Results 11 to 20 of about 4,440,808 (167)

A deep learning method for the prediction of ship fuel consumption in real operational conditions

Engineering Applications of Artificial Intelligence
In recent years, the European Commission and the International Maritime Organization (IMO) implemented various operational measures and policies to reduce ship fuel consumption and related emissions. The effectiveness of these measures relies upon developing accurate predictive models encompassing the influence of real operational conditions.
Mingyang Zhang, Spyros Hirdaris, Pentti Kujala   +2 more
exaly   +6 more sources

Fuel Consumption Prediction and Optimization Model for Pure Car/Truck Transport Ships

Journal of Marine Science and Engineering, 2023
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, Zhenqing Su, Shengli Cao, Keun-Sik Park, Sung-Hoon Bae   +4 more
doaj   +2 more sources

A Ship Energy Consumption Prediction Method Based on TGMA Model and Feature Selection

Journal of Marine Science and Engineering
Optimizing ship energy efficiency is a crucial measure for reducing fuel use and emissions in the shipping industry. Accurate prediction models of ship energy consumption are essential for achieving this optimization.
Yuhang Liu, Kai Wang, Yong Lu, Yongfeng Zhang, Zhongwei Li, Ranqi Ma, Lianzhong Huang   +6 more
doaj   +2 more sources

Improving Ship Fuel Consumption and Carbon Intensity Prediction Accuracy Based on a Long Short-Term Memory Model with Self-Attention Mechanism

Applied Sciences
The prediction of fuel consumption and Carbon Intensity Index (CII) of ships is crucial for optimizing decarbonization strategies in the maritime industry.
Zhihuan Wang, Tianye Lu, Yi Han, Chunchang Zhang, Xiangming Zeng, Wei Li   +5 more
doaj   +2 more sources

Voyage optimisation : prediction of ship specific fuel consumption for energy efficient shipping [PDF]

, 2013
Voyage optimization is a technology to predict the ship performance in various sea states and current conditions, and based on the performance of the ship to assist ship masters in route selection. The targets of increasing energy efficiency and reducing Green House Gas (GHG) emission in the shipping industry can be achieved by voyage optimization ...
Lu, Ruihua, Turan, Osman, Boulougouris, Evangelos   +2 more
core   +6 more sources

An Adaptive Prediction Framework of Ship Fuel Consumption for Dynamic Maritime Energy Management

Journal of Marine Science and Engineering
Accurate prediction of fuel consumption is critical for achieving efficient and low-carbon ship operations. However, the variability of the marine environment introduces significant challenges, as it leads to dynamic changes in monitoring data ...
Ya Gao, Yanghui Tan, Dingyu Jiang, Peisheng Sang, Yunzhou Zhang, Jie Zhang   +5 more
doaj   +2 more sources

Speed Optimization of Container Ship Considering Route Segmentation and Weather Data Loading: Turning Point-Time Segmentation Method

Journal of Marine Science and Engineering, 2022
As one of the ship energy efficiency optimization measures with the most energy saving and emission reduction potential, ship speed optimization has been recommended by the International Maritime Organization.
Xiaohe Li, Baozhi Sun, Jianhai Jin, Jun Ding   +3 more
doaj   +1 more source

A Multitask Learning Framework for Predicting Ship Fuel Oil Consumption

IEEE Access, 2023
Predicting the ship fuel consumption constitutes a prerequisite for speed, trim, and voyage optimization. In spite of the rise of deep learning and transformers in many domains, research works train shallow machine learning (ML) algorithms for predicting ship fuel oil consumption (FOC).
Loukas Ilias, Panagiotis Kapsalis, Spiros Mouzakitis, Dimitris Askounis   +3 more
openaire   +2 more sources

A Novel Hybrid Fuel Consumption Prediction Model for Ocean-Going Container Ships Based on Sensor Data

Journal of Marine Science and Engineering, 2021
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, Tianrui Zhou, Mohd Tarmizi Osman, Xiaohe Li, Yongxin Jin, Rong Zhen   +5 more
doaj   +1 more source

Coupled Engine-Propeller Selection Procedure to Minimize Fuel Consumption at a Specified Speed

Journal of Marine Science and Engineering, 2021
This study presents a practical optimization procedure that couples the NavCad power prediction tool and a nonlinear optimizer integrated into the Matlab environment.
Mina Tadros, Roberto Vettor, Manuel Ventura, Carlos Guedes Soares   +3 more
doaj   +1 more source