A Big Data Framework for Urban Noise Analysis and Management in Smart Cities
Environmental pollution monitoring is a major concern in the development of smart cities. Nowadays, urban noise is one of the most relevant pollutants, so many networks of acoustic sensors have been deployed to measure sound pressure levels at various locations. These acoustic sensors collect huge amounts of data, which can be helpful to manage noise events in urban planning. In this paper, a big data framework is proposed to properly analyse the considerably large amounts of noise monitoring data and obtain useful information for urban planning. A map and reduce approach is proposed to process the massive data captured from acoustic sensor networks, mobile phones and open data platforms. Using the map and reduce model, several statistical environmental acoustic parameters, including both temporal and spatial indices, can be calculated. As an example application, two algorithms are implemented to evaluate both day-evening-night equivalent levels (Lden) and percentile levels (L n ). An experimental case with data obtained from the Dublin open data platform shows the benefits of this framework for urban noise analysis and management.
No Reference information available - sign in for access.
No Citation information available - sign in for access.
No Supplementary Data.
No Article Media
Document Type: Research Article
Publication date: July 1, 2017
More about this publication?
- Acta Acustica united with Acustica, published together with the European Acoustics Association (EAA), is an international, peer-reviewed journal on acoustics. It publishes original articles on all subjects in the field of acoustics, such as general linear acoustics, nonlinear acoustics, macrosonics, flow acoustics, atmospheric sound, underwater sound, ultrasonics, physical acoustics, structural acoustics, noise control, active control, environmental noise, building acoustics, room acoustics, acoustic materials, acoustic signal processing, computational and numerical acoustics, hearing, audiology and psychoacoustics, speech, musical acoustics, electroacoustics, auditory quality of systems. It reports on original scientific research in acoustics and on engineering applications. The journal considers scientific papers, technical and applied papers, book reviews, short communications, doctoral thesis abstracts, etc. In irregular intervals also special issues and review articles are published.
- Editorial Board
- Information for Authors
- Submit a Paper
- Subscribe to this Title
- Information for Advertisers
- Online User License
- Ingenta Connect is not responsible for the content or availability of external websites