Skip to main content
Erschienen in: Environmental Earth Sciences 8/2016

01.04.2016 | Original Article

Particle swarm optimization inversion of self-potential data for depth estimation of coal fires over East Basuria colliery, Jharia coalfield, India

verfasst von: V. Srivardhan, S. K. Pal, Jitendra Vaish, Sahadev Kumar, Abhay Kumar Bharti, Piyush Priyam

Erschienen in: Environmental Earth Sciences | Ausgabe 8/2016

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Coal fires pose a serious threat to the environment and it is important to detect them at an early stage for their control and hazard mitigation. The present study addresses an innovative approach for depth estimation of coal fires using self-potential (SP) method and its inversion through particle swarm optimization (PSO) technique. The suitability of PSO inversion technique for self-potential data has been established using synthetic models of spherical and cylindrical objects, and inclined sheet with large horizontal extent as causative sources. Present study reveals that the geometry of subsurface coal combustion is possibly similar to inclined sheet with relatively large horizontal extension. The depth of coal fires has been estimated using PSO inversion of SP anomaly data over the East Basuria colliery, Jharia coal field, Jharkhand, India with good accuracy. The results of the analysis are compared with borehole lithologic log data which proves efficacy of the PSO inversion technique.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Bharti AK, Pal SK, Vaish J (2014) Application of Self-potential method for coal fire detection over Jharia Coal field, Indian Geophysical Union, 19–21 November, 2014. Kurukshetra University, Kurukshetra, pp 59–62 Bharti AK, Pal SK, Vaish J (2014) Application of Self-potential method for coal fire detection over Jharia Coal field, Indian Geophysical Union, 19–21 November, 2014. Kurukshetra University, Kurukshetra, pp 59–62
Zurück zum Zitat Bharti AK, Pal SK, Priyam Piyush, Narayan Satya, Pathak VK, Sahoo SD (2015) Detection of illegal mining over Raniganj Coalfield using electrical resistivity tomography. J Eng Geol Spec Pub 65–69 (Indian Society of Engineering Geology) Bharti AK, Pal SK, Priyam Piyush, Narayan Satya, Pathak VK, Sahoo SD (2015) Detection of illegal mining over Raniganj Coalfield using electrical resistivity tomography. J Eng Geol Spec Pub 65–69 (Indian Society of Engineering Geology)
Zurück zum Zitat Bharti AK, Pal SK, Priam P, Kumar S, Shalivahan, Yadav PK (2016) Subsurface cavity detection over Patherdih colliery, Jharia Coalfield, India using electrical resistivity tomography. Environ Earth Sci 75(5):443. doi:10.1007/s12665-015-5025-z CrossRef Bharti AK, Pal SK, Priam P, Kumar S, Shalivahan, Yadav PK (2016) Subsurface cavity detection over Patherdih colliery, Jharia Coalfield, India using electrical resistivity tomography. Environ Earth Sci 75(5):443. doi:10.​1007/​s12665-015-5025-z CrossRef
Zurück zum Zitat Bhattacharya BB, Roy N (1981) A note on the use of nomograms for self-potential anomalies. Geophys Prospect 29:102–107CrossRef Bhattacharya BB, Roy N (1981) A note on the use of nomograms for self-potential anomalies. Geophys Prospect 29:102–107CrossRef
Zurück zum Zitat Biswas A, Sharma SP (2014) Optimization of self-potential interpretation of 2-D inclined sheet-type structures based on very fast simulated annealing and analysis of ambiguity. J Appl Geophys 105:235–247CrossRef Biswas A, Sharma SP (2014) Optimization of self-potential interpretation of 2-D inclined sheet-type structures based on very fast simulated annealing and analysis of ambiguity. J Appl Geophys 105:235–247CrossRef
Zurück zum Zitat Biswas A, Sharma SP (2015) Interpretation of self-potential anomaly over idealized bodies and analysis of ambiguity using very fast simulated annealing global optimization technique. Near Surf Geophys 13:179–195CrossRef Biswas A, Sharma SP (2015) Interpretation of self-potential anomaly over idealized bodies and analysis of ambiguity using very fast simulated annealing global optimization technique. Near Surf Geophys 13:179–195CrossRef
Zurück zum Zitat Chandra D (1992) Jharia coalfields. Geol. Society of India, Bangalore, p 149 Chandra D (1992) Jharia coalfields. Geol. Society of India, Bangalore, p 149
Zurück zum Zitat Chatterjee RS (2006) Coal fire mapping from satellite thermal IR data—a case example in Jharia Coalfield, Jharkhand, India. ISPRS J Photogramm Remote Sens 60(2):113–128CrossRef Chatterjee RS (2006) Coal fire mapping from satellite thermal IR data—a case example in Jharia Coalfield, Jharkhand, India. ISPRS J Photogramm Remote Sens 60(2):113–128CrossRef
Zurück zum Zitat Clerc M (1999) The swarm and the queen: towards a deterministic and adaptive particle swarm optimization. In: Angeline PJ, Michalewicz Z, Schoenauer M, Yao X, Zalzala A (eds) Proceedings of the Congress of Evolutionary Computation, vol 3. IEEE Press, Washington DC, pp 1951–1957 Clerc M (1999) The swarm and the queen: towards a deterministic and adaptive particle swarm optimization. In: Angeline PJ, Michalewicz Z, Schoenauer M, Yao X, Zalzala A (eds) Proceedings of the Congress of Evolutionary Computation, vol 3. IEEE Press, Washington DC, pp 1951–1957
Zurück zum Zitat Clerc MA, Kennedy J (2002) The particle swarm-explosion, stability, and convergence in a multidimensional complex space. IEEE Trans Evol Comput 6(1):58–73CrossRef Clerc MA, Kennedy J (2002) The particle swarm-explosion, stability, and convergence in a multidimensional complex space. IEEE Trans Evol Comput 6(1):58–73CrossRef
Zurück zum Zitat Duba A (1977) Electrical conductivity of coal and coal char. Fuel 56:441–443CrossRef Duba A (1977) Electrical conductivity of coal and coal char. Fuel 56:441–443CrossRef
Zurück zum Zitat Eberhart RC, Shi Y (2000) Comparing inertia weights and constriction factors in particle swarm optimization. In: Proceedings of the 2000 IEEE Congress on Evolutionary Computation. IEEE Press, Piscataway, NJ, pp. 84–88 Eberhart RC, Shi Y (2000) Comparing inertia weights and constriction factors in particle swarm optimization. In: Proceedings of the 2000 IEEE Congress on Evolutionary Computation. IEEE Press, Piscataway, NJ, pp. 84–88
Zurück zum Zitat Fernández Martínez JL, García Gonzalo E (2009) The PSO family: deduction, stochastic analysis and comparison. Swarm Intell 3(4):245–273 (Special Issue on Particle swarm) CrossRef Fernández Martínez JL, García Gonzalo E (2009) The PSO family: deduction, stochastic analysis and comparison. Swarm Intell 3(4):245–273 (Special Issue on Particle swarm) CrossRef
Zurück zum Zitat Fernández Martínez JL, García Gonzalo E (2011) Stochastic stability analysis of the continuous and discrete PSO models. IEEE Trans Evol Comput 15(3):405–423CrossRef Fernández Martínez JL, García Gonzalo E (2011) Stochastic stability analysis of the continuous and discrete PSO models. IEEE Trans Evol Comput 15(3):405–423CrossRef
Zurück zum Zitat Fernández Martínez JL, García Gonzalo E, Fernández Álvarez JP, Kuzma HA, Menéndez Pérez CO (2010a) PSO: a powerful algorithm to solve geophysical inverse problems: application to a 1D-DC resistivity case. J Appl Geophys 71:13–25CrossRef Fernández Martínez JL, García Gonzalo E, Fernández Álvarez JP, Kuzma HA, Menéndez Pérez CO (2010a) PSO: a powerful algorithm to solve geophysical inverse problems: application to a 1D-DC resistivity case. J Appl Geophys 71:13–25CrossRef
Zurück zum Zitat Fernández Martínez JL, García Gonzalo E, Fernández Álvarez JP, Kuzma HA, Menéndez Pérez CO (2010b) PSO: a powerful algorithm to solve geophysical inverse problems: Application to a 1D-DC resistivity case. J Appl Geophys 71(1):13–25. doi:10.1016/j.jappgeo.2010.02.001 CrossRef Fernández Martínez JL, García Gonzalo E, Fernández Álvarez JP, Kuzma HA, Menéndez Pérez CO (2010b) PSO: a powerful algorithm to solve geophysical inverse problems: Application to a 1D-DC resistivity case. J Appl Geophys 71(1):13–25. doi:10.​1016/​j.​jappgeo.​2010.​02.​001 CrossRef
Zurück zum Zitat Heppner F, Grenander U (1990) A stochastic nonlinear model for coordinated bird flocks. In: Krasner S (ed) The ubiquity of chaos. AAAS Publications, Washington, DC Heppner F, Grenander U (1990) A stochastic nonlinear model for coordinated bird flocks. In: Krasner S (ed) The ubiquity of chaos. AAAS Publications, Washington, DC
Zurück zum Zitat Hooper RL (1987) Factors affecting the magnetic susceptibility of baked rocks above a burned coal seam. Int J Coal Geol 9:157–169CrossRef Hooper RL (1987) Factors affecting the magnetic susceptibility of baked rocks above a burned coal seam. Int J Coal Geol 9:157–169CrossRef
Zurück zum Zitat Ide TS, Crook N, Orr FM (2011) Magnetometer measurements to characterize a subsurface coal fire. Int J Coal Geol 87(3):190–196CrossRef Ide TS, Crook N, Orr FM (2011) Magnetometer measurements to characterize a subsurface coal fire. Int J Coal Geol 87(3):190–196CrossRef
Zurück zum Zitat Kennedy J, Eberhart RC (1995) Particle swarm optimization. IEEE Press, Piscataway, pp 1942–1948 Kennedy J, Eberhart RC (1995) Particle swarm optimization. IEEE Press, Piscataway, pp 1942–1948
Zurück zum Zitat King A (1987) Cindered coal detection using transient electromagnetic methods. Geoexploration 24:367–379 CrossRef King A (1987) Cindered coal detection using transient electromagnetic methods. Geoexploration 24:367–379  CrossRef
Zurück zum Zitat Kumar S, Pal SK, Vaish J, Shalivahan (2015) Utilization of magnetic gradient method for coal fire mapping of Chatabad Area, a Part of Jharia Colafield, India. J Eng Geol Spec Pub 170–176 (Indian Society of Engineering Geology) Kumar S, Pal SK, Vaish J, Shalivahan (2015) Utilization of magnetic gradient method for coal fire mapping of Chatabad Area, a Part of Jharia Colafield, India. J Eng Geol Spec Pub 170–176 (Indian Society of Engineering Geology)
Zurück zum Zitat Meng Q, Ma X, Zhou Y (2014) Forecasting of coal seam gas content by using support vector regression based on particle swarm optimization. J Nat Gas Sci Eng 21:71–78CrossRef Meng Q, Ma X, Zhou Y (2014) Forecasting of coal seam gas content by using support vector regression based on particle swarm optimization. J Nat Gas Sci Eng 21:71–78CrossRef
Zurück zum Zitat Momeni E, Armaghani DJ, Hajihassani M, Amin MFM (2015) Prediction of uniaxial compressive strength of rock samples using hybrid particle swarm optimization-based artificial neural networks. Measurement 60:50–63CrossRef Momeni E, Armaghani DJ, Hajihassani M, Amin MFM (2015) Prediction of uniaxial compressive strength of rock samples using hybrid particle swarm optimization-based artificial neural networks. Measurement 60:50–63CrossRef
Zurück zum Zitat Murthy BVS, Haricharan P (1985) Nomograms for the complete interpretation of spontaneous potential profiles over sheet like and cylindrical 2D structures. Geophysics 50:1127–1135CrossRef Murthy BVS, Haricharan P (1985) Nomograms for the complete interpretation of spontaneous potential profiles over sheet like and cylindrical 2D structures. Geophysics 50:1127–1135CrossRef
Zurück zum Zitat Naudet V, Fernandez-Martinez JL, Garcia-Gonzalo E, Fernandez-Alvarez JP (2008) Estimation of water table from self-potential data using Particle Swarm Optimization (PSO). Society of Exploration Geophysicists (SEG) Annual Meeting, Las Vegas, Nevada, pp 1203–1207 Naudet V, Fernandez-Martinez JL, Garcia-Gonzalo E, Fernandez-Alvarez JP (2008) Estimation of water table from self-potential data using Particle Swarm Optimization (PSO). Society of Exploration Geophysicists (SEG) Annual Meeting, Las Vegas, Nevada, pp 1203–1207
Zurück zum Zitat Pal SK, Vaish J, Kumar S, Bharti AK (2016) Coalfire mapping of East Basuria Colliery, Jharia coal field using Vertical Derivative Technique of Magnetic data. J Earth Syst Sci 125(1):165–178CrossRef Pal SK, Vaish J, Kumar S, Bharti AK (2016) Coalfire mapping of East Basuria Colliery, Jharia coal field using Vertical Derivative Technique of Magnetic data. J Earth Syst Sci 125(1):165–178CrossRef
Zurück zum Zitat Panigrahi DC, Sahu HB (2004) Classification of coal seams with respect to their spontaneous heating susceptibility—a neural network approach. Geotech Geol Eng 22:457–476CrossRef Panigrahi DC, Sahu HB (2004) Classification of coal seams with respect to their spontaneous heating susceptibility—a neural network approach. Geotech Geol Eng 22:457–476CrossRef
Zurück zum Zitat Pekşen E, Yas T, Kayman AY, Özkan C (2011) Application of particle swarm optimization on self-potential data. J Appl Geophys 75(2):305–318CrossRef Pekşen E, Yas T, Kayman AY, Özkan C (2011) Application of particle swarm optimization on self-potential data. J Appl Geophys 75(2):305–318CrossRef
Zurück zum Zitat Prakash A, Saraf AK, Gupta RP, Dutta M, Sundaram RM (1995) Surface thermal anomalies associated with underground fires in Jharia Coal Mines India. Int J Remote Sens 16(12):2105–2109CrossRef Prakash A, Saraf AK, Gupta RP, Dutta M, Sundaram RM (1995) Surface thermal anomalies associated with underground fires in Jharia Coal Mines India. Int J Remote Sens 16(12):2105–2109CrossRef
Zurück zum Zitat Prakash A, Gupta RP, Saraf AK (1997) A Landsat TM based comparative study of surface and subsurface fires in the Jharia Coalfield India. Int J Remote Sens 18(11):2463–2469CrossRef Prakash A, Gupta RP, Saraf AK (1997) A Landsat TM based comparative study of surface and subsurface fires in the Jharia Coalfield India. Int J Remote Sens 18(11):2463–2469CrossRef
Zurück zum Zitat Ram Babu HV, Rao DA (1988) Inversion of self-potential anomalies in mineral exploration. Comput Geosci 14:377–388CrossRef Ram Babu HV, Rao DA (1988) Inversion of self-potential anomalies in mineral exploration. Comput Geosci 14:377–388CrossRef
Zurück zum Zitat Rees WG (2001) Physical Principles of Remote Sensing, 2nd edn. Cambridge University Press, CambridgeCrossRef Rees WG (2001) Physical Principles of Remote Sensing, 2nd edn. Cambridge University Press, CambridgeCrossRef
Zurück zum Zitat Revil A, Jardani A (2013) The self-potential method, theory and applications in environmental geosciences. Cambridge University Press, CambridgeCrossRef Revil A, Jardani A (2013) The self-potential method, theory and applications in environmental geosciences. Cambridge University Press, CambridgeCrossRef
Zurück zum Zitat Revil A, Naudet V, Nouzaret J, Pessel M (2003) Principles of electrography applied to self-potential electrokinetic sources and hydrogeological applications. Water Resour Res 39(5):1114. doi:10.1029/2001WR000916 Revil A, Naudet V, Nouzaret J, Pessel M (2003) Principles of electrography applied to self-potential electrokinetic sources and hydrogeological applications. Water Resour Res 39(5):1114. doi:10.​1029/​2001WR000916
Zurück zum Zitat Revil A, Karaoulis M, Srivastava S, Byrdina S (2013) Thermoelectric self-potential and resistivity data localize the burning front of underground coal fires. Geophysics 78(5):B259–B273CrossRef Revil A, Karaoulis M, Srivastava S, Byrdina S (2013) Thermoelectric self-potential and resistivity data localize the burning front of underground coal fires. Geophysics 78(5):B259–B273CrossRef
Zurück zum Zitat Reynolds CW (1987) Flocks, herds and schools: a distributed behavioral model. ACM Siggraph Comput Graph 21(4):25–34CrossRef Reynolds CW (1987) Flocks, herds and schools: a distributed behavioral model. ACM Siggraph Comput Graph 21(4):25–34CrossRef
Zurück zum Zitat Roy SVS, Mohan NL (1984) Spectral interpretation of self-potential anomalies of some simple geometric bodies. Pure appl Geophys 78:66–77 Roy SVS, Mohan NL (1984) Spectral interpretation of self-potential anomalies of some simple geometric bodies. Pure appl Geophys 78:66–77
Zurück zum Zitat Sahu HB, Mahapatra SS, Sirikasemsuk K, Panigrahi DC (2011) A discrete particle swarm optimization approach for classification of Indian coal seams with respect to their spontaneous combustion susceptibility. Fuel Process Technol 92(3):479–485CrossRef Sahu HB, Mahapatra SS, Sirikasemsuk K, Panigrahi DC (2011) A discrete particle swarm optimization approach for classification of Indian coal seams with respect to their spontaneous combustion susceptibility. Fuel Process Technol 92(3):479–485CrossRef
Zurück zum Zitat Santos FAM (2010) Inversion of self-potential of idealized bodies’ anomalies using particle swarm optimization. Comput Geosci 36(9):1185–1190CrossRef Santos FAM (2010) Inversion of self-potential of idealized bodies’ anomalies using particle swarm optimization. Comput Geosci 36(9):1185–1190CrossRef
Zurück zum Zitat Saraf AK, Prakash A, Sengupta S, Gupta RP (1995) Landsat TM data for estimating ground temperature and depth of subsurface fire in Jharia Coalfield India. Int J Remote Sens 16(12):2111–2124CrossRef Saraf AK, Prakash A, Sengupta S, Gupta RP (1995) Landsat TM data for estimating ground temperature and depth of subsurface fire in Jharia Coalfield India. Int J Remote Sens 16(12):2111–2124CrossRef
Zurück zum Zitat Schutte JF, Groenwold AA (2005) A study of global optimization using particle swarms. J Global Optim 31:93–108CrossRef Schutte JF, Groenwold AA (2005) A study of global optimization using particle swarms. J Global Optim 31:93–108CrossRef
Zurück zum Zitat Shaw R, Srivastava S (2007) Particle swarm optimization: a new tool to invert geophysical data. Geophysics 72:F75–F83CrossRef Shaw R, Srivastava S (2007) Particle swarm optimization: a new tool to invert geophysical data. Geophysics 72:F75–F83CrossRef
Zurück zum Zitat Shi Y, Eberhart RC (1998) A modified particle swarm optimizer. In: Proceedings of the 1998 IEEE World Congress on Computational Intelligence. IEEE Press, Piscataway, NJ, pp 69–73 Shi Y, Eberhart RC (1998) A modified particle swarm optimizer. In: Proceedings of the 1998 IEEE World Congress on Computational Intelligence. IEEE Press, Piscataway, NJ, pp 69–73
Zurück zum Zitat Singh KKK, Singh KB, Lokhande RD, Prakash A (2004) Multielectode Resistivity imaging technique for the study of coal seam. J Sci Ind Res 63:927–930 Singh KKK, Singh KB, Lokhande RD, Prakash A (2004) Multielectode Resistivity imaging technique for the study of coal seam. J Sci Ind Res 63:927–930
Zurück zum Zitat Singh AK, Singh RVK, Singh MP, Chandra H, Shukla NK (2007) Mine fire gas indices and their application to Indian underground coal mine fires. Int J Coal Geol 69(3):192–204CrossRef Singh AK, Singh RVK, Singh MP, Chandra H, Shukla NK (2007) Mine fire gas indices and their application to Indian underground coal mine fires. Int J Coal Geol 69(3):192–204CrossRef
Zurück zum Zitat Singh BB, Srivardhan V, Pal SK, Kanagaraju SK, Kumar S, Vaish J (2015) Particle swarm optimization inversion of self potential anomaly for detecting coal fires, a case study - Jharia Coal Field. Third sustain earth sci conf Celle. doi:10.3997/2214-4609.201414282 Singh BB, Srivardhan V, Pal SK, Kanagaraju SK, Kumar S, Vaish J (2015) Particle swarm optimization inversion of self potential anomaly for detecting coal fires, a case study - Jharia Coal Field. Third sustain earth sci conf Celle. doi:10.​3997/​2214-4609.​201414282  
Zurück zum Zitat Srivastava S, Agarwal BNP (2009) Interpretation of self-potential anomalies by enhanced local wave number technique. J Appl Geophys 68:259–268CrossRef Srivastava S, Agarwal BNP (2009) Interpretation of self-potential anomalies by enhanced local wave number technique. J Appl Geophys 68:259–268CrossRef
Zurück zum Zitat Sternberg R, Lippincott C (2004) Magnetic surveys over clinkers and coal seam fires in Western North Dakota. Presentation at the Denver Annual Meeting of the Geological Society of America, Denver, Colorado, U.S.A., 7-10 October 2004 Sternberg R, Lippincott C (2004) Magnetic surveys over clinkers and coal seam fires in Western North Dakota. Presentation at the Denver Annual Meeting of the Geological Society of America, Denver, Colorado, U.S.A., 7-10 October 2004
Zurück zum Zitat Sternberg R, Sparks A, Knutson O (2008) Magnetic surveys over burning and remediated coal seam fires in Western North Dakota. In: Proceedings of the Symposium on the Application of Geophysics to Engineering and Environmental Problems: SAGEEP, 21. doi:10.2113/1.2963279 Sternberg R, Sparks A, Knutson O (2008) Magnetic surveys over burning and remediated coal seam fires in Western North Dakota. In: Proceedings of the Symposium on the Application of Geophysics to Engineering and Environmental Problems: SAGEEP, 21. doi:10.​2113/​1.​2963279
Zurück zum Zitat Tarantola A (2005) Inverse Problem Theoryand Methods for Model Parameter Estimation. Soc Ind Appl Math 359 Tarantola A (2005) Inverse Problem Theoryand Methods for Model Parameter Estimation. Soc Ind Appl Math 359
Zurück zum Zitat Trelea IC (2003) The particle swarm optimization algorithm: convergence analysis and parameter selection. Inform Proc Lett 85:317–325CrossRef Trelea IC (2003) The particle swarm optimization algorithm: convergence analysis and parameter selection. Inform Proc Lett 85:317–325CrossRef
Zurück zum Zitat Vaish J, Pal SK (2013) Interpretation of Magnetic Anomaly data over East Basuria region using an Enhanced Local Wavenumber (ELW) Technique, 10th Biennial International Conference & Exposition, Society of Petroleum Geophysicists conference, Kochi, Kerala, India, 23–25 November, 2013, P110 Vaish J, Pal SK (2013) Interpretation of Magnetic Anomaly data over East Basuria region using an Enhanced Local Wavenumber (ELW) Technique, 10th Biennial International Conference & Exposition, Society of Petroleum Geophysicists conference, Kochi, Kerala, India, 23–25 November, 2013, P110
Zurück zum Zitat Vaish J, Pal SK (2015a) Subsurface coal fire mapping of East Basuria Colliery. Jharkhand J Geol Soc India 86(4):438–444 CrossRef Vaish J, Pal SK (2015a) Subsurface coal fire mapping of East Basuria Colliery. Jharkhand J Geol Soc India 86(4):438–444 CrossRef
Zurück zum Zitat Vaish J, Pal SK (2015b) Geological mapping of Jharia Coalfield, India using GRACE EGM2008 gravity data: a vertical derivative approach. Geocarto Int 30(4):388–401CrossRef Vaish J, Pal SK (2015b) Geological mapping of Jharia Coalfield, India using GRACE EGM2008 gravity data: a vertical derivative approach. Geocarto Int 30(4):388–401CrossRef
Zurück zum Zitat Vaish J, Pal SK (2015c) Subsurface Coal fire mapping of Patherdih Colliery, a part of Jharia coal field, India. J Geol Soc India (in press) Vaish J, Pal SK (2015c) Subsurface Coal fire mapping of Patherdih Colliery, a part of Jharia coal field, India. J Geol Soc India (in press)
Zurück zum Zitat Wilson EO (1975) Sociobiology: the new synthesis. Belknap Press, Cambridge Wilson EO (1975) Sociobiology: the new synthesis. Belknap Press, Cambridge
Zurück zum Zitat Yüngül S (1950) Interpretation of spontaneous polarization anomalies caused by spheroidal orebodies. Geophysics 15(2):237–246CrossRef Yüngül S (1950) Interpretation of spontaneous polarization anomalies caused by spheroidal orebodies. Geophysics 15(2):237–246CrossRef
Zurück zum Zitat Zhang X, Van Genderen JL, Kroonenberg SB (1997) A method to evaluate the capability of Landsat-5 TM band 6 data for sub-pixel coal fire detection. Int J Remote Sens 18(15):3279–3288CrossRef Zhang X, Van Genderen JL, Kroonenberg SB (1997) A method to evaluate the capability of Landsat-5 TM band 6 data for sub-pixel coal fire detection. Int J Remote Sens 18(15):3279–3288CrossRef
Zurück zum Zitat Zhang-guo W, Ya-li K, Zhe L, Chang-sheng S (2009) Model of coal product structure based on particle swarm optimization algorithm. Procedia Earth Planet Sci 1(1):640–647CrossRef Zhang-guo W, Ya-li K, Zhe L, Chang-sheng S (2009) Model of coal product structure based on particle swarm optimization algorithm. Procedia Earth Planet Sci 1(1):640–647CrossRef
Metadaten
Titel
Particle swarm optimization inversion of self-potential data for depth estimation of coal fires over East Basuria colliery, Jharia coalfield, India
verfasst von
V. Srivardhan
S. K. Pal
Jitendra Vaish
Sahadev Kumar
Abhay Kumar Bharti
Piyush Priyam
Publikationsdatum
01.04.2016
Verlag
Springer Berlin Heidelberg
Erschienen in
Environmental Earth Sciences / Ausgabe 8/2016
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-015-5222-9

Weitere Artikel der Ausgabe 8/2016

Environmental Earth Sciences 8/2016 Zur Ausgabe