Title :
Assessing the impact of driving behavior on instantaneous fuel consumption
Author :
Meseguer, Javier E. ; Calafate, Carlos T. ; Cano, Juan Carlos ; Manzoni, Pietro
Author_Institution :
Dept. of Comput. Eng., Univ. Politec. de Valencia, València, Spain
Abstract :
Despite the recent technological improvements in vehicles and engines, and the introduction of better fuels, road transportation is still responsible for air pollution in urban areas due to the increasing number of circulating vehicles, and their relative travelled distances. We develop a methodology to calculate, in real-time, the consumption and environmental impact of spark ignition and diesel vehicles from a set of variables such as Engine Fuel Rate, Speed, Mass Air Flow, Absolute Load, and Manifold Absolute Pressure, all of them obtained from the vehicle´s Electronic Control Unit (ECU). Our platform is able to assist drivers in correcting their bad driving habits, while offering helpful recommendations to improve fuel economy. In this paper we will demonstrate through data mining, to what extent does the driving style really affect (negatively or positively) the fuel consumption, as well as the increase or reduction of greenhouse gas emissions generated by vehicles.
Keywords :
automobiles; behavioural sciences; energy consumption; fuel economy; pollution control; road vehicles; ECU; air pollution; circulating vehicles; consumption impact; diesel vehicles; drivers assistance; driving behavior; engines; environmental impact; fuel consumption; fuel economy; fuels; greenhouse gas emissions; instantaneous fuel consumption; road transportation; spark ignition; travelled distances; urban areas; vehicle electronic control unit; vehicles; Carbon dioxide; Combustion; Engines; Fuels; Global warming; Neural networks; Vehicles; Android smartphone; CO2; Driving styles; OBD-II; consumption; eco-driving; greenhouse gas emissions; instantaneous fuel consumption; neural networks;
Conference_Titel :
Consumer Communications and Networking Conference (CCNC), 2015 12th Annual IEEE
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4799-6389-8
DOI :
10.1109/CCNC.2015.7158016