Smart City Gnosys

Smart city article details

Title	The Impact Of Bike-Sharing Ridership On Air Quality: A Scalable Data Science Framework
ID_Doc	55686
Authors	Woodbridge D.; Hua N.; Suarez V.; Reilly R.; Trinh P.; Intrevado P.
Year	2019
Published	Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019
DOI	http://dx.doi.org/10.1109/SmartWorld-UIC-ATC-SCALCOM-IOP-SCI.2019.00341
Abstract	This research explores the relationship between daily air quality indicator (AQI) values and the daily intensity of bike-share ridership in New York City. The authors designed and deployed a distributed data science framework on which to process and run Elastic Net, Random Forest Regression, and Gradient Boosted Regression Trees. Nine gigabytes of CitiBike ridership data, along with one gigabyte of air quality indicator (AQI) data were employed. All machine learning algorithms identified bike-share ridership intensity as either the most important or the second most important feature in predicting future daily AQIs. The authors also empirically demonstrated that although a distributed platform was necessary to ingest and pre-process the raw 10 gigabytes of data, the actual execution time of all three machine learning algorithms on cleaned, joined, and aggregated data was far faster on a local, commodity computer than on its distributed counterpart. © 2019 IEEE.
Author Keywords	Air pollution; Air quality; Distributed computing; Distributed databases; Distributed information systems; Intelligent transportation systems; Machine learning

Similar Articles

Id	Similarity	Authors	Title	Published
23737	0.877	Shahbazi Z.; Shahbazi Z.; Nowaczyk S.	Enhancing Air Quality Forecasting Using Machine Learning Techniques	IEEE Access, 12 (2024)
33156	0.872	Onen S.; Ggaliwango M.; Mugabi S.; Nabende J.	Interpretable Machine Learning For Intelligent Transportation In Bike-Sharing	2023 2nd International Conference on Smart Technologies and Systems for Next Generation Computing, ICSTSN 2023 (2023)
2546	0.867	Armijos J.C.; Avagyan G.; Leung C.K.; Tabuzo J.J.; Teodocio A.F.	A Metaverse Platform For Air Pollution Analysis In Supporting Smart And Sustainable City Development	2024 IEEE 11th International Conference on Data Science and Advanced Analytics, DSAA 2024 (2024)
839	0.865	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)
15001	0.863	Sharma G.; Khurana S.; Saina N.; Shivansh; Gupta G.	Comparative Analysis Of Machine Learning Techniques In Air Quality Index (Aqi) Prediction In Smart Cities	International Journal of System Assurance Engineering and Management, 15, 7 (2024)
49106	0.862	Shanmugapriya C.; Kothai E.	Smart Air Quality Monitoring And Prediction System With Data-Driven Insights	Proceedings of IEEE International Conference on Signal Processing,Computing and Control (2025)
15028	0.861	Al-Eidi S.; Amsaad F.; Darwish O.; Tashtoush Y.; Alqahtani A.; Niveshitha N.	Comparative Analysis Study For Air Quality Prediction In Smart Cities Using Regression Techniques	IEEE Access, 11 (2023)
31767	0.86	Le D.-D.; Tran A.-K.; Dao M.-S.; Nguyen-Ly K.-C.; Le H.-S.; Nguyen-Thi X.-D.; Pham T.-Q.; Nguyen V.-L.; Nguyen-Thi B.-Y.	Insights Into Multi-Model Federated Learning: An Advanced Approach For Air Quality Index Forecasting	Algorithms, 15, 11 (2022)
26705	0.859	Avignone A.; Napolitano D.; Cagliero L.; Chiusano S.	Flowcasting: A Dynamic Machine Learning Based Dashboard For Bike-Sharing System Management	18th IEEE International Conference on Application of Information and Communication Technologies, AICT 2024 (2024)
35078	0.858	Alabi O.O.; Ajagbe S.A.; Kuti O.; Afe O.F.; Ajiboye G.O.; Adigun M.O.	Leveraging Environmental Data For Intelligent Traffic Forecasting In Smart Cities	Communications in Computer and Information Science, 2159 CCIS (2024)