2021
DOI: 10.3390/su13031551
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Simulation, Optimization, and Machine Learning in Sustainable Transportation Systems: Models and Applications

Abstract: The need for effective freight and human transportation systems has consistently increased during the last decades, mainly due to factors such as globalization, e-commerce activities, and mobility requirements. Traditionally, transportation systems have been designed with the main goal of reducing their monetary cost while offering a specified quality of service. During the last decade, however, sustainability concepts are also being considered as a critical component of transportation systems, i.e., the envir… Show more

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Cited by 60 publications
(29 citation statements)
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References 128 publications
(146 reference statements)
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“…Five different models of ML are described next. It should be noted that the models are summarized in this section, and further details can be found in previous studies [11,31,36,38,42,46,49,[57][58][59].…”
Section: Methodsmentioning
confidence: 99%
“…Five different models of ML are described next. It should be noted that the models are summarized in this section, and further details can be found in previous studies [11,31,36,38,42,46,49,[57][58][59].…”
Section: Methodsmentioning
confidence: 99%
“…Machine learning algorithms have gained popularity in such a way that almost every scientific field now uses them. They have become integrated into numerous scientific disciplines, such as networking [4], transportation [5], text analysis [6,7], and bioinformatics [8]. This broad range of machine learning disciplines is due to their promising results and predictive performance in solving classification problems.…”
Section: Introductionmentioning
confidence: 99%
“…ere are various aspects in improvising ITS by means of implementing efficient traffic management systems, congestion and collision control mechanism, sustainable transportation, etc., [4,5]. Sustainability is one of the important factors that need to be considered in this current scenario as it acts as the bridge between the efficient usage of advanced technological developments and pollution-free environmental welfares [6,7]. is leads to the balanced usage of technology while maintaining the eco-friendly environment for the welfare of human life.…”
Section: Introductionmentioning
confidence: 99%