Analysis and forecasting of air quality index based on satellite data

References

• An J, Huang M, Wang Z, Zhang X, Ueda H, Cheng X. 2001. Numerical regional air quality forecast tests over the mainland of china. Dordrecht: Springer.
   Google Scholar
• Bai Y, Zhou Y, Alatalo JM, Hughes AC. 2020. Changes in air quality during the first-level response to the COVID-19 pandemic in Shanghai Municipality, China. Sustainability. 12(21):8887.
   Web of Science ®Google Scholar
• Berger M, Moreno J, Johannessen JA, Levelt PF, Hanssen RF. 2012. ESA’s sentinel missions in support of earth system science. Remote Sens Environ. 120:84–90.
   Web of Science ®Google Scholar
• Biswal A, Singh T, Singh V, Ravindra K, Mor S. 2020. COVID-19 lockdown and its impact on tropospheric NO2 concentrations over India using satellite-based data. Heliyon. 6(9):e04764.
   PubMed Web of Science ®Google Scholar
• Burns J, Hoffmann S, Kurz C, Laxy M, Polus S, Rehfuess E. 2021. Covid-19 mitigation measures and nitrogen dioxide–a quasi-experimental study of air quality in Munich, Germany. Atmos Environ (1994). 246:118089.
   PubMed Web of Science ®Google Scholar
• Cheng W-L, Chen Y-S, Zhang J, Lyons T, Pai J-L, Chang S-H. 2007. Comparison of the revised air quality index with the PSI and AQI indices. Sci Total Environ. 382(2-3):191–198.
   PubMed Web of Science ®Google Scholar
• Dinoi A, Feltracco M, Chirizzi D, Trabucco S, Conte M, Gregoris E, Barbaro E, La Bella G, Ciccarese G, Belosi F, et al. 2022. A review on measurements of SARS-CoV-2 genetic material in air in outdoor and indoor environments: implication for airborne transmission. Sci Total Environ. 809:151137.
   PubMed Web of Science ®Google Scholar
• Du X, Zhang H, Van Nguyen H, Han Z. 2017. Stacked LSTM deep learning model for traffic prediction in vehicle-to-vehicle communication. In: 2017 IEEE 86th vehicular technology conference (VTC-fall), Toronto, ON, Canada. Canada: IEEE. p. 1–5.
   Google Scholar
• Esen H, Inalli M, Sengur A, Esen M. 2008. Performance prediction of a ground-coupled heat pump system using artificial neural networks. Expert Syst Appl. 35(4):1940–1948.
   Web of Science ®Google Scholar
• Forouzanfar MH, Afshin A, Alexander LT, Anderson HR, Bhutta ZA, Biryukov S, Brauer M, Burnett R, Cercy K, Charlson FJ, et al. 2016. Global, regional, and national comparative risk assessment of 79 behavioural, environmental and occupational, and metabolic risks or clusters of risks, 1990–2015: a systematic analysis for the Global Burden of Disease Study 2015. Lancet. 388(10053):1659–1724.
   PubMed Web of Science ®Google Scholar
• Gama C, Relvas H, Lopes M, Monteiro A. 2021. The impact of COVID-19 on air quality levels in Portugal: a way to assess traffic contribution. Environ Res. 193:110515.
   PubMed Web of Science ®Google Scholar
• Guanter L, Aben I, Tol P, Krijger JM, Hollstein A, Köhler P, Damm A, Joiner J, Frankenberg C, Landgraf J. 2015. Potential of the TROPOspheric Monitoring Instrument (TROPOMI) onboard the sentinel-5 precursor for the monitoring of terrestrial chlorophyll fluorescence. Atmos Meas Tech. 8(3):1337–1352.
   Web of Science ®Google Scholar
• Hamilton C. 2021. Air pollution consists of chemicals or particles in the air that can harm the health of humans, animals, and plants. it also damages buildings (Tech. Rep.); [accessed 2021 Nov 15]. https://www.nationalgeographic.org/encyclopedia/air-pollution.
   Google Scholar
• Hernández-Paniagua IY, Valdez SI, Almanza V, Rivera-Cárdenas C, Grutter M, Stremme W, García-Reynoso A, Ruiz-Suárez LG. 2021. Impact of the COVID-19 lockdown on air quality and resulting public health benefits in the Mexico City metropolitan area. Front Public Health. 9:642630.
   PubMed Web of Science ®Google Scholar
• Horrigan L, Lawrence RS, Walker P. 2002. How sustainable agriculture can address the environmental and human health harms of industrial agriculture. Environ Health Perspect. 110(5):445–456.
   PubMed Web of Science ®Google Scholar
• Jain CD, Madhavan B, Singh V, Prasad P, Krishnaveni AS, Kiran VR, Ratnam MV. 2021. Phase-wise analysis of the COVID-19 lockdown impact on aerosol, radiation and trace gases and associated chemistry in a tropical rural environment. Environ Res. 194:110665.
   PubMed Web of Science ®Google Scholar
• Jiang Y, Wu X-J, Guan Y-J. 2020. Effect of ambient air pollutants and meteorological variables on COVID-19 incidence. Infect Control Hosp Epidemiol. 41(9):1011–1015.
   PubMed Web of Science ®Google Scholar
• Jiao K, Xu M, Liu M. 2018. Health status and air pollution related socioeconomic concerns in urban China. Int J Equity Health. 17(1):18–11.
   PubMedGoogle Scholar
• Krzyzanowski M, Vandenberg J, Stieb D. 2005. Perspectives on air quality policy issues in Europe and North America. J Toxicol Environ Health A. 68(13-14):1057–1061.
   PubMed Web of Science ®Google Scholar
• Kumar P, Hama S, Omidvarborna H, Sharma A, Sahani J, Abhijith KV, Debele SE, Zavala-Reyes JC, Barwise Y, Tiwari A. 2020. Temporary reduction in fine particulate matter due to ‘anthropogenic emissions switch-off’ during COVID-19 lockdown in Indian cities. Sustain Cities Soc. 62:102382.
   PubMed Web of Science ®Google Scholar
• Kutralam-Muniasamy G, Pérez-Guevara F, Roy PD, Elizalde-Martínez I, Shruti V. 2021. Impacts of the COVID-19 lockdown on air quality and its association with human mortality trends in megapolis Mexico City. Air Qual Atmos Health. 14(4):553–562.
   PubMed Web of Science ®Google Scholar
• Lal P, Kumar A, Bharti S, Saikia P, Adhikari D, Khan M. 2021. Lockdown to contain the COVID-19 pandemic: an opportunity to create a less polluted environment in India. Aerosol Air Qual Res. 21(3):200229.
   Web of Science ®Google Scholar
• Larkin A, Hystad P. 2017. Towards personal exposures: how technology is changing air pollution and health research. Curr Environ Health Rep. 4(4):463–471.
   PubMedGoogle Scholar
• Li X, Peng L, Yao X, Cui S, Hu Y, You C, Chi T. 2017. Long short-term memory neural network for air pollutant concentration predictions: method development and evaluation. Environ Pollut. 231(Pt 1):997–1004.
   PubMedGoogle Scholar
• Liang C-K, West JJ, Silva RA, Bian H, Chin M, Davila Y, Dentener FJ, Emmons L, Flemming J, Folberth G, et al. 2018. Htap2 multi-model estimates of premature human mortality due to intercontinental transport of air pollution and emission sectors. Atmos Chem Phys. 18(14):10497–10520.
   PubMed Web of Science ®Google Scholar
• Lippmann M, Ito K, Nadas A, Burnett R. T. 2000. Association of particulate matter components with daily mortality and morbidity in urban populations. Res Rep (Health Effects Inst). (95):5–72
   PubMedGoogle Scholar
• Muhammad Adnan R, Chen Z, Yuan X, Kisi O, El-Shafie A, Kuriqi A, Ikram M. 2020. Reference evapotranspiration modeling using new heuristic methods. Entropy. 22(5):547.
   PubMed Web of Science ®Google Scholar
• Naqvi HR, Datta M, Mutreja G, Siddiqui MA, Naqvi DF, Naqvi AR. 2021. Improved air quality and associated mortalities in India under COVID-19 lockdown. Environ Pollut. 268(Pt A):115691.
   PubMedGoogle Scholar
• Pak U, Kim C, Ryu U, Sok K, Pak S. 2018. A hybrid model based on convolutional neural networks and long short-term memory for ozone concentration prediction. Air Qual Atmos Health. 11(8):883–895.
   Web of Science ®Google Scholar
• Patil D, Thanuja T, Melinamath B. 2019. Air pollution monitoring system using wireless sensor network (WSN). Singapore: Springer.
   Google Scholar
• Plaia A, Ruggieri M. 2011. Air quality indices: a review. Rev Environ Sci Biotechnol. 10(2):165–179.
   Web of Science ®Google Scholar
• Radisic S, Newbold KB, Eyles J, Williams A. 2016. Factors influencing health behaviours in response to the air quality health index: a cross-sectional study in Hamilton. Environ Health Rev. 59(1):17–29.
   Google Scholar
• Rajak R, Chattopadhyay A. 2020. Short and long term exposure to ambient air pollution and impact on health in India: a systematic review. Int J Environ Health Res. 30(6):593–617.
   PubMed Web of Science ®Google Scholar
• Rathor S, Agrawal S. 2021. A robust model for domain recognition of acoustic communication using bidirectional LSTM and deep neural network. Neural Comput Appl. 33(17):11223–11232.
   Web of Science ®Google Scholar
• Sahoo PK, Chauhan AK, Mangla S, Pathak AK, Garg V. 2021. COVID-19 pandemic: an outlook on its impact on air quality and its association with environmental variables in major cities of Punjab and Chandigarh, India. Environ Forensics. 22(1-2):143–154.
   Web of Science ®Google Scholar
• Sannigrahi S, Kumar P, Molter A, Zhang Q, Basu B, Basu AS, Pilla F. 2021. Examining the status of improved air quality in world cities due to COVID-19 led temporary reduction in anthropogenic emissions. Environ Res. 196:110927.
   PubMed Web of Science ®Google Scholar
• Sanyal S, Rochereau T, Maesano CN, Com-Ruelle L, Annesi-Maesano I. 2018. Long-term effect of outdoor air pollution on mortality and morbidity: a 12-year follow-up study for metropolitan France. IJERPH. 15(11):2487.
   Google Scholar
• Shehzad K, Sarfraz M, Shah SGM. 2020. The impact of COVID-19 as a necessary evil on air pollution in India during the lockdown. Environ Pollut. 266(Pt 1):115080.
   PubMedGoogle Scholar
• Shooter D, Brimblecombe P. 2009. Air quality indexing. IJEP. 36(1/2/3):305–323.
   Web of Science ®Google Scholar
• Singh T, Sharma N, Rajput V, Mishra S, Kumar M. 2022. Air quality analysis during COVID-19 utilizing satellite data. In: 2022 2nd International Conference on Intelligent Technologies (CONIT). India: IEEE. p. 1–8.
   Google Scholar
• Sowlat MH, Gharibi H, Yunesian M, Mahmoudi MT, Lotfi S. 2011. A novel, fuzzy-based air quality index (FAQI) for air quality assessment. Atmos Environ. 45(12):2050–2059.
   Web of Science ®Google Scholar
• Srivastava S, Kumar A, Bauddh K, Gautam AS, Kumar S. 2020. 21-Day lockdown in India dramatically reduced air pollution indices in Lucknow and New Delhi, India. Bull Environ Contam Toxicol. 105(1):9–17.
   PubMed Web of Science ®Google Scholar
• Tao Q, Liu F, Li Y, Sidorov D. 2019. Air pollution forecasting using a deep learning model based on 1D convnets and bidirectional GRU. IEEE Access. 7:76690–76698.
   Web of Science ®Google Scholar
• Tian X, Cui K, Sheu H-L, Hsieh Y-K, Yu F. 2021. Effects of rain and snow on the air quality index, PM2. 5 levels, and dry deposition flux of PCDD/FS. Aerosol Air Qual Res. 21(8):210158.
   Web of Science ®Google Scholar
• Veefkind JP, Aben I, McMullan K, Förster H, de Vries J, Otter G, Claas J, Eskes HJ, de Haan JF, Kleipool Q, et al. 2012. TROPOMI on the ESA Sentinel-5 Precursor: a GMES mission for global observations of the atmospheric composition for climate, air quality and ozone layer applications. Remote Sens Environ. 120:70–83.
   Web of Science ®Google Scholar
• Viteri G, de Mera YD, Rodríguez A, Rodríguez D, Tajuelo M, Escalona A, Aranda A. 2021. Impact of SARS-CoV-2 lockdown and de-escalation on air-quality parameters. Chemosphere. 265:129027.
   PubMed Web of Science ®Google Scholar
• Wang M, Liu F, Zheng M. 2021. Air quality improvement from COVID-19 lockdown: evidence from china. Air Qual Atmos Health. 14(4):591–604.
   PubMed Web of Science ®Google Scholar
• Wang P, Liu Y, Qin Z, Zhang G. 2015. A novel hybrid forecasting model for PM10 and SO2 daily concentrations. Sci Total Environ. 505:1202–1212.
   PubMed Web of Science ®Google Scholar
• Weisstein EW. 2003. Beta distribution. https://mathworld.wolfram.com/.
   Google Scholar
• [WHO] World Health Organization. 2021. Around 3 billion people cook and heat their homes using polluting fuels (Tech. Rep.); [accessed 2021 Nov 17]. https://www.who.int/teams/environment-climate-change-and-health/air-quality-and-health/health-impacts/types-of-pollutants.
   Google Scholar
• Wong C-M, Vichit-Vadakan N, Kan H, Qian Z. 2008. Public Health and Air Pollution in Asia (PAPA): a multicity study of short-term effects of air pollution on mortality. Environ Health Perspect. 116(9):1195–1202.
   PubMed Web of Science ®Google Scholar
• Worldometer. 2022. Daily new cases in India (Tech. Rep.); [accessed 2022 Apr 7]. https://www.worldometers.info/coronavirus/country/India/.
   Google Scholar
• Wu Q, Lin H. 2019. A novel optimal-hybrid model for daily air quality index prediction considering air pollutant factors. Sci Total Environ. 683:808–821.
   PubMed Web of Science ®Google Scholar
• Wu Y, Yuan M, Dong S, Lin L, Liu Y. 2018. Remaining useful life estimation of engineered systems using vanilla LSTM neural networks. Neurocomputing. 275:167–179.
   Web of Science ®Google Scholar
• Zavala J, Krug JD, Warren SH, Krantz QT, King C, McKee J, Gavett SH, Lewandowski M, Lonneman WA, Kleindienst TE, et al. 2018. Evaluation of an air quality health index for predicting the mutagenicity of simulated atmospheres. Environ Sci Technol. 52(5):3045–3053.
   PubMed Web of Science ®Google Scholar
• Zhang Z. 2016. Multiple imputation with multivariate imputation by chained equation (mice) package. Ann Transl Med. 4(2):1–5.
   Web of Science ®Google Scholar