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Innovative approaches to addressing the tradeoff between interpretability and accuracy in ship fuel consumption prediction [PDF]
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 ...
Haoqing Wang, Ran Yan, Shuaian Wang
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Predicting Tractor Fuel Consumption
2003, Las Vegas, NV July 27-30, 2003, 2003During the past 20 years of tractor testing, improved fuel efficiency from Nebraska Tractor Testing Laboratory (NTTL) reports was shown. A 4.8% decrease of average annual specific volumetric fuel consumption for the data used in the ASAE Standards was estimated.
Grisso, Robert D. +2 more
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On the Prediction of Fuel Consumption for Dual-Fuel Low-Speed Marine Engines
Volume 7: Energy, 2023Abstract The International Maritime Organization has been concerned with the pollution from ships and has enforced regulations to reduce greenhouse gas emissions. In this context, specific fuel consumption is a crucial parameter to select the most efficient and environmentally friendly engine.
Amanda Rempel da Silva +3 more
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Fine-Grained Fuel Consumption Prediction
Proceedings of the 28th ACM International Conference on Information and Knowledge Management, 2019The high costs and pollutant emissions of vehicles have raised the demand for reducing fuel consumption globally. The idea is to improve the operations of vehicles without losing the output power such that the engine speed and torque work with the minimum fuel consumption rate.
Chenguang Fang +3 more
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On Learning Fuel Consumption Prediction in Vehicle Clusters
2018 IEEE 42nd Annual Computer Software and Applications Conference (COMPSAC), 2018Identifying granular patterns of differentiation and learning predictors of product performance are key drivers to capitalize on competitive market segments. In this paper, we propose an approach to identify granular product patterns by using Hierarchical Clustering, and to learn predictors of product performance from historical data by using Genetic ...
Victor Parque, Tomoyuki Miyashita
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Prediction of Fuel Consumption of Agricultural Tractors
Applied Engineering in Agriculture, 2011A mathematical model was developed to predict fuel consumption of agricultural tractors using their official OECD tractor test data. It was found from the data analysis that the fuel consumption at varying load with full throttle is proportional to engine power, and the difference in fuel consumptions at varying load with full and reduced throttles is ...
null S. C. Kim +2 more
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Analysis of Virtual Sensors for Predicting Aircraft Fuel Consumption
Infotech@Aerospace 2012, 2012to validate and analyze the initial results of this project. We examine the typical error in modeling, and compare modeling accuracy against both navely complex and navely simplistic regression approaches. We also estimate a ranking of the importance of each FOQA variable used as input, and demonstrate that FOQA variables can reliably be used to ...
Timothy Woodbury, Ashok Srivastava
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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
Ran Yan, Shuaian Wang, Yuquan Du
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Machine learning in fuel consumption prediction of aircraft
9th IEEE International Conference on Cognitive Informatics (ICCI'10), 2010Nowadays, as fuel is an important resource for the whole world, researchers are trying a variety machine learning models for fuel flow prediction in industry, aerospace specifically. Different machine learning models have been applied in different applications. This paper will analyze these applications. Many useful points have been found by comparison
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Prediction of Ship Fuel Consumption Based on Broad Learning System
2019 International Conference on Security, Pattern Analysis, and Cybernetics (SPAC), 2019With the increasing attention of IMO to green shipping, and the increasingly strict restrictions on fuel regulatory and operating costs of shipping enterprises, no matter from the perspective of energy conservation and environmental protection or operating economy, ships should be put into actual operations in the future with lower fuel consumption and
Xinyu Li +4 more
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