{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/real-time-air-pollution-prediction-model","title":"Real-time Air Pollution prediction model based on Spatiotemporal Big data","arxiv_id":"1805.00432","date":"2018-04-05","proceeding":null,"authors":["V. Duc Le","Sang Kyun Cha"],"abstract":"Air pollution is one of the most concerns for urban areas. Many countries\nhave constructed monitoring stations to hourly collect pollution values.\nRecently, there is a research in Daegu city, Korea for real-time air quality\nmonitoring via sensors installed on taxis running across the whole city. The\ncollected data is huge (1-second interval) and in both Spatial and Temporal\nformat. In this paper, based on this spatiotemporal Big data, we propose a\nreal-time air pollution prediction model based on Convolutional Neural Network\n(CNN) algorithm for image-like Spatial distribution of air pollution. Regarding\nto Temporal information in the data, we introduce a combination of a Long\nShort-Term Memory (LSTM) unit for time series data and a Neural Network model\nfor other air pollution impact factors such as weather conditions to build a\nhybrid prediction model. This model is simple in architecture but still brings\ngood prediction ability.","url_abs":"http://arxiv.org/abs/1805.00432v3","url_pdf":"http://arxiv.org/pdf/1805.00432v3.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"real-time-air-pollution-prediction-model","repo_url":"https://github.com/vanduc103/air_analysis_v1","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"tf","reach":null}],"tasks":[{"task_slug":"air-pollution-prediction","task_name":"Air Pollution Prediction"},{"task_slug":"prediction","task_name":"Prediction"},{"task_slug":"time-series-1","task_name":"Time Series"},{"task_slug":"time-series","task_name":"Time Series Analysis"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}