4.5 Article

Assimilation of mobile phone measurements for noise mapping of a neighborhood

期刊

JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA
卷 144, 期 3, 页码 1279-1292

出版社

ACOUSTICAL SOC AMER AMER INST PHYSICS
DOI: 10.1121/1.5052173

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  1. European Institute of Innovation and Technology (EIT)
  2. CityLab INRIA project lab

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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,1h) 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. (C) 2018 Acoustical Society of America.

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