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Mathematical Model of a Hydraulic Excavator for Fuel Consumption Predictions
ASME/BATH 2015 Symposium on Fluid Power and Motion Control, 2015This paper presents the multibody mathematical model of a hydraulic excavator, developed in the AMESim® environment, which is able to predict the machinery fuel consumption during the working cycles. The mathematical modelling approach is presented as well as the subsystems models. The experimental activity on the excavator is presented in detail.
CASOLI, Paolo +4 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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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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Predicting Fuel Consumption and Flight Delays for Low-Cost Airlines
Proceedings of the AAAI Conference on Artificial Intelligence, 2017Low-cost airlines (LCAs) represent a new category of airlines that provides low-fare flights. The rise and growth of LCAs has intensified the price competition among airlines, and LCAs require continuous efforts to reduce their operating costs to lower flight prices; however, LCA passengers still demand high-quality services.
Yuji Horiguchi +5 more
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Predictive fuel efficiency optimization using traffic light timings and fuel consumption model
16th International IEEE Conference on Intelligent Transportation Systems (ITSC 2013), 2013Energy efficiency has become a major issue in trade, transportation and environment protection. While the next generation of zero emission propulsion systems are still under development, it is already possible to increase fuel efficiency in regular vehicles by applying a more fuel efficient driving behaviour. Fuel efficiency depends on vehicle specific
Tianyi Guan, Christian W. Frey
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An Interval Prediction Method for Imbalanced Fuel Consumption Data
2020 Chinese Automation Congress (CAC), 2020Fuel consumption data is imbalanced, which leads to the lower quality prediction interval. Aiming at this problem, an interval prediction model based on RU-SMOTE-XGBoost algorithm is proposed. Random undersampling(RU) algorithm is used to reduce the number of majority samples, and SMOTE algorithm is used to increase the number of minority samples in ...
Wang Kun, Chen Jing-jie
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Predicting ship fuel consumption based on LASSO regression
Transportation Research Part D: Transport and Environment, 2018Abstract During the voyage, predicting fuel consumption of ships under different sea-states and weather conditions has been a challenging and far-reaching topic, because there are a great number of feature variables affecting the fuel consumption, including main-engine status, cargo weight, ship draft, sea-states and weather conditions, etc.
Shengzheng Wang +4 more
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Predicting Tractor Diesel Fuel Consumption [PDF]
, 2020 The objective of this fact sheet is to develop relationships using field measurements and Nebraska Tractor Test Laboratory results to estimate tractor fuel consumption. Using these equations, farmers can estimate and compare the fuel consumption for different operating and loading ...
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A Data-Based Simulator for Predicting Vehicle Fuel Consumption
SAE Technical Paper Series, 1982<div class="htmlview paragraph">A hybrid system, combining on-road testing and statistical modeling, has been developed which permits calculation of a vehicle's fuel consumption over any driving cycle. An instrumentation system permits collection of the necessary on-road and laboratory test data within a relatively short period of time and, once ...
Axel B. Rose +3 more
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