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To reduce carbon emissions and minimize shipping costs, improving the fuel efficiency of ships is crucial. Various measures are taken to reduce the total fuel consumption of ships, including optimizing vessel parameters and selecting routes…

机器学习 · 计算机科学 2026-02-26 Dusica Marijan , Hamza Haruna Mohammed , Bakht Zaman

Hydrogen-based zero-emission ships are a key element in the decarbonization of the maritime sector. To strengthen these their economic competitiveness, it is key to drive their costs to a minimum. Current literature mainly focuses on fuel…

系统与控制 · 电气工程与系统科学 2026-04-17 Timon Kopka , Sara Tamburello , Luca Oneto , Lindert van Biert , Henk Polinder , Andrea Coraddu

There is an increasing push for operational measures to reduce ships' bunker fuel consumption and carbon emissions, driven by the International Maritime Organization (IMO) mandates. Key performance indicators such as the Energy Efficiency…

机器学习 · 计算机科学 2025-09-16 Abdella Mohamed , Xiangyu Hu , Christian Hendricks

To meet the urgent requirements for the climate change mitigation, several proactive measures of energy efficiency have been implemented in maritime industry. Many of these practices depend highly on the onboard data of vessel's operation…

计算工程、金融与科学 · 计算机科学 2024-04-02 Mohamed Abuella , Hadi Fanaee , M. Amine Atou , Slawomir Nowaczyk , Simon Johansson , Ethan Faghani

Several approaches have been developed for improving the ship energy efficiency, thereby reducing operating costs and ensuring compliance with climate change mitigation regulations. Many of these approaches will heavily depend on measured…

计算工程、金融与科学 · 计算机科学 2024-02-02 Mohamed Abuella , Hadi Fanaee , Slawomir Nowaczyk , Simon Johansson , Ethan Faghani

Ship-tracks are produced by ship-emitted aerosols interacting with marine low clouds. Here we apply deep learning models on satellite data to produce the first multi-year global climatology map of ship-tracks. We show that ship-tracks are…

The maritime industry's continuous commitment to sustainability has led to a dedicated exploration of methods to reduce vessel fuel consumption. This paper undertakes this challenge through a machine learning approach, leveraging a…

机器学习 · 计算机科学 2024-03-22 Yimeng Fan , Pedram Agand , Mo Chen , Edward J. Park , Allison Kennedy , Chanwoo Bae

Implementing carbon capture technology on-board ships holds promise as a solution to facilitate the reduction of carbon intensity in international shipping, as mandated by the International Maritime Organization. In this work, we address…

系统与控制 · 电气工程与系统科学 2025-04-18 Xuewen Zhang , Kuniadi Wandy Huang , Dat-Nguyen Vo , Minghao Han , Benjamin Decardi-Nelson , Xunyuan Yin

The international Maritime Organization (IMO) has set the target of reducing the emissions from the shipping sector to at least 50% of the 2008 levels. One potential method to cut emissions is to convert vessels to battery powered…

应用统计 · 统计学 2022-05-20 Lauren Ansell

Machine learning has recently made significant strides in reducing design cycle time for complex products. Ship design, which currently involves years long cycles and small batch production, could greatly benefit from these advancements. By…

机器学习 · 计算机科学 2023-05-18 Noah J. Bagazinski , Faez Ahmed

Accurate modeling of ship performance is crucial for the shipping industry to optimize fuel consumption and subsequently reduce emissions. However, predicting the speed-power relation in real-world conditions remains a challenge. In this…

机器学习 · 计算机科学 2022-12-27 Simon DeKeyser , Casimir Morobé , Malte Mittendorf

This contribution describes the implementation of a data--driven shape optimization pipeline in a naval architecture application. We adopt reduced order models (ROMs) in order to improve the efficiency of the overall optimization, keeping a…

数值分析 · 数学 2024-01-22 Nicola Demo , Giulio Ortali , Gianluca Gustin , Gianluigi Rozza , Gianpiero Lavini

The hydrodynamic performance of a sea-going ship varies over its lifespan due to factors like marine fouling and the condition of the anti-fouling paint system. In order to accurately estimate the power demand and fuel consumption for a…

机器学习 · 统计学 2022-12-14 Prateek Gupta , Adil Rasheed , Sverre Steen

This work introduces an efficient power management approach for shipboard microgrids that integrates diesel generators, a fuel cell, and battery energy storage system. This strategy addresses both unit commitment and power dispatch,…

系统与控制 · 电气工程与系统科学 2024-05-06 Fabio D'Agostino , Marco Gallo , Matteo Saviozzi , Federico Silvestro

Detailed scheduling has traditionally been optimized for the reduction of makespan and manufacturing costs. However, growing awareness of environmental concerns and increasingly stringent regulations are pushing manufacturing towards…

最优化与控制 · 数学 2025-10-14 Andrea Mencaroni , Pieter Leyman , Birger Raa , Stijn De Vuyst , Dieter Claeys

In the maritime sector, tramp shipping companies manage fleets to maximize profit while navigating market uncertainties. The International Maritime Organization (IMO) recently introduced the Carbon Intensity Indicator (CII) to reduce…

最优化与控制 · 数学 2026-05-15 Hanyu Cheng , Liangqi Cheng , Xiwen Bai

Urban wastewater sector is being pushed to optimize processes in order to reduce energy consumption without compromising its quality standards. Energy costs can represent a significant share of the global operational costs (between 50% and…

系统与控制 · 计算机科学 2019-05-14 Jorge Filipe , Ricardo J. Bessa , Marisa Reis , Rita Alves , Pedro Póvoa

The global shipping network, which moves over 80% of the world's goods, is not only a vital backbone of the global economy but also one of the most polluting industries. Studying how this network operates is crucial for improving its…

The maritime industry aims towards a sustainable future, which requires significant improvements in operational efficiency. Current approaches focus on minimising fuel consumption and emissions through greater autonomy. Efficient and safe…

The deployment of autonomous navigation systems on ships necessitates accurate motion prediction models tailored to individual vessels. Traditional physics-based models, while grounded in hydrodynamic principles, often fail to account for…

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