Fuel consumption models applied to automobiles using real-time data: A comparison of statistical models

AG Çapraz, P Özel, M Şevkli, ÖF Beyca - Procedia Computer Science, 2016 - Elsevier
Even though the number and variety of fuel consumption models projected in the literature
are common, studies on their validation using real-life data is not only limited but also does …

Vehicle fuel consumption prediction method based on driving behavior data collected from smartphones

Y Yao, X Zhao, C Liu, J Rong, Y Zhang… - Journal of Advanced …, 2020 - Wiley Online Library
Transportation is an important factor that affects energy consumption, and driving behavior is
one of the main factors affecting vehicle fuel consumption. The purpose of this paper is to …

A review of the data-driven prediction method of vehicle fuel consumption

D Zhao, H Li, J Hou, P Gong, Y Zhong, W He, Z Fu - Energies, 2023 - mdpi.com
Accurately and efficiently predicting the fuel consumption of vehicles is the key to improving
their fuel economy. This paper provides a comprehensive review of data-driven fuel …

Fast computing and approximate fuel consumption modeling for Internal Combustion Engine passenger cars

O Orfila, CF Salgueiredo, G Saint Pierre, H Sun… - … Research Part D …, 2017 - Elsevier
This article presents a fuel consumption model, SEFUM (Semi Empirical Fuel Use
Modeling), and its comparison with three models from the literature on a 600 km …

Fuel consumption prediction of fleet vehicles using machine learning: A comparative study

S Wickramanayake… - 2016 moratuwa …, 2016 - ieeexplore.ieee.org
Ability to model and predict the fuel consumption is vital in enhancing fuel economy of
vehicles and preventing fraudulent activities in fleet management. Fuel consumption of a …

A simulation model of the real-world fuel and energy consumption of light-duty vehicles

N Zacharof, S Doulgeris, A Zafeiriadis… - Frontiers in Future …, 2024 - frontiersin.org
The European Union has intensified efforts to reduce CO2 emissions from the transport
sector, with the target of reducing tailpipe CO2 emissions from light-duty vehicle new …

Vehicular fuel consumption estimation using real-world measures through cascaded machine learning modeling

E Moradi, L Miranda-Moreno - … Research Part D: Transport and Environment, 2020 - Elsevier
Many of the existing studies on vehicular fuel consumption estimation are criticized in
aspects such as ignoring real-world training data, low diversity of test fleet, impracticality of …

High-precision transient fuel consumption model based on support vector regression

X Liu, H Jin - Fuel, 2023 - Elsevier
Due to the increasingly severe environmental issues caused by transportation, energy
conservation and emission reduction have become one of the most important research …

Trip based modeling of fuel consumption in modern heavy-duty vehicles using artificial intelligence

S Katreddi, A Thiruvengadam - Energies, 2021 - mdpi.com
Heavy-duty trucks contribute approximately 20% of fuel consumption in the United States of
America (USA). The fuel economy of heavy-duty vehicles (HDV) is affected by several real …

A machine learning model for average fuel consumption in heavy vehicles

A Schoen, A Byerly, B Hendrix… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
This paper advocates a data summarization approach based on distance rather than the
traditional time period when developing individualized machine learning models for fuel …