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: 237.93 PLN
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.

Język:

Oprawa: Miękka

Wydawca: Editorial Académica Espa?ola

Dostępność: Dostępna u dostawcy

Wysyłamy za 5-8 dni

237.93 zł

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

Informacje o książce

Autor

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

Język

Angielski

Oprawa

Książka - Miękka

Data wydania

2017

strony

184

EAN

9783639865431

Enbook ID

15843907

Wydawca

Editorial Académica Espa?ola

Waga

262

Wymiary

150 x 220 x 11

Pełny opis

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

Informacje o książce

Pełny opis

Możesz być zainteresowany

Klienci, którzy kupili tę książkę, kupili również