Smart City Gnosys

Smart city article details

Title	Improving The Awareness Of Sustainable Smart Cities By Analyzing Lifelog Images And Iot Air Pollution Data
ID_Doc	30931
Authors	La T.-V.; Dao M.-S.; Tejima K.; Kiran R.U.; Zettsu K.
Year	2021
Published	Proceedings - 2021 IEEE International Conference on Big Data, Big Data 2021
DOI	http://dx.doi.org/10.1109/BigData52589.2021.9671403
Abstract	Currently, air pollution has become the tremendous problem humankind has ever faced. Countries governments have struggled with conflicting demands from industries benefits and people/natural health. Scientists have investigated to find solutions that can balance these demands. Along with these directions, this research introduces a convenient and economical solution for estimating PM2.5 at the current time and predicting PM2.5 in a short- and medium-term period just by using images captured from personal devices (e.g., smartphones, cameras, lifelog cameras). The proposed method aims to leverage the association between urban nature (e.g., street greenness, street building), urban traffic (e.g., the volume of vehicles), and air pollution (e.g., PM2.5) to discover a set of periodic-frequent patterns and to build the PM2.5 estimation model. The estimated PM2.5, together with a set of patterns, is utilized to predict the PM2.5 in the short-term future. Evaluation running on different datasets collected from India and Vietnam shows the productivity of the proposed method. © 2021 IEEE.
Author Keywords	Air Pollution; Image-2-AQI; Periodic-Frequent Pattern; PM2.5 Estimation and Prediction; Uncertain Temporal Database; Urban Nature

Similar Articles

Id	Similarity	Authors	Title	Published
41912	0.879	Song S.; Li V.O.K.; Lam J.C.K.; Wang Y.	Personalized Ambient Pollution Estimation Based On Stationary-Camera-Taken Images Under Cross-Camera Information Sharing In Smart City	IEEE Internet of Things Journal, 10, 17 (2023)
56579	0.876	Almajed R.; Abualkishik A.Z.; Almazaydeh L.; Ghwanmeh S.	The Role Of Internet Of Things In Smart City Environmental Monitoring: A Pollution Detection System	Journal of Intelligent Systems and Internet of Things, 9, 2 (2023)
19060	0.87	Marini A.; Mariani P.; Proietti M.; Garinei A.; Proietti S.; Sdringola P.; Menculini L.; Marconi M.	Designing Air Quality Monitoring Systems In Smart Cities	Communications in Computer and Information Science, 1612 CCIS (2022)
54779	0.87	Johnston S.J.; Basford P.J.; Bulot F.M.J.; Easton N.H.C.; Foster G.L.; Loxham M.; Apetroiae-Cristea M.; Morris A.K.R.; Cox S.J.	Testing Smart City Environmental Monitoring Technology Using Small Scale Temporary Cities	IEEE 5th World Forum on Internet of Things, WF-IoT 2019 - Conference Proceedings (2019)
839	0.868	Garg K.D.; Gupta M.; Sharma B.; Dhaou I.B.	A Comparison Of Regression Techniques For Prediction Of Air Quality In Smart Cities	1st International Conference in Advanced Innovation on Smart City, ICAISC 2023 - Proceedings (2023)
27055	0.868	Varade H.P.; Bhangale S.C.; Thorat S.R.; Khatkale P.B.; Sharma S.K.; William P.	Framework Of Air Pollution Assessment In Smart Cities Using Iot With Machine Learning Approach	Proceedings of the 2nd International Conference on Applied Artificial Intelligence and Computing, ICAAIC 2023 (2023)
39228	0.865	Kumari S.; Choudhury A.; Karki P.; Simon M.; Chowdhry J.; Nandra A.; Sharma P.; Sengupta A.; Yadav A.; Raju M.P.; Gupta J.; Garg M.C.	Next-Generation Air Quality Management: Unveiling Advanced Techniques For Monitoring And Controlling Pollution	Aerosol Science and Engineering (2025)
42245	0.865	Faydi M.; Zrelli A.; Ezzedine T.	Pm2.5 Prediction Using Deep Learning Models	17th International Conference on INnovations in Intelligent SysTems and Applications, INISTA 2023 - Proceedings (2023)
1739	0.864	Ali A.	A Framework For Air Pollution Monitoring In Smart Cities By Using Iot And Smart Sensors	Informatica (Slovenia), 46, 5 (2022)
36027	0.864	Zareba M.; Cogiel S.; Danek T.; Weglinska E.	Machine Learning Techniques For Spatio-Temporal Air Pollution Prediction To Drive Sustainable Urban Development In The Era Of Energy And Data Transformation	Energies , 17, 11 (2024)