Innovative approaches to addressing the tradeoff between interpretability and accuracy in ship fuel consumption prediction [PDF]
Transportation Research Part C: Emerging Technologies, 2023 Ship fuel consumption is a major component of maritime transport costs and most of its emissions are harmful to the environment. Hence, it is essential to build an accurate ship fuel consumption prediction model, thereby providing reference to the ...
Lu Zhen, Shuaian Wang, Ran Yan
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Development of a two-stage ship fuel consumption prediction and reduction model for a dry bulk ship [PDF]
Transportation Research, Part E: Logistics and Transportation Review, 2020 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
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A genetic algorithm-based grey-box model for ship fuel consumption prediction towards sustainable shipping [PDF]
Annals of Operations Research, 2019 In order to enhance sustainability in maritime shipping, shipping companies spend good efforts in improving the operational energy efficiency of existing ships. Accurate fuel consumption prediction model is a prerequisite of such operational improvements.
Gang Chen +2 more
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A deep learning method for the prediction of ship fuel consumption in real operational conditions [PDF]
Engineering Applications of Artificial Intelligence| openaire: EC/HE/101096068 /EU//RETROFIT55In 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.
Mingyang Zhang +2 more
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Accuracy and applicability of ship's fuel consumption prediction models: A comprehensive comparative analysis [PDF]
EnergyThe available extensive ship activity data enables employing a complex data-driven resistance-based power model to estimate ship's instantaneous power, and thus the ship's fuel consumption.
Lang Xu, Shuaian Wang, Ran Yan
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Ship fuel consumption prediction based on transfer learning: Models and applications [PDF]
Engineering Applications of Artificial IntelligenceData-driven fuel consumption rate (FCR) prediction models largely depend on the amount of training data, which can be scarce for new ships with limited operating time.
Mingyang Zhang, Shuaian Wang, Ran Yan
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