Neural based contingent valuation of road traffic noise

被引:13
|
作者
Bravo-Moncayo, Luis [1 ,3 ]
Lucio Naranjo, Jose [2 ]
Pavon Garcia, Ignacio [3 ]
Mosquera, Roberto [4 ]
机构
[1] Amer Univ, Fac Ingn & Ciencias Agr, Av Granados E12-41 & Colimes, Quito, Ecuador
[2] Escuela Politec Nacl, Fac Ingn Sistemas, Ladron de Guevara E11-253, Quito, Ecuador
[3] Univ Politecn Madrid, ESTI Ind I2A2, C Jose Gutierrez Abascal 2, E-28006 Madrid, Spain
[4] Texas A&M Univ, Dept Econ, College Stn, TX 77843 USA
关键词
Artificial neural network; Contingent valuation; Road traffic noise; STATISTICAL-METHODS; AIRCRAFT NOISE; NETWORK; QUALITY; SOUNDSCAPE; POLLUTION; COSTS; LEVEL; PAY;
D O I
10.1016/j.trd.2016.10.020
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this paper, we present a new approach to value the willingness to pay to reduce road noise annoyance using an artificial neural network ensemble. The model predicts, with precision and accuracy, a range for willingness to pay from subjective assessments of noise, a modelled noise exposure level, and both demographic and socio-economic conditions. The results were compared to an ordered probit econometric model in terms of the performance mean relative error and obtained 85.7% better accuracy. The results of this study show that the applied methodology allows the model to reach an adequate generalisation level, and can be applicable as a tool for determining the cost of transportation noise in order to obtain financial resources for action plans. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:26 / 39
页数:14
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