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A Review of the Data-Driven Prediction Method of Vehicle Fuel Consumption
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 consumption prediction models.
Dengfeng Zhao +6 more
doaj +4 more sources
Fuel Consumption Prediction and Optimization Model for Pure Car/Truck Transport Ships
Predicting and optimizing ship fuel use is a crucial technology for lowering greenhouse gas emissions. Unfortunately, existing research is rarely capable of developing fuel consumption forecasts and optimization models for a particular transport system ...
Miao Su +4 more
doaj +4 more sources
An Interpretable Gray Box Model for Ship Fuel Consumption Prediction Based on the SHAP Framework
Shipping companies and maritime organizations want to improve the energy efficiency of ships and reduce fuel costs through optimization measures; however, the accurate fuel consumption prediction of fuel consumption is a prerequisite for conducting ...
Yiji Ma +4 more
doaj +4 more sources
Real-Time Prediction of Fuel Consumption Based on Digital Map API
At present, digital maps can estimate the travel time of each trip’s route but cannot offer a fuel consumption estimation at the same time. In this paper, we develop a fuel consumption model based on the Vehicle Specific Power (VSP) distribution ...
Qi Zhao, Qi Chen, Li Wang
doaj +4 more sources
Accurate, reliable, and real-time prediction of ship fuel consumption is the basis and premise of the development of fuel optimization; however, ship fuel consumption data mainly come from noon reports, and many current modeling methods have been based ...
Zhihui Hu +5 more
doaj +4 more sources
A Novel Approach to Enhancing the Accuracy of Prediction in Ship Fuel Consumption
Ship fuel consumption plays a crucial role not only in understanding ships’ energy efficiency but also in gaining insights into their emissions. However, enhancing the accuracy of these predictions poses significant challenges due to data limitations and
Tianrui Zhou +3 more
doaj +4 more sources
An accurate prediction of ship fuel consumption is critical for speed, trim, and voyage optimisation etc. While previous studies have focused on predicting ship fuel consumption with respect to a variety of factors, research on the impact of ...
Tianrui Zhou +3 more
doaj +2 more sources
Prediction of Fuel Consumption for Enroute Ship Based on Machine Learning [PDF]
Due to the hike in fuel price and environmental awareness by the International Maritime Organization, more attention has been given in order to optimize the fuel consumption of ships.
Zhihui Hu +5 more
doaj +2 more sources
Data driven fuel consumption prediction model for green aviation using radial basis function neural network [PDF]
In response to the growing demand for sustainable aviation, a fuel consumption prediction model based on Radial Basis Function (RBF) Neural Networks was proposed.
Yuandi Zhao +4 more
doaj +2 more sources
Fuel Efficient High-Density Platooning Using Future Conditions Prediction
A promising application of cooperative driving is high-density platooning, which main goal is to reduce fuel consumption by driving with inter-vehicle distances below ten meters.
Guillaume Jornod +4 more
doaj +1 more source

