Abstract
Extraction of underground coal or mineral by the caving methods leads to surface deformations and the accurate measurement of this deformation is becoming a demanding task. Thus, the study demonstrates a Persistent Scatterer Interferometric Synthetic Aperture Radar (PS-InSAR) technique for surface subsidence measurement. The method was applied to measure the subsidence level over three mechanized depillaring panels with caving at GDK-11 Incline mine, India. The study was conducted using C-band data of Sentinel 1A/B sensors, which captured the data in the descending path from October 25, 2017 to March 07, 2020. The deformation level was measured based on the identified PS points in the specified region. In this case, 12 zones were identified (4 for each panel), based on the observation of permanent scatterer (PS) points. The maximum subsidence level and deformation rate range in 12 zones are −43.12 to −65 mm and −73.8 to 100 mm/year, respectively. The deformation level obtained through the PS-InSAR technique showed a good agreement with those of the field measurement. Thus, the PS-InSAR technique can detect and monitor the subsidence level over the goaved-out panel(s) of an underground mine using C-band SAR data of the Sentinal-1A/B sensor.
Similar content being viewed by others
References
Palchik V (2015) Bulking factors and extents of caved zones in weathered overburden of shallow abandoned underground workings. Int J Rock Mech Min 79:227–240
Cui X, Wang J, Liu Y (2001) Prediction of progressive surface subsidence above longwall coal mining using a time function. Int. J. Rock Mech. Min 38:1057–1063
Sheorey PR, Loui JP, Singh KB, Singh SK (2000) Ground subsidence observations and modified influence function method for complete subsidence prediction. Int J Rock Mech Min 37:801–818
Singh, R D. (1997). Principles and practices of modern coal mining (2016th ed.). New Age International (P) Limited.
Ge L, Chang HC, Rizos C (2007) Mine subsidence monitoring using multi-source satellite SAR images. Photogramm Eng Remote Sensing 73(3):259–266. https://doi.org/10.14358/PERS.73.3.259
Bahuguna PP, Singh B, Srivastava AMC, Saxena NC (1993) Semi-empirical method for calculation of maximum subsidence in coal mines. Geotechnical and Geological Engineering 11(4):249–261. https://doi.org/10.1007/BF00466367
Bahuguna PP (1995) Subsidence studies in Indian coalfields by a semi-empirical approach. Proc. International Symposium, The Hague 234:127–133. https://doi.org/10.1016/s0148-9062(97)87594-8
Singh RP, Yadav RN (1995) Subsidence due to coal mining in India. Land Subsidence. In: Proceedings of the Fifth International Symposium on Land Subsidence, vol 234. The HagueIAHS Publ, pp 207–214. https://doi.org/10.1016/s0148-9062(96)93120-4
Graham LC (1974) Synthetic interferometer radar for topographic mapping. Proc. IEEE 62(6):763–768. https://doi.org/10.1109/PROC.1974.9516
Harger RO (1970) Synthetic aperture radar systems theory and design, (1st) edn. Academic Press
Rodriguez E, Martin JM (1992) Theory and design of interferometric synthetic aperture radars. IEE Proceedings, Part F: Radar and Signal Processing 139(2):147–159. https://doi.org/10.1049/ip-f-2.1992.0018
Sherwin CW, Ruina JP, Rawcliffe RD (1962) Some early developments in synthetic aperture radar systems. IRE Transactions on Military Electronics MIL–6(2):111–115. https://doi.org/10.1109/IRET-MIL.1962.5008415
Ferretti A, Prati C, Rocca C, Monti-Guarnieri A (1997b) Multibaseline SAR interferometry for automatic DEM reconstruction. In: InThird ERS Symposium on Space at the service of our Environment, vol 414 PART 3. European Space Agency, (Special Publication) ESA SP, pp 1809–1820
Ferretti A, Prati C, Rocca F (1999) Multibaseline insar DEM reconstruction: the wavelet approach. IEEE Trans. Geosci. Remote Sens 37(2 I):705–715. https://doi.org/10.1109/36.752187
Nurtyawan R, Yulanda MF (2020) Lombok earthquakes using DInSAR techniques based on Sentinel 1A data (case study: Lombok, West Nusa Tenggara). IOP Conf Ser: Earth Environ Sci 500(1):012065. https://doi.org/10.1088/1755-1315/500/1/012065
Thomas A (2020) Mapping of surface deformation and displacement associated with the 6.5 magnitude Botswana earthquake of April 03 2017 using DInSAR analysis. Geomat Environ Eng 14(4):81–100. https://doi.org/10.7494/geom.2020.14.4.81
Chandni CK, Kumar S (2020) DInSAR based Analysis of January 2020 Eruption of Fernandina Volcano, Galapagos. In: 2020 IEEE India Geoscience and Remote Sensing Symposium (InGARSS). IEEE, pp 250–253. https://doi.org/10.1109/InGARSS48198.2020.9358954
Ferretti A, Monti-Guarnieri A, Rocca F, Prati C (1997a) Multi baseline interferometric techniques and applications. In: ERS SAR Interferometry, vol 406, pp 243–252
Smith LC (2002) Emerging applications of interferometric synthetic aperture radar (InSAR) in geomorphology and hydrology. Annals of the Association of American Geographers 92(3):385–398. https://doi.org/10.1111/1467-8306.00295
Vajedian S, Motagh M, Nilfouroushan F (2015) StaMPS improvement for deformation analysis in mountainous regions: implications for the Damavand volcano and Mosha fault in Alborz. Remote Sens 7(7):8323–8347. https://doi.org/10.3390/rs70708323
Ferretti, A., Prati, C. and Rocca, F. (2000a). Analysis of permanent scatterers in SAR interferometry. InIGARSS 2000. IEEE 2000 International Geoscience and Remote Sensing Symposium. Taking the Pulse of the Planet: The Role of Remote Sensing in Managing the Environment, 2, IEEE 761–763. https://doi.org/10.1109/igarss.2000.861695.
The European Space Agency (n.d.), Sentinel online. Source available at: https://sentinel.esa.int/web/sentinel/user-guides/sentinel-1-sar/overview. (Accessed on 3rd April 2022)
Euillades PA, Euillades LE, Rosell P, Roa Y (2020) Subsidence in Maceio, Brazil, characterized by dinsar and inverse modeling. In: 2020 IEEE Latin American GRSS & ISPRS Remote Sensing Conference (LAGIRS), vol IV. IEEE, pp 313–317. https://doi.org/10.1109/LAGIRS48042.2020.9165567
Hongdong F, Kazhong D, Chengyu J, Chuanguang Z, Jiqun X (2011) Land subsidence monitoring by D-InSAR technique. Min. Sci. Technol 21(6):869–872. https://doi.org/10.1016/j.mstc.2011.05.030
Orellana F, Blasco JMD, Foumelis M, D’aranno PJV, Marsella MA, Mascio PD (2020) DInSAR for road infrastructure monitoring: case study highway network of Rome metropolitan (Italy). Remote Sens 12(22):1–17. https://doi.org/10.3390/rs12223697
Chang HC, Ge L, Rizos C (2005) DInSAR for mine subsidence monitoring using multi-source satellite SAR images. In: Proceedings 2005 IEEE International Geoscience and Remote Sensing Symposium, vol 3. IEEE, pp 1742–1745. https://doi.org/10.1109/igarss.2005.1526339
Chang HC, Ge L, Rizos C (2004) Application of repeat-pass DInSAR and GIS for underground mine subsidence monitoring. In: Proceedings of IGARSS 2004, pp 2815–2818
Chatterjee RS, Thapa S, Singh KB, Varunakumar G, Raju EVR (2015) Detecting, mapping and monitoring of land subsidence in Jharia Coalfield, Jharkhand, India by spaceborne differential interferometric SAR, GPS and precision levelling techniques. J. Earth Syst. Sci 124(6):1359–1376. https://doi.org/10.1007/s12040-015-0606-5
Gupta N, Syed TH, Athiphro A (2013) Monitoring subsurface coal fires in Jharia coalfield using observations of land subsidence from differential interferometric synthetic aperture radar (DInSAR). J. Earth Syst. Sci 122(5):1249–1258. https://doi.org/10.1007/s12040-013-0355-2
Ishwar SG, Kumar D (2017) Application of DInSAR in mine surface subsidence monitoring and prediction. Curr Sci 112(1):46–51. https://doi.org/10.18520/cs/v112/i01/46-51
Östblom, E. (2017). Possibilities to make measurements of ground subsidence more effective, using DInSAR, GNSS and levelling.
Parwata INS, Shimizu N, Grujić B, Zeka S, Čeliković R, Imamović E, Vrkljan I (2020) Monitoring the subsidence induced by salt mining in Tuzla, Bosnia and Herzegovina by SBAS-DInSAR method. Rock Mech Rock Eng 53(11):5155–5175. https://doi.org/10.1007/s00603-020-02212-1
Sheng Y, Wang Y, Ge L, Rizos C (2012) Differential radar interferometry and its application in monitoring underground coal mining-induced subsidence. Science 1989:227–232
Dong S, Yin H, Yao S, Zhang F (2013) Detecting surface subsidence in coal mining area based on DInSAR technique. J. Earth Sci 24(3):449–456. https://doi.org/10.1007/s12583-013-0342-1
Ferretti A, Prati C, Rocca F (2001) Permanent scatterers in SAR interferometry. IEEE Trans. Geosci. Remote Sens 39(1):8–20. https://doi.org/10.1109/36.898661
Mohammed OI, Saeidi V, Pradhan B, Yusuf YA (2014) Advanced differential interferometry synthetic aperture radar techniques for deformation monitoring: a review on sensors and recent research development. Geocarto Int 29(5):536–553. https://doi.org/10.1080/10106049.2013.807305
Ferretti A, Savio G, Barzaghi R, Borghi A, Musazzi S, Novali F, Prati C, Rocca F (2007) Submillimeter accuracy of InSAR time series: experimental validation. IEEE Trans. Geosci. Remote Sens 45(5):1142–1153. https://doi.org/10.1109/TGRS.2007.894440
Crosetto M, Devanthéry N, Cuevas-González M, Monserrat O, Crippa B (2015) Exploitation of the full potential of PSI data for subsidence monitoring. Proc. Int. Assoc. Hydrol 372:311–314. https://doi.org/10.5194/piahs-372-311-2015
Crosetto M, Monserrat O, Cuevas-González M, Devanthéry N, Crippa B (2016) Persistent scatterer interferometry: a review. ISPRS J. Photogramm. Remote Sens 115:78–89. https://doi.org/10.1016/j.isprsjprs.2015.10.011
Tiwari RK, Malik K, Arora MK (2017) Urban subsidence detection using the sentinel-1 multi-temporal InSAR data. In: 38th Asian Conference on Remote Sensing - Space Applications: Touching Human Lives, ACRS 2017, vol 27, pp 2410–2414
Ziwen Z, Liu Y, Li F, Li Q, Ye W (2019) Land subsidence monitoring based on InSAR and inversion of aquifer parameters. EURASIP J Wirel Commun Netw. https://doi.org/10.1186/s13638-019-1602-2
Ciampalini A, Raspini F, Lagomarsino D, Catani F, Casagli N (2016) Landslide susceptibility map refinement using PSInSAR data. Remote Sens Environ 184:302–315. https://doi.org/10.1016/j.rse.2016.07.018
Kuri M, Arora MK, Sharma ML (2017) Slope movement estimation in Nainital town: determined by PS-InSAR technique using Sentinel-1 dataset. In: 38th Asian Conference on Remote Sensing - Space Applications: Touching Human Lives, ACRS 2017. Asian Association on Remote Sensing
Kuri M, Arora MK, Sharma ML (2018) Slope stability analysis in nainital town using PS and QPS InSAR technique. In: International Geoscience and Remote Sensing Symposium (IGARSS). IEEE, pp 4443–4446. https://doi.org/10.1109/IGARSS.2018.8517713
Perski Z, Wojciechowski T, Borkowski A (2010) Persistent scatterer SAR interferometry applications on landslides in Carpathians (Southern Poland). Acta Geodyn. et Geomater 7(3):363–368
Tofani V, Raspini F, Catani F, Casagli N (2013) Persistent scatterer interferometry (PSI) technique for landslide characterization and monitoring. Remote Sens 5(3):1045–1065. https://doi.org/10.3390/rs5031045
Kumar S, Kumar D, Chaudhary SK, Singh N, Malik KK (2020) Land subsidence mapping and monitoring using modified persistent scatterer interferometric synthetic aperture radar in Jharia Coalfield, India. J. Earth Syst. Sci 129(1):146. https://doi.org/10.1007/s12040-020-01413-0
Liu ZG, Bian ZF, Lei SG, Liu DL, Sowter A (2014) Evaluation of PS-DInSAR technology for subsidence monitoring caused by repeated mining in mountainous area. Trans Nonferrous Met Soc China 24(10):3309–3315. https://doi.org/10.1016/S1003-6326(14)63471-3
Pawluszek-Filipiak K, Borkowski A (2021) Monitoring mining-induced subsidence by integrating differential radar interferometry and persistent scatterer techniques. Eur J Remote Sens 54(sup1):18–30. https://doi.org/10.1080/22797254.2020.1759455
Ram S, Kumar D, Singh AK, Kumar A, Singh R (2017) Field and numerical modelling studies for an efficient placement of roof bolts as breaker line support. Int J Rock Mech Min 93:152–162
Singh R, Kumar A, Singh AK, Coggan J, Ram S (2016) Rib/snook design in mechanised depillaring of rectangular/square pillars. Int J Rock Mech Min 84:119–129
Thapa S, Chatterjee RS, Singh KB, Kumar D (2016) Land subsidence monitoring using PS-InSAR technique for L-band SAR data. ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLI-B7:995–997. https://doi.org/10.5194/isprs-archives-xli-b7-995-2016
Department of Project Planning, SCCL. (2015). Pre-feasibility report of GDK 11 incline.
Perissin, D. 2009SARPROZ Software Manual, 569p. Available online: http://ihome.cuhk.edu.hk/~{}b122066/manual/index.html (accessed on 12 April 2022)
Colesanti C, Ferretti A, Novali F, Prati C, Rocca F (2003) SAR monitoring of progressive and seasonal ground deformation using the permanent scatterers technique. IEEE Trans Geosci Remote Sens 41(7):1685–1701. https://doi.org/10.1109/TGRS.2003.813278
Kampes BM, Hanssen RF, Perski Z (2004) Radar interferometry with public domain tools. In: FRINGE 2003 workshop, vol 550. European Space Agency, (Special Publication) ESA SP, pp 59–68
Acknowledgements
The authors are thankful to Director NIT Rourkela for providing the computing facility for executing the work. The authors sincerely acknowledge the mission scientists and principal investigators of different Sentinel-1 products who provided the data used in this research effort. We also acknowledge the Radar System and Services for facilitating the SARPROZ software for data analysis.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Ethical Statement
All ethical statements have been followed during the study.
Conflict of Interest
The authors declare no competing interests.
Additional information
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Appendix
Appendix
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Anil, J., Kumar, K., Ram, S. et al. Monitoring of Subsidence Over a Continuous Miner-Based Coal Mine Caving Panels Using PS-InSAR Technique. Mining, Metallurgy & Exploration 40, 719–736 (2023). https://doi.org/10.1007/s42461-023-00744-y
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s42461-023-00744-y