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Predicting vehicle fuel consumption patterns using floating vehicle data
Journal of Environmental Sciences, 2017The status of energy consumption and air pollution in China is serious. It is important to analyze and predict the different fuel consumption of various types of vehicles under different influence factors. In order to fully describe the relationship between fuel consumption and the impact factors, massive amounts of floating vehicle data were used. The
Yiman, Du +3 more
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On Learning Fuel Consumption Prediction in Vehicle Clusters
2018 IEEE 42nd Annual Computer Software and Applications Conference (COMPSAC), 2018Identifying granular patterns of differentiation and learning predictors of product performance are key drivers to capitalize on competitive market segments. In this paper, we propose an approach to identify granular product patterns by using Hierarchical Clustering, and to learn predictors of product performance from historical data by using Genetic ...
Victor Parque, Tomoyuki Miyashita
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Minimizing HEV fuel consumption using model predictive control
Proceedings of 2012 IEEE/ASME 8th IEEE/ASME International Conference on Mechatronic and Embedded Systems and Applications, 2012This paper studies the minimization of the fuel consumption of hybrid electric vehicles (HEV) using model predictive control (MPC) method. The presented MPC-based controller calculates an optimal sequence of control inputs to the vehicle plant over the receding prediction horizon based on the torque demand estimated from the desired vehicle speed and ...
Poowanart Poramapojana, Bo Chen
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Predicting ship fuel consumption based on LASSO regression
Transportation Research Part D: Transport and Environment, 2018Abstract During the voyage, predicting fuel consumption of ships under different sea-states and weather conditions has been a challenging and far-reaching topic, because there are a great number of feature variables affecting the fuel consumption, including main-engine status, cargo weight, ship draft, sea-states and weather conditions, etc.
Shengzheng Wang +4 more
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An Interval Prediction Method for Imbalanced Fuel Consumption Data
2020 Chinese Automation Congress (CAC), 2020Fuel consumption data is imbalanced, which leads to the lower quality prediction interval. Aiming at this problem, an interval prediction model based on RU-SMOTE-XGBoost algorithm is proposed. Random undersampling(RU) algorithm is used to reduce the number of majority samples, and SMOTE algorithm is used to increase the number of minority samples in ...
Wang Kun, Chen Jing-jie
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Predictive fuel efficiency optimization using traffic light timings and fuel consumption model
16th International IEEE Conference on Intelligent Transportation Systems (ITSC 2013), 2013Energy efficiency has become a major issue in trade, transportation and environment protection. While the next generation of zero emission propulsion systems are still under development, it is already possible to increase fuel efficiency in regular vehicles by applying a more fuel efficient driving behaviour. Fuel efficiency depends on vehicle specific
null Tianyi Guan, Christian W. Frey
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A Method of Predicting Brake Specific Fuel Consumption Maps
SAE Technical Paper Series, 1999<div class="htmlview paragraph">A method of predicting brake specific fuel consumption characteristics from limited specifications of engine design has been investigated. For spark ignition engines operating on homogeneous mixtures, indicated specific fuel consumption based on gross indicated power is related to compression ratio and spark timing
P. J. Shayler, J. P. Chick, D. Eade
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On the Prediction of Fuel Consumption for Dual-Fuel Low-Speed Marine Engines
Volume 7: Energy, 2023Abstract The International Maritime Organization has been concerned with the pollution from ships and has enforced regulations to reduce greenhouse gas emissions. In this context, specific fuel consumption is a crucial parameter to select the most efficient and environmentally friendly engine.
Amanda Rempel da Silva +3 more
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Predicting Tractor Diesel Fuel Consumption [PDF]
, 2020 The objective of this fact sheet is to develop relationships using field measurements and Nebraska Tractor Test Laboratory results to estimate tractor fuel consumption. Using these equations, farmers can estimate and compare the fuel consumption for different operating and loading ...
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Machine learning in fuel consumption prediction of aircraft
9th IEEE International Conference on Cognitive Informatics (ICCI'10), 2010Nowadays, as fuel is an important resource for the whole world, researchers are trying a variety machine learning models for fuel flow prediction in industry, aerospace specifically. Different machine learning models have been applied in different applications. This paper will analyze these applications. Many useful points have been found by comparison
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