A Traffic Simulation Tool for Data Mining Analysis

Name: A Traffic Simulation Tool for Data Mining Analysis
Brand: Editorial Académica Espa?ola
SKU: 9783639865431
Price: 56.13 EUR
Availability: InStock

A traffic simulation model to generate synthetic and realistic traffic datasets for traffic flow forecasting

Autor: Julio Alberto López Gómez, Amparo Vila Miranda, Ricardo García R.

Jazyk:

Väzba: Brožovaná

Vydavateľ: Editorial Académica Espa?ola

Dostupnosť: Skladom u dodávateľa

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56.13 €

Nowadays, despite technological advances, traffic continues to be a major worry, not only for govern...

Informácie o knihe

Autor

Julio Alberto López Gómez, Amparo Vila Miranda, Ricardo García R.

Jazyk

Angličtina

Väzba

Kniha - Brožovaná

Vydalo

2017

Stránok

184

EAN

9783639865431

Enbook ID

15843907

Vydavateľ

Editorial Académica Espa?ola

Hmotnosť

262

Rozmery

150 x 220 x 11

Kompletný popis

Nowadays, despite technological advances, traffic continues to be a major worry, not only for governments and political authorities but also to the citizens who see in their daily life the large traffic impact on their routine. In order to prevent all these consequences, historical data provided by CCTV cameras and other devices which allow currently store traffic data, like mobile phones with accelerometers or cars with intelligent sensors, are analysed using data mining and machine learning techniques in order to detect black points in roads, predict traffic flows, speeds etc. However, these data is very difficult to obtain, due to their cost and their sensibility. For that reason, this work addresses the problematic of obtaining realistic traffic data, which is solved through the building of a traffic simulation tool, which generates traffic data in a realistic way, taking into account traffic dynamics and its uncertainty. Finally, the present work addresses a short-term traffic flow forecasting problem in different traffic networks which is solved through different artificial intelligence techniques, like time series, neural networks and regression.

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A Traffic Simulation Tool for Data Mining Analysis

A traffic simulation model to generate synthetic and realistic traffic datasets for traffic flow forecasting

Informácie o knihe

Kompletný popis

Mohlo by vás zaujímať

Zákazníci, ktorí si kúpili túto knihu, kúpili tiež