Big Data AI System for Air Quality Prediction

Roba Zayed; Maysam Abbod

Big Data AI System for Air Quality Prediction

Öz

Air Quality has been a research field for many investigators from varied disciplines in respect to global heating, climate change, health effect theories and others. Predicting air quality status is becoming more complex with time due to different air gases and other components. This paper aims at presenting machine learning models and techniques to predict air quality levels in cities providing accuracy measures to support data driven decision making in various sectors aligned with sustainable development, economic growth and social values. The research supports air quality policies formulation with a forward looking to eliminate global related consequences, save the world from the dangerous earth pollution and to close the gap in air quality index standardization with emphasis on cities sustainable development.

Anahtar Kelimeler

Big Data, AI, Air Quality, Prediction

Kaynakça

Rybarczyk, Y. and Zalakeviciute, R. (2018) ‘Machine learning Approaches for outdoor air quality modelling: A systematic review’, Applied Sciences. MDPI AG, 8(12), p. 2570. doi: 10.3390/app8122570.
Alkasassbeh, M et al. (2013) ‘Prediction of PM10 and TSP Air Pollution Parameters Using Artificial Neural Network Autoregressive, External Input Models: A Case Study in Salt, Jordan’, Middle-East Journal of Scientific Research, 14(7), pp. 999–1009. doi: 10.5829/idosi.mejsr.2013.14.7.2171.
Zhang, J., & Ding, W. (2017). Prediction of Air Pollutants Concentration Based on an Extreme Learning Machine: The Case of Hong Kong. International Journal of Environmental Research and Public Health, 14(2), 114. https://doi.org/10.3390/ijerph14020114
Rao, P. (2014) A survey on Air Quality forecasting Techniques. Available at: www.ijcsit.com (Accessed: 1 February 2020).
Gao, J. (2018) ‘Air Quality Prediction: Big Data and Machine Learning Approaches’. doi: 10.18178/ijesd.2018.9.1.1066.
Chapman, L. (2007). Transport and climate change: a review. Journal of Transport Geography, 15(5), 354–367. https://doi.org/10.1016/j.jtrangeo.2006.11.008
Grivas, G. and Chaloulakou, A. (2006) ‘Artificial neural network models for prediction of PM10 hourly concentrations, in the Greater Area of Athens, Greece’, Atmospheric Environment. Pergamon, 40(7), pp. 1216–1229. doi: 10.1016/j.atmosenv.2005.10.036.
Zheng, Y., Yi, X., Li, M., Li, R., Shan, Z., Chang, E., & Li, T. (2015). Forecasting Fine-Grained Air Quality Based on Big Data. https://doi.org/10.1145/2783258.2788573
dos.gov.jo (Accessing date: 21 July 2021)
https://www.londonair.org.uk/LondonAir/Default.aspx

Ayrıntılar

Birincil Dil

İngilizce

Konular

Makine Öğrenmesi Algoritmaları

Bölüm

Görüntü Sunumu

Yazarlar

Roba Zayed Bu kişi benim
United Kingdom

Maysam Abbod Bu kişi benim
United Kingdom

Yayımlanma Tarihi

21 Aralık 2021

Gönderilme Tarihi

21 Temmuz 2021

Kabul Tarihi

1 Aralık 2021

Yayımlandığı Sayı

Yıl 2021 Cilt: 4 Sayı: 2

IZ

https://izlik.org/JA75BE98YX

APA

Zayed, R., & Abbod, M. (2021). Big Data AI System for Air Quality Prediction. Data Science and Applications, 4(2), 5-10. https://izlik.org/JA75BE98YX

AMA

1.Zayed R, Abbod M. Big Data AI System for Air Quality Prediction. DataSCI. 2021;4(2):5-10. https://izlik.org/JA75BE98YX

Chicago

Zayed, Roba, ve Maysam Abbod. 2021. “Big Data AI System for Air Quality Prediction”. Data Science and Applications 4 (2): 5-10. https://izlik.org/JA75BE98YX.

EndNote

Zayed R, Abbod M (01 Aralık 2021) Big Data AI System for Air Quality Prediction. Data Science and Applications 4 2 5–10.

IEEE

[1]R. Zayed ve M. Abbod, “Big Data AI System for Air Quality Prediction”, DataSCI, c. 4, sy 2, ss. 5–10, Ara. 2021, [çevrimiçi]. Erişim adresi: https://izlik.org/JA75BE98YX

ISNAD

Zayed, Roba - Abbod, Maysam. “Big Data AI System for Air Quality Prediction”. Data Science and Applications 4/2 (01 Aralık 2021): 5-10. https://izlik.org/JA75BE98YX.

JAMA

1.Zayed R, Abbod M. Big Data AI System for Air Quality Prediction. DataSCI. 2021;4:5–10.

MLA

Zayed, Roba, ve Maysam Abbod. “Big Data AI System for Air Quality Prediction”. Data Science and Applications, c. 4, sy 2, Aralık 2021, ss. 5-10, https://izlik.org/JA75BE98YX.

Vancouver

1.Roba Zayed, Maysam Abbod. Big Data AI System for Air Quality Prediction. DataSCI [Internet]. 01 Aralık 2021;4(2):5-10. Erişim adresi: https://izlik.org/JA75BE98YX