Remote Sensing Analysis of Smog-Inducing Aerosol Optical Depth: An Integrated Approach for Air Pollution Mitigation 10.32526/ennrj/22/20240025

Main Article Content

Shazia Pervaiz
Kanwal Javid
Filza Zafar Khan
Sikandar Hayat

Abstract

Aerosol aggravation poses a significant challenge in the administrative Lahore Division of Punjab, Pakistan and contributes greatly to the persistent issue of smog. Since 2017, the division has experienced recurrent episodes of smog pollution, most notably in the months of October and November. In the present study, aerosol optical depth (AOD) has been analyzed alongside three metrological parameters: temperature, humidity and rainfall. These were tracked in October and November of 2018, 2020, and 2022 using remote sensing data and satellite imaging. Additionally, anthropogenic emissions data from automobile exhaust, industries and stubble burning were derived from secondary sources. Ultimately, the study helped piece together the complex environmental picture in Lahore Division in October and November. The results showed that AOD levels not only increased during this time, they were significantly influenced by a full range of metrological variables such as low temperature, high relative humidity, lack of rainfall and emissions from a variety of human activities. It was found that trucks, tractors and buses were among the worst contributors, alongside industry and stubble burning. Therefore, the present study suggests multi sectoral plans to mitigate aerosol levels and combat the smog menace, promoting environmental sustainability in the Lahore Division. A full set of recommendation is included, divided into three categories: industry, transport and agriculture. These are focused on technology, control systems, disposal, incentives, green solutions and more. At all levels, commitment, collaboration, and coordination are absolutely vital.

Article Details

How to Cite
Pervaiz, S., Javid, K. ., Khan, F. Z., & Hayat, S. (2024). Remote Sensing Analysis of Smog-Inducing Aerosol Optical Depth: An Integrated Approach for Air Pollution Mitigation: 10.32526/ennrj/22/20240025. Environment and Natural Resources Journal, 22(5), 408–419. Retrieved from https://ph02.tci-thaijo.org/index.php/ennrj/article/view/252618
Section
Original Research Articles

References

Abbas S, Ali G, Qamer FM, Irteza SM. Associations of air pollution concentrations and energy production dynamics in Pakistan during lockdown. Environmental Science and Pollution Research 2022;29(23):35036-47.

Abdurrahman MI, Chaki S, Saini G. Stubble burning: Effects on health and environment, regulations and management practices. Environmental Advances 2020;2:Article No. 100011.

Ali G, Bao Y, Ullah W, Ullah S, Guan Q, Liu X, et al. Spatiotemporal trends of aerosols over urban regions in Pakistan and their possible links to meteorological parameters. Atmosphere 2020;11(3):Article No. 306.

Ali MA, Bilal M, Wang Y, Qiu Z, Nichol JE, de Leeuw G, et al. Evaluation and comparison of CMIP6 models and MERRA-2 reanalysis AOD against Satellite observations from 2000 to 2014 over China. Geoscience Frontiers 2022a;13(2):Article No. 101325.

Ali M, Siddique I, Abbas S. Characterizing air pollution and its association with emission sources in Lahore: A guide to adaptation action plans to control pollution and smog. Applied Sciences 2022b;12(10):Article No. 5102.

Amjad H, Hamid S, Niaz Y, Ashraf M, Yasir U, Chaudhary A, et al. Efficiency assessment of wastewater treatment plant: A case study of Pattoki, District Kasur, Pakistan. Earth Science Pakistan 2019;3(2):1-4.

Anggraini Z, Santoso M, Sofyan A. Characteristics of fine particulate matter (PM2.5) chemical composition in the North Jakarta Industrial Area. Environment and Natural Resources 2024;22(3):222-31.

Aslam RA, Shrestha S, Usman MN, Khan SN, Ali S, Sharif MS, et al. Integrated SWAT-MODFLOW modeling-based groundwater adaptation policy guidelines for Lahore, Pakistan under projected climate change, and human development scenarios. Atmosphere 2022;13(12):Article No. 2001.

Bao Y, Zhu L, Guan Q, Guan Y, Lu Q, Petropoulos GP, et al. Assessing the impact of Chinese FY-3/MERSI AOD data assimilation on air quality forecasts: Sand dust events in northeast China. Atmospheric Environment 2019;205:78-89.

Bahadur FT, Shah SR, Nidamanuri RR. Applications of remote sensing vis-à-vis machine learning in air quality monitoring and modelling: A review. Environmental Monitoring and Assessment 2023;195(12):Article No. 1502.

Basharat U, Tariq S, Chaudhry MN, Khan M, Agyekum EB, Mbasso WF, et al. Seasonal correlation of aerosols with soil moisture, evapotranspiration, and vegetation over Pakistan using remote sensing. Heliyon 2023;9(10):e20635.

Borhani F, Ehsani AH, Shafiepour Motlagh M, Rashidi Y. Estimate ground-based PM2.5 concentrations with Merra-2 aerosol components in Tehran, Iran: Merra-2 PM2.5 concentrations verification and meteorological dependence. Environment, Development and Sustainability 2024; 26(3):5775-816.

Bureau of Statistics Punjab (BOS). Punjab Development Statistics 2023. Punjab, India: Planning and Development Board Government of the Punjab; 2023.

Chand S, Ahmad M. Appraisal of spatial and temporal behavior in monsoon precipitation series of Punjab-Pakistan using hierarchical Bayesian Models. Environmental Earth Sciences 2020;79(12):Article No. 304.

Chen G, LiY, Zhou Y, Shi C, Guo Y, Liu Y. The comparison of AOD-based and non-AOD prediction models for daily PM2.5 estimation in Guangdong province, China with poor AOD coverage. Environmental Research 2021;195:Article No. 110735.

Chen C, Dubovik O, Schuster GL, Chin M, Henze DK, Lapyonok T, et al. Multi-angular polarimetric remote sensing to pinpoint global aerosol absorption and direct radiative forcing. Nature Communications 2022;13(1):Article No. 7459.

Endale TA, Raba GA, Beketie KT, Feyisa GL. Exploring the trend of aerosol optical depth and its implication on urban air quality using multi-spectral satellite data during the period from 2009 to 2020 over Dire Dawa, Ethiopia. Nature Environment and Pollution Technology 2024;23(1):1-15.

Food and Agriculture Organization (FAO). Remote Sensing for Spatio-Temporal Mapping of Smog in Punjab and Identification of the Underlying Causes using GIS Techniques (R-Smog). Punjab, India: Department of Agriculture Punjab; 2018.

Fowler HJ, Archer DR. Conflicting signals of climatic change in the upper Indus Basin. Journal of Climate 2006;19(17):4276-93.

Gaffney JS, Marley NA. The impacts of combustion emissions on air quality and climate: From coal to biofuels and beyond. Atmospheric Environment 2009;43(1):23-36.

Gately CK, Hutyra LR, Peterson S, Wing IS. Urban emissions hotspots: Quantifying vehicle congestion and air pollution using mobile phone GPS data. Environmental Pollution 2017;229:496-504.

Gilani SR, Hussain M, Baig Y, Mahmood Z, Abbas Z, Batool S. A study of drinking water of industrial area of Sheikhupura with special concern to arsenic, manganese and chromium. Pakistan Journal of Engineering and Applied Sciences 2013;13:118-26.

Goenka R, Thakur J, Taori A, Bothale RV, Chauhan P. The prevailing smog conditions over the Delhi-NCR during the 2022 post monsoon. Advances in Space Research 2024; 73(5):2609-17.

Goheer MA, Hassan SS, Sheikh AS, Malik Y, Uzair M, Satti TN. Assessing smog trends and sources of air pollutants across northeastern districts of Punjab, Pakistan using geospatial techniques. International Journal of Environmental Science and Technology 2024. DOI: https://doi.org/10.1007/s13762-024-05754-x.

Guo L, Gu C, Dong K, Ou S, Zhao X, Wang X, et al. Composition characteristics and potential regions of PM2.5 during winter haze pollution in typical industrial areas, NW-China. Aerosol and Air Quality Research 2024;24(7):Article No. 230290.

Hamid A, Riaz A, Noor F, Mazhar I. Assessment and mapping of total suspended particulate and soil quality around brick kilns and occupational health issues among brick kilns workers in Pakistan. Environmental Science and Pollution Research 2023;30(2):3335-50.

Hassan I. Rapid commercial conversion of agriculture land in Lahore Division, Pakistan. Advancements in Life Sciences 2018;5(4):192-203.

Hassan T, Zhang K, Li J, Singh B, Zhang S, Wang H, et al. Impacts of spatial heterogeneity of anthropogenic aerosol emissions in a regionally refined global aerosol-climate model. Geoscientific Model Development 2024;17(8):3507-32.

Jain N, Bhatia A, Pathak H. Emission of air pollutants from crop residue burning in India. Aerosol Air Quality Research 2014;14:422-30.

Jiang T, Chen B, Chan KKY, Xu B. Himawari-8/AHI and MODIS aerosol optical depths in China: Evaluation and comparison. Remote Sensing 2019;11(9):Article No. 1011.

Jiang X, Wang Y, Wang L, Tao M, Wang J, Zhou M, et al. Characteristics of daytime‐and‐nighttime AOD differences over China: A perspective from CALIOP satellite observations and GEOS‐Chem model simulations. Journal of Geophysical Research: Atmospheres 2024;129(8):e2023JD039158.

Javed K, Muhammad S, Khan Z, Fatima S, Nawaz H, Mahrukh TK, et al. Synecological analysis of weeds of wheat, rice and sugar cane crops of tehsil Muridke, District Sheikhupura (Punjab) Pakistan. Pakistan Journal of Weed Science Research 2023;29(2):107-14.

Kaur S, Lubana PPS, Aggarwal R. Groundwater management for adaptation under changing climate conditions in Indian Punjab. Journal of Water and Climate Change 2013;4(1):38-51.

Kayes I, Shahriar SA, Hasan K, Akhter M, Kabir MM, Salam MA. The relationships between meteorological parameters and air pollutants in an urban environment. Global Journal of Environmental Science and Management 2019;5(3):265-78.

Khalid A, Guerriero E, Cerasa M, Mahmood T, Khalid A, Paris E, et al. Estimation inventories of persistent organic pollutants from rice straw combustion as an agricultural waste. Fire 2023;6(12):Article No. 459.

Khandar C, Kosankar S. A review of vehicular pollution in urban India and its effects on human health. Journal of Advanced Laboratory Research in Biology 2014;5(3):54-61.

Khan R, Kumar KR, Zhao T, Ullah W, de Leeuw G. Interdecadal changes in aerosol optical depth over Pakistan based on the MERRA-2 reanalysis data during 1980-2018. Remote Sensing 2021;13(4):Article No. 822.

Khan HU, Rashid I, Israr J, Zhang G. Geotechnical characterization and statistical evaluation of alluvial soils of Lahore. Arabian Journal of Geosciences 2022;15(9):Article No. 845.

Khan, MN, Tariq S, Ehsan N, Haseeb T. Classification of aerosol types in mega-city of Lahore (Pakistan) using ground-based remote sensing. Air Quality, Atmosphere and Health 2024;7:1361-72.

Kundu N, Hooda RS, Sandeep. Does stubble burning really contribute in Delhi’s air pollution? Evidences from ground, model, and satellite data. Water, Air, and Soil Pollution 2024;235(5):Article No. 320.

Majeed R, Anjum MS, Imad-ud-din M, Malik S, Anwar MN, Anwar B, et al. Solving the mysteries of Lahore smog: The fifth season in the country. Frontiers in Sustainable Cities 2024;5:Article No. 1314426.

Metangley S, Middey A, Kadaverugu R. Modern methods to explore the dynamics between aerosols and convective precipitation: A critical review. Dynamics of Atmospheres and Oceans 2024;106:Article No. 101465.

Muthu M, Gopal J, Kim DH, Sivanesan I. Reviewing the impact of vehicular pollution on road-side plants: Future perspectives. Sustainability 2021;13(9):Article No. 5114.

Nadeem F. Monitoring urbanization and comparison with city master plans using remote sensing and GIS: A case study of Lahore District, Pakistan. International Journal of Advance Remote Sensing GIS 2017;6:2234-45.

Pandian S, Gokhale S, Ghoshal AK. Evaluating effects of traffic and vehicle characteristics on vehicular emissions near traffic intersections. Transportation Research Part D: Transport and Environment 2009;14(3):180-96.

Pang J, Liu Z, Wang X, Bresch J, Ban J, Chen D, et al. Assimilating AOD retrievals from GOCI and VIIRS to forecast surface PM2.5 episodes over Eastern China. Atmospheric Environment 2018;179:288-304.

Paras I, Mohey-ud-din G, Fareed F. Infrastructure development in Punjab, Pakistan: From assessment to spatiotemporal analysis at district level. Journal of Quantitative Methods 2018;2(2): 75-103.

Pervaiz S, Akram MAN, Khan FZ, Javid K, Zahid Y. Brick sector and air quality: An integrated assessment towards 2020 challenge of environment development. Environment and Natural Resources Journal 2021;19(2):153-64.

Pervaiz S, Khan F, Javid K, Altaf A, Aslam F, Tahir M, et al. Development of air quality and brick Kilns during the onset of Covid-19: An analysis. Biological and Clinical Sciences Research Journal 2022;2022(1):1-11.

Pervaiz S, Shirazi SA. Intervention of urban criteria pollutants in air quality: A satellite based analysis of world’s smog-induced City. International Journal of Chemical and Biochemical Sciences 2023;24:1-15.

Pervaiz S, Shirazi SA, Ahamad MI. Greenhouse gas emissions and aerosol distribution in brick kiln zones of Punjab, Pakistan: An appraisal using spatial information technology. Natural and Applied Sciences International Journal 2023;4(1):62-79.

Pierobon F, Sifford C, Velappan H, Ganguly I. Air quality impact of slash pile burns: Simulated geo-spatial impact assessment for Washington State. Science of the Total Environment 2022;818:Article No. 151699.

Raptis IP, Kazadzis S, Amiridis V, Gkikas A, Gerasopoulos E, Mihalopoulos N. A decade of aerosol optical properties measurements over Athens, Greece. Atmosphere 2020; 11(2):Article No. 154.

Rana IA, Bhatti SS. Lahore, Pakistan: Urbanization challenges and opportunities. Cities 2018;72:348-55.

Saeed A, Saeed H, Saleem Z, Fang Y, Babar ZUD. Evaluation of prices, availability and affordability of essential medicines in Lahore Division, Pakistan: A cross-sectional survey using WHO/HAI methodology. PLoS ONE 2019;14(4):e0216122.

Salma S, Rehman S, Shah MA. Rainfall trends in different climate zones of Pakistan. Pakistan Journal of Meteorology 2012; 9(17):37-47.

Sanjay, Swamy HM, Seidu M, Singh SB. Issues of paddy stubble burning in Haryana: Current perspective. Paddy and Water Environment 2021;19:55-69.

Shabbir Y, Guanhua Z, Shah SRA, Ishaq RA. Trans-boundary spatio-temporal analysis of Sentinel 5P tropospheric nitrogen dioxide and total carbon monoxide columns over Punjab and Haryana Regions with COVID-19 lockdown impact. Environmental Monitoring and Assessment 2024; 196(3):Article No. 291.

Shahid MZ, Liao H, Li J, Shahid I, Lodhi A, Mansha M. Seasonal variations of aerosols in Pakistan: Contributions of domestic anthropogenic emissions and transboundary transport. Aerosol Air Quality Research 2015;15(1):1580-600.

Shah SHIA, Jianguo Y, Jahangir Z, Tariq A, Aslam B. Integrated geophysical technique for groundwater salinity delineation, an approach to agriculture sustainability for Nankana Sahib Area, Pakistan. Geomatics, Natural Hazards and Risk 2022;13(1):1043-64.

Sharmilaa G, Ilango T. A review on influence of age of vehicle and vehicle traffic on air pollution dispersion. Materials Today: Proceedings 2022;60:1629-32.

Shen L, Wang H, Cheng M, Ji D, Liu Z, Wang L, et al. Chemical composition, water content and size distribution of aerosols during different development stages of regional haze episodes over the North China Plain. Atmospheric Environment 2021;245:Article No. 118020.

Shrivastava RK, Neeta S, Geeta G. Air pollution due to road transportation in India: A review on assessment and reduction strategies. Journal of Environmental Research and Development 2013;8(1):Article No. 69.

Singh J. Is Agri-residue burning a menace for air quality and public health in Delhi, India? Atmosfera 2024. DOI: https://doi.org/10.20937/ATM.53365.

Sun J, Wang Z, Zhou W, Xie C, Wu C, Chen C, et al. Measurement report: Long-term changes in black carbon and aerosol optical properties from 2012 to 2020 in Beijing, China. Atmospheric Chemistry and Physics 2022;22(1):561-75.

Tang KHD, Yap PS. A systematic review of slash-and-burn agriculture as an obstacle to future-proofing climate change. Proceedings of the 4th International Conference on Climate Change; 2020 Feb; 27-28; Kuala Lumpur, Malaysia; 2020.

Tariq S, Ali M. Analysis of optical and physical properties of aerosols during crop residue burning event of October 2010 over Lahore, Pakistan. Atmospheric Pollution Research 2015;6(6):969-78.

Tariq S, Mehmood S, Nisa A, Ul-Haq Z, Mehmood U. Remote sensing of aerosol properties during intense smog events over Lahore (Pakistan). Kuwait Journal of Science 2021;48(4):1-6.

Waris U, Tariq S. Temporal dynamics and forecasting of aerosol optical depth in megacities Lahore and Karachi: Insights from the Indo-Gangetic Basin and southern Pakistan, and implications for Sustainable development. Atmospheric Pollution Research 2024;15(7):Article No. 102146.

Wang P, Tang Q, Zhu Y, He Y, Yu Q, Liang T, et al. Coupling coordination degree of AOD and air pollutants in Shandong Province from 2015 to 2020. Atmosphere 2023;14(4):Article No. 654.

Yameen Q, Arshad MF, Saqlain M. Normalized difference vegetation index as a tool for wheat crop coefficient and evapotranspiration estimation: A case study of Nankana Sahib District Pakistan. Acta Science Agriculture 2019;3(10):32-9.

Younas M, Rehman MA, Hussain A, Ali L, Waqar MQ. Economic comparison of direct seeded and transplanted rice: Evidences from adaptive research area of Punjab Pakistan. Asian Journal of Agriculture and Biology 2015;4(1):1-7.

Yousefi R, Wang F, Ge Q, Shaheen A, Kaskaoutis DG. Analysis of the winter AOD trends over Iran from 2000 to 2020 and associated meteorological effects. Remote Sensing 2023; 15(4):Article No. 905.

Yu X, Lary DJ, Simmons CS. PM2.5 modeling and historical reconstruction over the continental USA utilizing GOES-16 AOD. Remote Sensing 2021;13(23):Article No. 4788.

Xun L, Lu H, Qian C, Zhang Y, Lyu S, Li X. Analysis of aerosol optical depth from sun photometer at Shouxian, China. Atmosphere 2021;12(9):Article No. 1226.

Zaman NAFK, Kanniah KD, Kaskaoutis DG, Latif MT. Improving the quantification of fine particulates (PM2.5) concentrations in Malaysia using simplified and computationally efficient models. Journal of Cleaner Production 2024;448:Article No. 141559.

Zeb B, Alam K, Khan R, Ditta A, Iqbal R, Elsadek MF, et al. Characteristics and optical properties of atmospheric aerosols based on long-term AERONET investigations in an urban environment of Pakistan. Scientific Reports 2024;14(1): Article No. 8548.

Zhu H, Martin R, van Donkelaar A, Hammer M, Li C, Meng J, et al. Global Spatial variation in the PM2.5 to AOD relationship strongly influenced by aerosol composition. EGUsphere 2024. DOI: https://doi.org/10.5194/egusphere-2024-950.