Pregled bibliografske jedinice broj: 639017
Estimation of Travel Times on Signalized Arterials
Estimation of Travel Times on Signalized Arterials // Journal of civil engineering and architecture, 7 (2013), 9; 34-43 (podatak o recenziji nije dostupan, članak, znanstveni)
CROSBI ID: 639017 Za ispravke kontaktirajte CROSBI podršku putem web obrasca
Naslov
Estimation of Travel Times on Signalized Arterials
Autori
Ćavar, Ivana ; Kavran, Zvonko ; Bosnjak, Rino
Izvornik
Journal of civil engineering and architecture (1934-7359) 7
(2013), 9;
34-43
Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni
Ključne riječi
intelligent transportation systems; travel time estimation; signalised arterial roads; exponentially weighted moving average; k-nearest neighbours
Sažetak
This paper describes procedure for estimation of travel time on signalized arterial roads based on multiple data sources with application of dimensionality reduction. Travel time estimation approach incorporates forecast of transportation nodes impendence and travel time on network links. Forecasting period is two hours and the estimation is based on historical data and real time data on traffic conditions. Travel time estimation combines multivariate regression, principal component analysis, KNN (k-nearest neighbours), cross validation and EWMA (exponentially weighted moving average) methods. When comparing estimation methodologies, relevantly better results were achieved by KNN method than with EWMA method. This is true for every time interval considered except for evening time interval when signalized arterial roads were uncongested.
Izvorni jezik
Engleski
Znanstvena područja
Tehnologija prometa i transport
POVEZANOST RADA
Projekti:
135-1352586-2591 - Definiranje intermodalnih transportnih koridora višekriterijskim odlučivanjem (Kavran, Zvonko, MZOS ) ( CroRIS)
Ustanove:
Fakultet prometnih znanosti, Zagreb