessment. IEEE Transactions on Geoscience and Remote Sensing,53(11), 5824–5834.
Mahomed, S. (2016a). The case for a public inquiry into the Lily mine disaster. News24. https://www.news24.com/MyNews24/the-case-for-a-public-inquiry-into-the-lily-mine-disaster-20160916. Accessed 17 Sept 2018.
Mahomed, S. (2016b). Urgent need for public inquiry into Lily mine disaster. GroundUp. https://www.groundup.org.za/article/urgent-need-public-inquiry-lily-mine-disaster/. Accessed 15 Sept 2018.
Maiti, S., Thakur, P. K., & Gupta, P. K. (2015). Development of hydrological modeling system for flood peak estimation using open source geospatial tools. In Paper presented at the OSGEO-Indiia: FOSS4G 2015 - Second National Conference Open Source Geospatial Tools In Climate Change Research And Natural Resources Management, Dehradun, India, 8–10 June.
Mandal, S., & Mondal, S. (Eds.). (2019). Weighted overlay analysis (WOA) model, certainty factor (CF) model and analytical hierarchy process (AHP) model in landslide susceptibility studies. In Statistical approaches for landslide susceptibility assessment and prediction (pp. 135–162). Berlin: Springer.
Marinos, P., & Hoek, E. (2000). GSI: A geologically friendly tool for rock mass strength estimation. In International society for rock mechanics international symposium.
Masoud, A. A., Kamh, S. Z., & Elgharib, S. R. (2016). Subsurface geological–geotechnical 3D modeling to evaluate the geohazard of the Alluvial Soils in Tanta Region, Egypt. GIS Approach. Delta Journal of Science,37, 117–127.
MDA. (2018). Mining. Maxar Technologies Company (MacDonald, Dettwiler and Associates Ltd). https://mdacorporation.com/geospatial/international/markets/mining. Accessed 19 Sept 2018.
Members, M. C. (2017). The proceedings of the tenth triennial conference: Mine subsidence: Adaptive innovation for managing challenges. Mine Subsidence Technological Society.
Mindat.org. (2018). Lily mine, Barberton, Ehlanzeni District, Mpumalanga, South Africa. Hudson Institute of Mineralogy. https://www.mindat.org/loc-54103.html. Accessed 09 March 2019.
Müezzinogˇlu, A. (2003). A review of environmental considerations on gold mining and production. Critical Reviews in Environmental Science and Technology, 33, 45–71. https://doi.org/10.1080/10643380390814451.
Nebehay, S. (2010). Fatalities go unrecorded in mining industry: Experts. The Thomson Reuters Trust Principles. https://www.reuters.com/article/us-labour-mining/fatalities-go-unrecorded-in-mining-industry-experts-idUSTRE69A1O020101011. Accessed 20 July 2018.
Nie, L., Li, Z., Lv, Y., & Wang, H. (2017). A new prediction model for rock slope failure time: A case study in West Open-Pit mine, Fushun. China Bulletin of Engineering Geology and the Environment,76(3), 975–988.
Norgate, T., Lovel, R. (2006). Sustainable water use in minerals and metal production. In Green processing 2006: 3rd international conference on the sustainable processing of minerals Newcastle NSW Australia 5–6 June 2006. AusIMM, pp. 133–141
Ozer, E., et al. (2014). Autopsy evaluation of coal mining deaths in the city of Zonguldak, Turkey. Medical Science Monitor,20, 438.
Pan, F., Stieglitz, M., & McKane, R. B. J. W. R. R. (2012). An algorithm for treating flat areas and depressions in digital elevation models using linear interpolation. Water Resources Research,48(6), 1.
Pradhan, B., Abokharima, M. H., Jebur, M. N., & Tehrany, M. S. (2014). Land subsidence susceptibility map** at Kinta Valley (Malaysia) using the evidential belief function model in GIS. Natural Hazards,73(2), 1019–1042.
Riba, I., DelValls, T. A., Reynoldson, T. B., & Milani, D. (2006). Sediment quality in Rio Guadiamar (SW, Spain) after a tailing dam collapse: Contamination, toxicity and bioavailability. Environment International,32(7), 891–900.
Sammarco, O. (2004). A tragic disaster caused by the failure of tailings dams leads to the formation of the Stava 1985 foundation. Mine Water and the Environment,23(2), 91–95.
Schlüter, T., & Trauth, M. H. (2008). Geological atlas of Africa: With notes on stratigraphy, tectonics, economic geology, geohazards, geosites and geoscientific education of each country. Berlin: Springer.
Sengupta, S., Krishna, A., & Roy, I. (2018). Slope failure susceptibility zonation using integrated remote sensing and GIS techniques: A case study over Jhingurdah open pit coal mine, Singrauli coalfield, India. Journal of Earth System Science,127(6), 82.
Shit, P. K., Bhunia, G. S., & Maiti, R. (2016). Potential landslide susceptibility map** using weighted overlay model (WOM). Modeling Earth Systems and Environment,2(1), 21.
Šílený, J., & Milev, A. (2006). Seismic moment tensor resolution on a local scale: Simulated rockburst and mine-induced seismic events in the Kopanang gold mine, South Africa. Pure and Applied Geophysics,163(8), 1495–1513.
Šílený, J., & Milev, A. (2008). Source mechanism of mining induced seismic events—Resolution of double couple and non double couple models. Tectonophysics,456(1–2), 3–15.
Singh, K. B., & Dhar, B. B. (1997). Sinkhole subsidence due to mining. Geotechnical and Geological Engineering,15(4), 327–341.
Sorensen, P. (2012). Sustainable development in mining companies in South Africa. International Journal of Environmental Studies,69(1), 21–40.
Sowparanika, E., Nandini, R., Subamangala, R., & Gayathri, R. (2017). Wireless communication system for coal mining worker using Arduino. Journal of Chemical and Pharmaceutical Sciences,974(9), 2115.
Spekken, M., De Bruin, S., Molin, J. P., & Sparovek, G. (2016). Planning machine paths and row crop patterns on steep surfaces to minimize soil erosion. Computers and Electronics in Agriculture,124, 194–210.
Srinivas, R., Singh, A. P., Dhadse, K., Garg, C., & Deshmukh, A. (2018). Sustainable management of a river basin by integrating an improved fuzzy based hybridized SWOT model and geo-statistical weighted thematic overlay analysis. Journal of Hydrology,563, 92.
Strozik, G., Jendruś, R., Manowska, A., & Popczyk, M. (2016). Mine subsidence as a post-mining effect in the Upper Silesia Coal Basin. Polish Journal of Environmental Studies,25(2), 1.
Suh, J., Choi, Y., & Park, H.-D. (2016). GIS-based evaluation of mining-induced subsidence susceptibility considering 3D multiple mine drifts and estimated mined panels. Environmental Earth Sciences,75(10), 890.
Ulusay, R. (2016). Rock mechanics and rock engineering: From the past to the future. Boca Raton: CRC Press.
Uvaraj, S., & Neelakantan, R. (2018). Fuzzy logic approach for landslide hazard zonation map** using GIS: A case study of Nilgiris. Modeling Earth Systems and Environment,4(2), 685–698.
Vanacker, V., Vanderschaeghe, M., Govers, G., Willems, E., Poesen, J., Deckers, J., et al. (2003). Linking hydrological, infinite slope stability and land-use change models through GIS for assessing the impact of deforestation on slope stability in high Andean watersheds. Geomorphology,52(3–4), 299–315.
Verruijt, A. (1969). Elastic storage of aquifers. Flow Through Porous Media,1, 331–376.
Voigt, S., et al. (2016). Global trends in satellite-based emergency map**. Science,353(6296), 247–252.
Wang, F., Xu, P., Wang, C., Wang, N., & Jiang, N. (2017). Application of a GIS-based slope unit method for landslide susceptibility map** along the Longzi River, southeastern Tibetan plateau, China. ISPRS International Journal of Geo-Information,6(6), 172.
Yang, Z., Li, Z., Zhu, J., Yi, H., Hu, J., & Feng, G. J. R. S. (2017). Deriving dynamic subsidence of coal mining areas using InSAR and logistic model. Remote Sensing,9(2), 125.
Yende, S. S. (2018). Lily mine disaster report says prosecute. 24.com. https://www.fin24.com/Economy/lily-mine-disaster-report-says-prosecute-20180826-2. Accessed 26 Aug 2018
Zhang, J., Fu, M., Chen, J., Chu, P., & Zhang, C. (2018). Variations in mine subsidence-disturbed residential land price: Case study of critical determinants and spatial relationships in the Nanhu Ecoregion of Tangshan. China Journal of Urban Planning and Development,144(3), 05018012.
Zhang, D.-W., Quan, J., Zhang, H.-B., Wang, F., Wang, H., & He, X.-Y. (2015). Flash flood hazard map**: A pilot case study in **%3A%20A%20pilot%20case%20study%20in%20**apu%20River%20Basin&journal=China%20Water%20Science%20and%20Engineering&volume=8&issue=3&pages=195-204&publication_year=2015&author=Zhang%2CD-W&author=Quan%2CJ&author=Zhang%2CH-B&author=Wang%2CF&author=Wang%2CH&author=He%2CX-Y"> Google Scholar
Zhao, L., & **-an, W. J. P. E. (2011). Accident investigation of mine subsidence with application of particle flow code. Procedia Engineering,26, 1698–1704.
Zhao, Y., Yang, T., Bohnhoff, M., Zhang, P., Yu, Q., Zhou, J., et al. (2018). Study of the rock mass failure process and mechanisms during the transformation from open-pit to underground mining based on microseismic monitoring. Rock Mechanics and Rock Engineering,51(5), 1473–1493.
Zhou, G., Esaki, T., & Mori, J. (2003). GIS-based spatial and temporal prediction system development for regional land subsidence hazard mitigation. Environmental Geology,44(6), 665–678.
Acknowledgements
The work presented here is done under a Ph.D. research study in the School of Mining Engineering at the University of the Witwatersrand. The authors would like to acknowledge the administrative and financial support provided by the School of Advanced Geomechanical Engineering (SAGE), National University of Sciences and Technology (NUST) Risalpur Campus, Pakistan, and the School of Mining Engineering at the University of the Witwatersrand, South Africa to conduct this research. The authors are also grateful to Mr. Phil, a research scholar at Dalhousie University Canada for his kind help in setting up the subsidence modeling.
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Mahboob, M.A., Genc, B., Celik, T. et al. Modeling and analysis of Lily gold mine disasters using geoinformatics. GeoJournal 85, 837–862 (2020). https://doi.org/10.1007/s10708-019-09995-z
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DOI: https://doi.org/10.1007/s10708-019-09995-z