Literature DB >> 30424629

Assimilation of mobile phone measurements for noise mapping of a neighborhood.

Raphaël Ventura1, Vivien Mallet1, Valérie Issarny1.   

Abstract

Noise maps are a key asset in the elaboration of urban noise mitigation policies. However, simulation-based noise maps are subject to high uncertainties, and the estimation of population exposition to noise pollution generally relies on static averages over an extended period of time. This paper introduces a method to produce hourly noise maps based on temporally averaged simulation maps and mobile phone audio recordings. The data assimilation method produces an analysis noise map which is the so-called best linear unbiased estimator: it merges the simulated map and the measurements based on respective uncertainties so that the analysis map has minimum error variance. The method is illustrated through a neighborhood-wide experiment. A systematic study of the errors associated with both the simulation map and the observations (measurement error, temporal representativeness error, location error) is carried out. Two LA eq , 1 h maps are produced, corresponding, respectively, to a morning and an evening time slot. The analysis maps achieve a reduction of at least 25% of root-mean-square error. The a posteriori error variance of the maps are generally around 50% of the a priori error variance in the vicinity of the observed locations.

Year:  2018        PMID: 30424629     DOI: 10.1121/1.5052173

Source DB:  PubMed          Journal:  J Acoust Soc Am        ISSN: 0001-4966            Impact factor:   1.840


  3 in total

Review 1.  Low-Cost Sensors for Urban Noise Monitoring Networks-A Literature Review.

Authors:  Judicaël Picaut; Arnaud Can; Nicolas Fortin; Jeremy Ardouin; Mathieu Lagrange
Journal:  Sensors (Basel)       Date:  2020-04-16       Impact factor: 3.576

2.  Towards the Interpretation of Sound Measurements from Smartphones Collected with Mobile Crowdsensing in the Healthcare Domain: An Experiment with Android Devices.

Authors:  Robin Kraft; Manfred Reichert; Rüdiger Pryss
Journal:  Sensors (Basel)       Date:  2021-12-28       Impact factor: 3.576

3.  Accuracy of the Dynamic Acoustic Map in a Large City Generated by Fixed Monitoring Units.

Authors:  Roberto Benocci; Chiara Confalonieri; Hector Eduardo Roman; Fabio Angelini; Giovanni Zambon
Journal:  Sensors (Basel)       Date:  2020-01-11       Impact factor: 3.576

  3 in total

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