Abstract
In the last decade, new developments took place in the area of indoor positioning (or localization). Since the Global Navigation Satellite System (GNSS) cannot be used in underground mines, other technologies are needed for localization. Positioning and communication options today primarily include Wi-Fi, Bluetooth Low Energy (BLE), Ultra-Wideband (UWB), Radio Frequency Identification Device (RFID), etc. Smartphones and tablets currently have an array of sensors and radios, which can provide valuable information to allow indoor localization via various methods. Where mineworkers could keep smartphones with them, they can be highly effective at enabling localization and navigation. Recent applications of these technologies in underground mines have been thoroughly reviewed and examined for the likelihood of their utility for accurate localization where no other means exist. Some critical challenges and gaps that need to be addressed in future research have been identified.
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References
Amundson I, Koutsoukos XD (2009) A survey on localization for mobile wireless sensor networks. In: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol 5801 LNCS, pp 235–254. https://doi.org/10.1007/978-3-642-04385-7_16
Al Nuaimi K, Kamel H (2011) A survey of indoor positioning systems and algorithms. In: 2011 International Conference on Innovations in Information Technology, IIT 2011, pp 185–190. https://doi.org/10.1109/INNOVATIONS.2011.5893813
Yang Z, Zhou Z, Liu Y (2013) From RSSI to CSI: indoor localization via channel response. ACM Comput Surv 46(2). https://doi.org/10.1145/2543581.2543592
Castro P, Chiu P, Kremenek T, Muntz RR (2001) A probabilistic room location service for wireless networked environments. In: UbiComp ’01 Proceedings of the 3rd International Conference on Ubiquitous Computing, pp 18–34
Haeberlen A, Rudys A, Flannery E, Wallach DS, Ladd AM, Kavraki LE (2004) Practical robust localization over large-scale 802.11 wireless networks. In: Proceedings of the Annual International Conference on Mobile Computing and Networking, MOBICOM, pp 70–84. https://doi.org/10.1145/1023720.1023728
Krishnan P, Krishnakumar AS, Ju WH, Mallows C, Ganu S (2004) A system for LEASE: location estimation assisted by stationary emitters for indoor RF wireless networks. Proceedings - IEEE INFOCOM 2:1001–1011. https://doi.org/10.1109/infcom.2004.1356987
Ladd AM, Bekris KE, Rudys A, Kavraki LE, Wallach DS (2005) Robotics-based location sensing using wireless ethernet. Wireless Netw 11(1–2):189–204. https://doi.org/10.1007/s11276-004-4755-8
Kumar P, Reddy L, Varma S (2009) Distance measurement and error estimation scheme for RSSI based localization in wireless sensor networks. In: 5th International Conference on Wireless Communication and Sensor Networks, WCSN-2009, pp 80–83. https://doi.org/10.1109/WCSN.2009.5434802
Yu J (2015) A layered two-step hidden Markov model positioning method for underground mine environment based on Wi-Fi signals. Mid Sweden University
Xiao J, Wu K, Yi Y, Wang L, Ni LM (2013) Pilot: passive device-free indoor localization using channel state information. In: Proceedings - International Conference on Distributed Computing Systems, pp 236–245. https://doi.org/10.1109/ICDCS.2013.49
Brás L, Carvalho NB, Pinho P, Kulas L, Nyka K (2012) A review of antennas for indoor positioning systems. Int J Antennas Propag 201:1–14. https://doi.org/10.1155/2012/953269
Liu H, Darabi H, Banerjee P, Liu J (2007) Survey of wireless indoor positioning techniques and systems. IEEE Trans Syst Man Cybern Part C Appl Rev 37(6):1067–1080. https://doi.org/10.1109/TSMCC.2007.905750
Zafari F, Gkelias A, Leung KK (2019) A survey of indoor localization systems and technologies. IEEE Commun Surv Tutorials 21(3):2568–2599. https://doi.org/10.1109/COMST.2019.2911558
Dargie W, Poellabauer C (2010) Fundamentals of wireless sensor networks: theory and practice. Wiley
Xiao J, Liu Z, Yang Y, Liu D, Xu H (2011) Comparison and analysis of indoor wireless positioning techniques. In: 2011 International Conference on Computer Science and Service System, CSSS 2011 - Proceedings, pp 293–296. https://doi.org/10.1109/CSSS.2011.5972088
Gu Y, Lo A, Niemegeers I (2009) A survey of indoor positioning systems for wireless personal networks. IEEE Commun Surv Tutorials 11(1):13–32. https://doi.org/10.1109/SURV.2009.090103
Mautz R (2012). Indoor positioning technologies. https://doi.org/10.3929/ethz-a-007313554
Zhang D, Xia F, Yang Z, Yao L, Zhao W (2010) Localization technologies for indoor human tracking. https://doi.org/10.1109/FUTURETECH.2010.5482731
Subhan F, Hasbullah H, Rozyyev A, Bakhsh ST (2011) Indoor positioning in Bluetooth networks using fingerprinting and lateration approach. https://doi.org/10.1109/ICISA.2011.5772436
Harle R (2013) A survey of indoor inertial positioning systems for pedestrians. IEEE Commun Surv Tutorials 15(3):1281–1293. https://doi.org/10.1109/SURV.2012.121912.00075
Wang H, Jia F (2007) A hybrid modeling for WLAN positioning system. In: 2007 International Conference on Wireless Communications, Networking and Mobile Computing, WiCOM 2007, pp 2152–2155. https://doi.org/10.1109/WICOM.2007.537
Yim J, Park C, Joo J, Jeong S (2008) Extended Kalman Filter for wireless LAN based indoor positioning. Decis Support Syst 45(4):960–971. https://doi.org/10.1016/j.dss.2008.03.004
Centenaro M, Vangelista L, Zanella A, Zorzi M (2016) Long-range communications in unlicensed bands: The rising stars in the IoT and smart city scenarios. IEEE Wirel Commun 23(5):60–67
Adame T, Bel A, Bellalta B, Barcelo J, Oliver M (2014) IEEE 802.11 ah: the WiFi approach for M2M communications. IEEE Wirel Commun 21(6):144–152
Vasisht D, Kumar S, Katabi D (2016) Decimeter-level localization with a single WiFi access point. In: 13th {USENIX} Symposium on Networked Systems Design and Implementation ({NSDI} 16), pp 165–178. https://www.usenix.org/conference/nsdi13/technical-sessions/presentation/xiong
Kumar S, Gil S, Katabi D, Rus D (2014) Accurate indoor localization with zero start-up cost. In: Proceedings of the 20th annual international conference on Mobile computing and networking, pp 483–494
Zafari F, Papapanagiotou I, Devetsikiotis M, Hacker T (2017) An ibeacon based proximity and indoor localization system, arXiv Prepr. arXiv1703.07876
Kotaru M, Joshi K, Bharadia D, Katti S (2015) Spotfi: Decimeter level localization using wifi. In: Proceedings of the 2015 ACM Conference on Special Interest Group on Data Communication, pp 269–282. https://doi.org/10.1145/2829988.2787487
Xiong J, Jamieson K (2013) Arraytrack: A fine-grained indoor location system. In: Presented as part of the 10th {USENIX} Symposium on Networked Systems Design and Implementation ({NSDI} 13), pp 71–84
Ralston JC, Hargrave CO, Hainsworth DW (2005) Localisation of mobile underground mining equipment using wireless ethernet. Conf. Rec. - IAS Annu. Meet. (IEEE Ind. Appl. Soc., vol 1, pp 225–230. https://doi.org/10.1109/IAS.2005.1518314
Chehri A, Fortier P, Tardif PM (2006) Application of Ad-hoc sensor networks for localization in underground mines. IEEE Wirel Microw Technol Conf WAMICON 2006:1–4. https://doi.org/10.1109/WAMICON.2006.351901
Zhang Y, Li A, Zhang Y (2009) Research and design of location tracking system used in underground mine based on WiFi technology, IFCSTA 2009 Proc. - 2009 Int. Forum Comput. Sci. Appl., vol 3, pp 417–419. https://doi.org/10.1109/IFCSTA.2009.341
Wang K, Wang Q, Jiang D, Xu Q (2011) A routing and positioning algorithm based on a K-barrier for use in an underground wireless sensor network. Min Sci Technol 21(6):773–779. https://doi.org/10.1016/j.mstc.2011.04.003
Kumar S, Lai T, Arora A (2005) Barrier coverage with wireless sensors. In: Proceedings of the 11th Annual International Conference on Mobile Computing and Networking (MobiCom’05), pp 284–298
Hedley M, Gipps I (2013) Accurate wireless tracking for underground mining, 2013 IEEE Int. Conf. Commun. Work. ICC 2013, pp 42–46.https://doi.org/10.1109/ICCW.2013.6649198
Cypriani M, Delisle G, Hakem N (2013) Wi-Fi-based positioning in underground mine tunnels. In: 2013 International Conference on Indoor Positioning and Indoor Navigation, IPIN 2013, no. October, pp 28–31. https://doi.org/10.1109/IPIN.2013.6817894
Cypriani M, Delisle G, Hakem N (2015) Wi-Fi-based positioning in a complex underground environment. J Networks 10(3):141–152. https://doi.org/10.4304/jnw.10.3.141-151
Lin P, Li Q, Fan Q, Gao X, Hu S (2014) A real-time location-based services system using WiFi fingerprinting algorithm for safety risk assessment of workers in tunnels. Math Probl Eng 2014. https://doi.org/10.1155/2014/371456
Srikanth B, Kumar H, Rao KUM (2018) A robust approach for WSN localization for underground coal mine monitoring using improved RSSI technique. Math Model Eng Probl 5(3):225–231. https://doi.org/10.18280/mmep.050314
Chilès J-P, Delfiner P (2012) Geostatistics: Modeling Spatial Uncertainty. Wiley, New Jersey
Tahir N, Karim M, Sharif K, Li F, Ahmed N (2018) Quadrant-based weighted centroid algorithm for localization in underground mines. In: Chellappan S, Cheng W, Li W (eds) Springer International Publishing AG, pp 462–472
Guo Y, Song X, Yang L, Lv W (2019) A coal mine underground localization algorithm based on the feature vector. J Eng Technol Sci 51(2):184. https://doi.org/10.5614/j.eng.technol.sci.2019.51.2.3
Mohapatra AG et al (2020) Precision local positioning mechanism in underground mining using IoT-enabled WiFi platform. Int J Comput Appl 42(3):266–277. https://doi.org/10.1080/1206212X.2018.1551178
Zafari F, Papapanagiotou I, Christidis K (2015) Microlocation for internet-of-things-equipped smart buildings. IEEE Internet Things J 3(1):96–112. https://doi.org/10.1109/JIOT.2015.2442956
Apple Inc. (2020) iBeacon. https://developer.apple.com/ibeacon/
BEHRTECH (2019) A new approach to indoor localization in large-scale environments. https://behrtech.com/blog/largescale-indoor-localization/
Li B, Zhao K, Saydam S, Rizos C, Wang J, Wang Q (2016) Third generation positioning system for underground mine environments : an update on progress. International Global Navigation Satellite Systems (IGNSS)
Baek J, Choi Y, Lee C, Suh J, Lee S (2017) BBUNS: Bluetooth beacon-based underground navigation system to support mine haulage operations. Minerals 7(11). https://doi.org/10.3390/min7110228
Baronti P, Pillai P, Chook VWC, Chessa S, Gotta A, Hu YF (2007) Wireless sensor networks: a survey on the state of the art and the 802.15. 4 and ZigBee standards. Comput Commun 30(7):1655–1695. https://doi.org/10.1016/j.comcom.2006.12.020
Wang Y, Huang L, Yang W (2010) A novel real-time coal miner localization and tracking system based on self-organized sensor networks. EURASIP J Wirel Commun Netw 2010(Article ID 142092):1–14. https://doi.org/10.1155/2010/142092
Liu Z, Li C, Wu D, Dai W, Geng S, Ding Q (2010) A wireless sensor network based personnel positioning scheme in coal mines with blind areas. Sensors (Switzerland) 10(11):9891–9918. https://doi.org/10.3390/s101109891
Liu Z, Li C, Ding Q, Wu D (2010) A coal mine personnel global positioning system based on wireless sensor networks. In: Proceedings of the World Congress on Intelligent Control and Automation (WCICA), pp 7026–7031. https://doi.org/10.1109/WCICA.2010.5554279
Huang X, Zhu W, Lu D (2010) Underground miners localization system based on ZigBee and WebGIS. In: 18th International Conference on Geoinformatics, Geoinformatics 2010, pp 1–5. https://doi.org/10.1109/GEOINFORMATICS.2010.5567542
Zhang B, Su B (2013) Design of position system of underground mines based on zigbee technology. Appl Mech Mater 340:691–695. https://doi.org/10.4028/www.scientific.net/AMM.340.691
Song M, Qian J (2016) Improved sequence-based localization applied in coal mine. Int J Distrib Sens Networks 12(11):1–11. https://doi.org/10.1177/1550147716669615
NIOSH (2019) Advanced tutorial on wireless communication and electronic tracking. Spokane, WA
Mishra PK, Stewart RF, Bolic M, Yagoub MCE (2014) RFID in underground-mining service applications. IEEE Pervasive Comput 13(1):72–79. https://doi.org/10.1109/MPRV.2014.14
Einicke G, Wilson B (2005) Intrinsically safe tags and readers for improved underground mine safety. 31st Biennial International Conference of Safety in Mines Research Institutes (SIMRI 2005)
Einicke G, Rowan G (2005) Real-time risk analysis and hazard management. In: Coal 2005: Coal Operators’ Conference, pp 299–306. https://ro.uow.edu.au/coal/178
Marlborough L, Barrow S, Kent D (2005) Application of tagging systems for personnel and vehicle access control. In: Coal 2005: Coal Operators’ Conference, pp 107–112. https://ro.uow.edu.au/coal/78
Radinovic G, Kwang K (2008) FEASIBILTY STUDY OF RFID / Wi-Fi / BlueTooth WIRELESS TRACKING SYSTEM FOR UNDERGROUND MINE MAPPING – OKLAHOMA. In: Proc. Incorporating Geospatial Technologies into SMCRA Business Processes, Technical Innovation and Professional Services, March 25 – 27, 2008, Atlanta, GA, pp 1–34
Song J-X, Liu Y-F (2011) Design of underground mine locomotive monitoring and tracking management system. Procedia Environ Sci 10:484–490
Rusu SR (2011) Real-time localization in large-scale underground environments using RFID-based node maps. Carleton University
Rusu SR, Hayes MJD, Marshall JA (2011) Localization in large-scale underground environments with RFID. In: Canadian Conference on Electrical and Computer Engineering, pp 001140–001143. https://doi.org/10.1109/CCECE.2011.6030640
Wojtas P, Wiszniowski P (2012) GPS-less positioning, tracking and navigation services for underground mining applications. In: Proceedings of the 5th WSEAS International Conference on Sensors and Signals, pp 132–136
Iturralde D, Soto I, Fuentealba D, Bravo J, Becerra N (2013) A new system based on web services and RFID for tracking people in a pervasive mining environment. In: 2013 IEEE Latin-America Conference on Communications, Santiago, pp 1–5
Yuan Y, Chen C, Guan X, Yang Q (2015) An energy-efficient underground localization system based on heterogeneous wireless networks. Sensors 15(6):12358–12376. https://doi.org/10.3390/s150612358
Fink A, Beikirch H (2015) Sensors & transducers for personnel tracking in coal mine tunnels. 187(4):44–58
Fink A, Beikirch H (2015) MineLoc - Personnel tracking system for longwall coal mining sites. IFAC-PapersOnLine 48(10):215–221. https://doi.org/10.1016/j.ifacol.2015.08.134
Zheng X, Wang B, Zhao J (2019) High-precision positioning of mine personnel based on wireless pulse technology. PLoS ONE 14(7):1–25. https://doi.org/10.1371/journal.pone.0220471
InfSoft (2020) Indoor Positioning with Ultra-wideband. https://www.infsoft.com/technology/positioning-technologies/ultrawideband
Chehri A, Fortier P, Tardif PM (2009) UWB-based sensor networks for localization in mining environments. Ad Hoc Netw 7(5):987–1000. https://doi.org/10.1016/j.adhoc.2008.08.007
Zhu D, Yi K (2011) A hybrid TDOA/RSS localization algorithm based on UWB ranging in underground mines. Adv Res Electron Commer Web Appl Commun 144 ser. C(PART 2):402–407. https://doi.org/10.1007/978-3-642-20370-1_66
Kuo Y-S, Pannuto P, Hsiao K-J, Dutta P (2014) Luxapose: indoor positioning with mobile phones and visible light. In: Proceedings of the 20th annual international conference on Mobile computing and networking, pp 447–458. https://doi.org/10.1145/2639108.2639109
Armstrong J, Sekercioglu YA, Neild A (2013) Visible light positioning: a roadmap for international standardization. IEEE Commun Mag 51(12):68–73
Kim HS, Kim DR, Yang SH, Son YH, Han SK (2013) An indoor visible light communication positioning system using a RF carrier allocation technique. J Light Technol 31(1):134–144. https://doi.org/10.1109/JLT.2012.2225826
Iturralde D, Azurdia-Meza C, Krommenacker N, Soto I, Ghassemlooy Z, Becerra N (2014) A new location system for an underground mining environment using visible light communications. In: 2014 9th International Symposium on Communication Systems, Networks and Digital Signal Processing, CSNDSP 2014, no. 11160517, pp 1165–1169.https://doi.org/10.1109/CSNDSP.2014.6924006
Iturralde D, Seguel F, Soto I, Azurdia C, Khan S (2017) A new VLC system for localization in underground mining tunnels. IEEE Lat Am Trans 15(4):581–587. https://doi.org/10.1109/TLA.2017.7896341
Seguel F, Soto I, Adasme P, Krommenacker N, Charpentier P (2018) Potential and challenges of VLC based IPS in underground mines, 2017 1st South Am. Colloq. Visible Light Commun. SACVLC 2017, vol 2018-Janua, pp 1–6. https://doi.org/10.1109/SACVLC.2017.8267610
Firoozabadi AD et al (2019) A novel frequency domain visible light communication (VLC) three-dimensional trilateration system for localization in underground mining. Appl Sci 9(7):1–15. https://doi.org/10.3390/app9071488
Priyantha NB (2005) The cricket indoor location system. Massachusetts Institute of Technology
Hazas M, Hopper A (2006) Broadband ultrasonic location systems for improved indoor positioning. IEEE Trans Mob Comput 5(5):536–547. https://doi.org/10.1109/TMC.2006.57
Wong G, Embleton T (1985) Variation of the speed of sound in air with humidity and temperature. J Acoust Soc Am 77:1710–1712
Ijaz F, Yang HK, Ahmad AW, Lee C (2013) Indoor positioning: a review of indoor ultrasonic positioning systems. In: 2013 15th International Conference on Advanced Communications Technology (ICACT), pp 1146–1150
Larson E (2012) Vehicle localization in an underground mine using ultrasonic sensors. Colorado School of Mines. http://hdl.handle.net/11124/170574
Arumugam DD, Griffin JD, Stancil DD, Ricketts DS (2014) Three-dimensional position and orientation measurements using magneto-quasistatic fields and complex image theory [measurements corner]. IEEE Antennas Propag Mag 56(1):160–173
Pasku V et al (2017) Magnetic Field-Based Positioning Systems. IEEE Commun Surv Tutorials 19(3):2003–2017. https://doi.org/10.1109/COMST.2017.2684087
Pronenko V, Dudkin F (2016) Electromagnetic system for detection and localization of the miners caught by accident in mine, Geosci. Instrumentation, Methods Data Syst. Discuss., no. August, pp 1–10. https://doi.org/10.5194/gi-2016-20
Abrudan TE, Xiao Z, Markham A, Trigoni N (2016) Underground incrementally deployed magneto-inductive 3-D positioning network. IEEE Trans Geosci Remote Sens 54(8):4376–4391. https://doi.org/10.1109/TGRS.2016.2540722
Thrybom L, Neander J, Hansen E, Landernäs K (2015) Future challenges of positioning in underground mines. IFAC-PapersOnLine 28(10):222–226. https://doi.org/10.1016/j.ifacol.2015.08.135
Ferrer-Coll J, Angskog P, Shabai H, Chilo J, Stenumgaard P (2012) Analysis of wireless communications in underground tunnels for industrial use, In: IECON Proceedings (Industrial Electronics Conference), pp 3216–3220. https://doi.org/10.1109/IECON.2012.6389383
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This research was funded by the US National Institute for Occupational Safety and Health (NIOSH) under contract no. 75D30119C06044, which is gratefully acknowledged.
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Zare, M., Battulwar, R., Seamons, J. et al. Applications of Wireless Indoor Positioning Systems and Technologies in Underground Mining: a Review. Mining, Metallurgy & Exploration 38, 2307–2322 (2021). https://doi.org/10.1007/s42461-021-00476-x
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DOI: https://doi.org/10.1007/s42461-021-00476-x