Time series model prediction and trend variability of aerosol optical depth over coal mines in India

Environmental Science and Pollution Research

Volumn 22, Issue 5, 2015, Pages 3652-3671

  Soni, Kirti ^a   Parmar, Kulwinder Singh ^b   Kapoor, Sangeeta ^c  

^a NATIONAL PHYSICAL LABORATORY   (India)

^b GURU GOBIND SINGH INDRAPRASTHA UNIVERSITY   (India)

^c Laxmi Narayan College of Technology and Science (LNCTS)   (India)

Author keywords

Aerosol optical depth; Aerosols; ARIMA; Coal mines; India; Trends

Indexed keywords

AEROSOL; COAL;

AEROSOL; AIR POLLUTION; ANALYSIS; BAYES THEOREM; ENVIRONMENTAL MONITORING; FIRE; FORECASTING; INDIA; MINING; PROCEDURES; SEASON; STATISTICS AND NUMERICAL DATA; THEORETICAL MODEL; TIME;

AEROSOLS; AIR POLLUTION; BAYES THEOREM; COAL; ENVIRONMENTAL MONITORING; FIRES; FORECASTING; INDIA; MINING; MODELS, THEORETICAL; SEASONS; TIME FACTORS;

EID: 84925501817     PISSN: 09441344     EISSN: 16147499     Source Type: Journal    
DOI: 10.1007/s11356-014-3561-9     Document Type: Article

References (70)

1. Abdel-Aziz A, Frey HC (2003) Development of hourly probabilistic utility NOx emission inventories using time series techniques: part I—univariate approach. Atmos Environ 37:5379–5389
2. Abish B, Mohanakumar K (2013) A stochastic model for predicting aerosol optical depth over the north Indian region. Int J Remote Sens 34:1449–1458
3. Ballester EB, Valls GC, Carrasco-Rodriguez JL, Olivas ES, Valle-Tascon SD (2002) Effective 1-day ahead prediction of hourly surface ozone concentrations in Eastern Spain using linear models and neural networks. Ecol Model 156(1):27–41
4. Canter LW (1996) Environmental impact assessment. McGraw-Hill, New York
5. Chattopadhyay G, Chattopadhyay S (2009) Autoregressive forecast of monthly total ozone concentration—a neurocomputing approach. Comput Geosci 35(9):1925–1932
6. Chaudhari PR, Gajghate DG (2000) Assessment of air pollution effect on plants—a review. Indian J Environ Protect 20:925–933
7. 2 and NOx concentrations in an opencast coal mining area. J Environ Monit 6:134–142. doi:10.1039/B309372G
8. Chaulya SK (2005) Air quality status of an open pit mining area in India. Environ Monit Assess 105(1–3):369–389
9. Chaulya SK, Chakrabarty MK (1995) Perspective of new national mineral policy and environmental control for mineral sector. In GS Khuntia (Ed) Proceeding of National Seminar on Status of Mineral Exploitation in India New Delhi India: 174–123
10. Chaulya SK, Chakraborty MK, Singh RS (1998) Air pollution monitoring and modelling technique for opencast mine. Environ Geochem 2:35–42
11. Chaulya SK, Chakraborty MK, Singh RS (2000) Prediction of air pollution for a proposed opencast coal mine transaction institution of mining and metallurgy. Sect A: Min Ind 109:PA118–A124
12. Chaulya SK, Kumar AK, Tripathi M, Singh N, Mishra RS, Bandyopadhyay LK (2012) Assessment of coal mine road dust properties for controlling air pollution. Int J Environ Protect IJEP 1(2):PP1–PP7, World Academic Publishing
13. Chelani A, Devotta S (2006) Air quality forecasting using a hybrid auto-regressive and nonlinear model. Atmos Environ 40(10):1774–1780
14. CMRI (1998) Determination of emission factor for various opencast mining activities report GAP/9/EMG/MOEF/97. Central Mining Research Institute Environmental Management Group, Dhanbad
15. CPCB (2012) National ambient air quality monitoring NAAQMS/ 35 /2011 2012 (http://www.cpcb.nic.in/upload/NewItems/NewItem_192_NAAQSTI.pdf)
16. Crabbe H, Beaumont R, Norton D (2000) Assessment of air quality emissions and management in a local urban environment. Environ Monit Assess 65:435–442
17. Dey S, Di Girolamo L (2011) A decade of change in aerosol properties over the Indian subcontinent. Geophys Res Lett 38:L14811. doi:10.1029/2011GL048153
18. Dey S, Tripathi SN, Singh RP, Holben B (2004) Influence of dust storms on the aerosol optical properties over the Indo-Gangetic basin. J Geophys Res 109:D20211, Article ID
19. Di Girolamo L, Bond TC, Bramer D, Diner DJ, Fettinger F, Kahn RA (2004) Analysis of multi-angle imaging spectroradiometer (MISR) aerosol optical depths over greater India during winter 2001–2004. Geophys Res Lett 31:L23115. doi:10.1029/2004GL021273
20. Ferreira F, Tente H, Torres P, Carboso S, Palmaoliveira JM (2000) Air quality monitoring and management in Lisbon. Environ Monit Assess 65:443–450
21. Ganguly D, Jayaraman A, Gadhavi H (2006) Physical and optical properties of aerosols over an urban location in western India: seasonal variabilities. J Geophys Res 111:D24206. doi:10.1029/2006JD007392
22. Gautam R, Hsu NC, Lau K-M, Tsay S-C, Kafatos M (2009) Enhanced premonsoon warming over the Himalayan-Gangetic region from 1979 to 2007. Geophys Res Lett 36:L07704. doi:10.1029/2009GL037641
23. Gautam R, Hsu NC, Lau WK-M, Yasunari TJ (2013) Satellite observations of desert dust-induced Himalayan snow darkening. Geophys Res Lett 40:988–993. doi:10.1002/grl50226
24. 10 in the ambient air of Chandrapur coal mine and its comparison with other environments. Environ Monit Assess 1852:1117–1128
25. Ghosh MK, Majee SR (2000) Assessment of the impact on the air environment due to opencast coal mining: an Indian case study. Atmos Environ 34:2791–2796
26. Ghosh MK, Majee SR (2007) Characteristics of hazardous airborne dust around an Indian coal mining area. Environ Monit Assess 130:17–25
27. Ghosh R (2002) Land use in mining areas of India. Envis Monograph No.9 by CME, ISSN: 0972 4656
28. Giles DM et al (2011) Aerosol properties over the Indo-Gangetic Plain: a mesoscale perspective from the TIGERZ experiment. J Geophys Res 116:D18203. doi:10.1029/2011JD015809
29. Guleria RP, Kuniyal JC, Rawat PS, Thakur HK, Sharma M, Sharma NL, Dhyani PP, Singh M (2012a) Validation of MODIS retrieval aerosol optical depth and an investigation on aerosol transport over Mohal in the northwestern Indian Himalaya. Int J Remote Sens 33(17):5379–5401
30. Jaiprakash P, Singh G, Pal AK (2010) Air pollution dispersion modeling performance for mining complex. Environ Int J Sci Technol 5:205–222
31. Jones T (1993) The role of environmental impact assessment in coal production and utilisation. Nat Resour Forum 17:170–180
32. Kaskaoutis DG, Kharol SK, Sinha PR, Singh RP, Badarinath KVS, Mehdi W, Sharma M (2011) Contrasting aerosol trends over South Asia during the last decade based on MODIS observations. Atmos Meas Technol Discuss 4:5275–5323. doi:10.5194/amtd-4-5275-2011
33. Kaskaoutis DG, Singh RP, Gautam R, Sharma M, Kosmopoulos PG, Tripathi SN (2012a) Variability and trends of aerosol properties over Kanpur northern India using AERONET data (2001–10). Environ Res Lett 7:024003
34. Kaskaoutis DG et al (2012b) Influence of anomalous dry conditions on aerosols over India: transport distribution and properties. J Geophys Res. doi:10.1029/2011JD017314
35. Kaskaoutis DG, Houssos EE, Goto D, Bartzokas A, Nastos PT, Sinha PR, Kharol SK, Kosmopoulos PG, Singh RP, Takemura T (2014) Synoptic weather conditions and aerosol episodes over Indo-Gangetic Plains, India. Clim Dyn. doi:10.1007/s00382-014-2055-2
36. Kharol SK, Badarinath KVS, Sharma AR, Kaskaoutis DG, Kambezidis HD (2011) Multiyear analysis of Terra/Aqua MODIS aerosol optical depth and ground observations over tropical urban region of Hyderabad India. Atmos Environ 45:1532–1542
37. Kumar U (1996) In: Bose AK (Ed) Coal scenario by 2001, Proceedings of international Conference on Business and Investment Opportunities in Mining Industries, Oxford and IBH, New Delhi, 183–194
38. Kumar CSS, Kumar P, Deshpande VP, Badrinath SD (1994) In: Khuntia GS (Ed) Fugitive dust emission estimation and validation of air quality model in bauxite mines. Proceedings of International Conference on Environmental Issues in Minerals and Energy Industry, IME Publications, New Delhi, India, 77–81
39. Kumar TK, Gadhavi H, Jayaraman A, Sai Suman MN, RaoS VB (2013) Temporal and spatial variability of aerosol optical depth over South India as inferred from MODIS. J Atmos Solar-Terr Phys 94:71–80
40. Levy RC, Remer LA, Kleidman RG, Mattoo S, Ichoku C, Kahn R, Eck TF (2010) Global evaluation of the collection 5 MODIS dark-target aerosol products over land. Atmos Chem Phys 10:10399–10420. doi:10.5194/acp-10-10399-2010
41. Liang WM, Wei HY, Kuo HW (2009) Association between daily mortality from respiratory and cardiovascular diseases and air pollution in Taiwan. Environ Res 109(1):51–58
42. Lal B, Tripathy SS (2012) Prediction of dust concentration in open cast coal mine using artificial neural network. Atmos Pollut Res 3:211–218
43. Lodhi NK, Beegum S, Singh SN, Kumar K (2013) Aerosol climatology at Delhi in the western Indo-Gangetic Plain: microphysics long-term trends and source strengths. J Geophys Res Atmos 118:1361–1375. doi:10.1002/jgrd50165
44. Menon R, Raja P, Malpe D, Subramaniyam KSV, Balaram V (2011) Radioelemental characterization of fly ash from Chandrapur Super Thermal Power Station Maharashtra India. Curr Sci 100 (11)
45. Mills TC (1990) Time series techniques for economists. Cambridge University Press, Cambridge
46. Mishra RK, Pandey J, Chaudhary SK, Khalkho A, Singh VK (2012) Estimation of air pollution concentration over Jharia coalfield based on satellite imagery of atmospheric aerosol. Int J Geomatics Geosci 2(3)
47. Misra A, Jayaraman A, Ganguly D (2008) Validation of MODIS derived aerosol optical depth over Western India. J Geophys Res 113:D04203. doi:10.1029/2007JD009075
48. Moorthy KK, Suresh Babu S, Manoj MR, Satheesh SK (2013) Buildup of aerosols over the Indian region. Geophys Res Lett. doi:10.1002/GRL50165
49. Mukhopadhyay S, Pal S, Mukherjee AK, Ghosh AR (2010) Ambient air quality in opencast coal mining area of Bankola area (under eastern coalfield Ltd) of Asansol-Raniganj regions. Ecoscan 4(1):19–24
50. Nanda SN, & Tiwary SN (2001) Ind J Environ Protect 21,193
51. Parmar KS, Bhardwaj R (2013a) Water quality index and fractal dimension analysis of water parameters. Int J Environ Sci Technol 10:151–164. doi:10.1007/s13762-012-0086-y
52. Parmar KS, Bhardwaj R (2013b) Wavelet and statistical analysis of river water quality parameters. Appl Math Comput 219:10172–10182
53. Percival DB, Walden AT (1993) Spectral analysis for physical applications. Cambridge University Press, Cambridge
54. Portnov BA, Dubnov J, Barchana, M (2009) Studying the association between air pollution and lung cancer incidence in a large metropolitan area using a kernel density function. Socio Econ. Plan. Sci 43:141–150
55. Prasad AK, Singh RP (2007) Comparison of MISR-MODIS aerosol optical depth over the Indo-Gangetic basin during the winter and summer seasons, 2000–2005. Remote Sens Environ 107:109–119
56. Ramachandran S, Kedia S (2012) Radiative effects of aerosols over Indo-Gangetic plain: environmental (urban vs rural) and seasonal variations. Environ Sci Pollut Res 19:2159–2171. doi:10.1007/s11356-011-0715-x
57. Ramachandran S, Kedia S, Srivastava R (2012) Aerosol optical depth trends over different regions of India. Atmos Environ 49:338–347
58. Rangarajan G (1997) A climate predictability index and its applications. Geophys Res Lett 24(10):1239–1242
59. Reddy GS, Ruj B (2003) Ambient air quality status in Raniganj-Asansol area India. Environ Monit Assess 189:153–163
60. Remer LA, Kleidman RG, Levy RC, Kaufman YJ, Tanré D, Mattoo S, Martins JV, Ichoku C, Koren I, Yu H, Holben BN (2008) Global aerosol climatology from MODIS satellite sensors. J Geophys Res 113:D14S07. doi:10.1029/2007JD009661
61. Saha A, Moorthy KK, Niranjan K (2005) Interannual variations of aerosol optical depth over coastal India: relation to synoptic meteorology. J Appl Meteorol 44(7):1066–1077
62. Singh G (2006) An index to measure depreciation in air quality in some coal mining area of Korba industrial belt of Chhattisgarh, India. Environ Monit Assess 122:309–317
63. Singh G, Puri SK (2004) Air quality assessment in Korba coal field. Indian J Air Pollut Control 4(2):31–41
64. Singh RP, Dey S, Tripathi SN, Tare V, Holben BN (2004) Variability of aerosol parameters over Kanpur northern India. J Geophys Res 109:D23206. doi:10.1029/2004JD004966
65. Soltani S, Modarres R, Eslamian SS (2007) The use of time series modeling for the determination of rainfall climates of Iran. Int J Climatol 27:819–829
66. Tiwary RK, & Dhar BB (2006) Environmental pollution from coal mining activities in Damodar River Basin, India. Mines Water and the Environment. International Mine Water Association, 2006. www.imwa.info
67. Trivedi R, Chakraborty MK, Tewary BK (2009) Dust dispersion modeling using fugitive dust model at an open cast project of Western Coalfields Limited India. J Sci Ind Res 68:71–78
68. Trivedi R, Chakraborty MK, Sangode AG, Tewary BK (2010a) A study of air pollution load assessment around open cast coal project in India. Int J E-Politics 30(3):198–206
69. Trivedi R, Mondal A, Chakraborty MK, Tewary BK (2010b) A statistical analysis of ambient air quality around opencast coal projects in Wardha Valley coalfields western coal fields limited India. Indian J Environ Protect 30(12):969–977
70. Wheeler AJ, Williams I, Beaumont RA, Manilton RS (2000) Characterisation of particulate matter sampled during a study of children’s personal exposure to air borne particulate matter in a UK urban environment. Environ Monit Assess 65:69–77