This publication deals with the evaluation of forecasting the emissions of ships operating in the port through neural networks. Analyzed particulate matter (PM1, PM2.5, PM10, TSP) emissions from ships at various parts of the port. The research is based on usage of AIS system data, the technical database of the ship, the ambient air measurement data and the ambient air pollution measuring data for the use of neural network training. Results showed that trained neuronal networks could be sufficiently accurate (the correlation coefficient amounted from 0.82 to 0.92 depending on pollutant) to use for ship operating in the port emissions evaluation.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Artificial Neural Network Model Use for Particulate Matter Evaluation from Ships in Klaipeda Port


    Weitere Titelangaben:

    Lecture Notes in Intelligent Transportation and Infrastructure


    Beteiligte:
    Prentkovskis, Olegas (Herausgeber:in) / Yatskiv (Jackiva), Irina (Herausgeber:in) / Skačkauskas, Paulius (Herausgeber:in) / Maruschak, Pavlo (Herausgeber:in) / Karpenko, Mykola (Herausgeber:in) / Rapalis, Paulius (Autor:in) / Šilas, Giedrius (Autor:in)

    Kongress:

    International Conference TRANSBALTICA: Transportation Science and Technology ; 2022 ; Vilnius, Lithuania September 15, 2022 - September 16, 2022



    Erscheinungsdatum :

    2023-02-22


    Format / Umfang :

    8 pages





    Medientyp :

    Aufsatz/Kapitel (Buch)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch




    Air Pollution by NO~x from Ships Passing Klaipeda Port Channel

    Smailys, V. / Rapalis, P. / Strazdauskiene, R. et al. | British Library Conference Proceedings | 2012


    Ships Squat Study Impact on Under Keel Clearance in Port of Klaipėda

    Mogenis, A. | British Library Conference Proceedings | 2014


    Klaipeda port entrance rehabilitation project

    Steenberg, C. M. / Kriauciuniene, J. / Wessex Institute of Technology | British Library Conference Proceedings | 2002


    Port Entrance Channel Optimization in Klaipeda Port

    Paulauskas, D. / Kaunas University of Technology | British Library Conference Proceedings | 2012


    Interaction of the Klaipėda sea port and railway transport

    R. Burkovskis / R. Palšaitis | DOAJ | 2002

    Freier Zugriff