2022
DOI: 10.30630/joiv.6.1-2.882
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Applications of Big Data Analytics in Traffic Management in Intelligent Transportation Systems

Abstract: Big Data technology is emerging as a mass technology that can be applied to many industries in life. Decisions in a wide range of fields may benefit greatly from the information provided by Big Data and Analytics research. One of the areas that have benefited the most from this technology is transportation, which is known as an important field in the development of each nation and possesses a huge treasure of data that traditional technologies cannot handle. Indeed, many countries have applied Big Data-based i… Show more

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Cited by 8 publications
(6 citation statements)
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References 85 publications
(99 reference statements)
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“…As a result, BPNN (T = 14.7 s) was found to provide shorter runtime than GPR (T = 2236.4 s), while GPR (R 2 = 0.9887) offers higher accuracy than BPNN (R 2 = 0.9817). Big data is well-known as an emerging tool in maritime and intelligent transport applications [186]- [188]. Indeed, ship fuel consumption is associated with a large number of ship parameters such as navigational environment [189], sailing state [112], ship loading [190], hull fouling [191], and applied antifouling coating [192], showing that the related data are diverse, complex and huge [193].…”
Section: (A) -Ann Structure For Predicting Fuel Consumption Of a Ship...mentioning
confidence: 99%
“…As a result, BPNN (T = 14.7 s) was found to provide shorter runtime than GPR (T = 2236.4 s), while GPR (R 2 = 0.9887) offers higher accuracy than BPNN (R 2 = 0.9817). Big data is well-known as an emerging tool in maritime and intelligent transport applications [186]- [188]. Indeed, ship fuel consumption is associated with a large number of ship parameters such as navigational environment [189], sailing state [112], ship loading [190], hull fouling [191], and applied antifouling coating [192], showing that the related data are diverse, complex and huge [193].…”
Section: (A) -Ann Structure For Predicting Fuel Consumption Of a Ship...mentioning
confidence: 99%
“…Based on internationalization and diversification, the fourth-generation ports were born with a network system for enhancing the connectivity between ports in the region. This system allowed many seaports to connect and incorporate to develop the seaport system in a country and larger areas [69][70][71] Network ports were the name given to this system. As part of a worldwide transport logistics network, these ports worked hand in hand with other logistics companies operating in numerous different geographic regions.…”
Section: Seaportmentioning
confidence: 99%
“…The OBU receives and transmits signals over one or more channels by approaching competing channels [128]. With its outstanding advantages, DSRC has laid the foundation for the success of combined projects such as Connected Vehicles, Cooperative Vehicle Infrastructure Systems, Cooperative Systems for Road Safety, Strategic Platforms for Intelligent Traffic Systems, Car-2-Car [71,[129][130][131][132], and many great projects have been and will be implemented. The above projects meet IEEE 802.11p standards in 5.850 GHz to 5.925 GHz, which allows the devices to transmit up to 1 km with 32 dBm power contributing to improved smoothness of transportation [133].…”
Section: B Dedicated Short-range Communicationmentioning
confidence: 99%
“…To solve these problems that especially have become inextricable in metropolitan cities, a new paradigm is emerged called Intelligent Transportation Systems (ITSs) based on Information and Communication Technologies (ICTs), which includes the Internet of Things (IoT), big data, and artificial intelligence (AI) for data analytics. Thanks to ICTs, drivers can easily access information through communication networks and get assistance for safe driving [6][7][8].…”
Section: Introductionmentioning
confidence: 99%