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 +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
Using Artificial Neural Networks for Predicting Ship Fuel Consumption
In marine vessel operations, fuel costs are major operating costs which affect the overall profitability of the maritime transport industry. The effective enhancement of using ship fuel will increase ship operation efficiency. Since ship fuel consumption
Nguyen Van Giao +7 more
doaj +2 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 +2 more sources
Exploring Time-Series Deep Learning Models for Ship Fuel Consumption Prediction
The fuel consumption of ships is an important component of shipping operation costs and also a significant source of greenhouse gas emissions. Accurate fuel consumption prediction is of great significance for optimizing the energy efficiency management ...
Xiao Chen +3 more
doaj +2 more sources
A Machine Learning Predictive Model for Ship Fuel Consumption
Water navigation is crucial for the movement of people and goods in many locations, including the Amazon region. It is essential for the flow of inputs and outputs, and for certain Amazon cities, boat access is the only option. Fuel consumption accounts for over 25% of a vessel’s total operational costs.
Rhuan Fracalossi Melo +3 more
openaire +4 more sources
Increase of the Ship Fuel Consumption Due to Added Resistance in Waves
Added resistance in waves is the second-order steady force dependant on the ship motions. It significantly affects ship operability and cause speed loss. Therefore the required power and fuel consumption of a ship advancing in a seaway are increasing. In
Nastia Degiuli +4 more
doaj +7 more sources
ISO 15016:2015-Based Method for Estimating the Fuel Oil Consumption of a Ship
Recently, interest in the design and construction of smart ships has been widely increasing. Optimal route planning is a widely studied essential aspect of smart ship technology.
Ki-Su Kim, Myung-Il Roh
doaj +3 more sources
Development of a two-stage ship fuel consumption prediction and reduction model for a dry bulk ship
Shipping industry is the backbone of global trade. However, the large quantities of greenhouse gas emissions from shipping, such as carbon dioxide (CO2), cannot be ignored. In order to comply with the international environmental regulations as well as to
Yuquan Du, Shuaian Wang
exaly +2 more sources
Estimating ship fuel consumption and pollutant emissions
Abstract A simple method for estimating fuel consumption for vessels of various sizes and operating speeds is developed and demonstrated. Fuel consumption can be computed on a daily basis, on the basis of each kilometer traveled, and on the basis of each unit of cargo carried over one kilometer.
Robert F. Mulligan
openaire +2 more sources

