Analysis of the Grounding Avoidance Behavior of a Ro-Pax Ship in the Gulf of Finland using Big Data

Mingyang Zhang*, Jakub Montewka, Teemu Manderbacka, Pentti Kujala, Spyros Hirdaris

*Tämän työn vastaava kirjoittaja

Tutkimustuotos: Artikkeli kirjassa/konferenssijulkaisussaConference contributionScientificvertaisarvioitu

9 Sitaatiot (Scopus)

Abstrakti

Waterway traffic complexity is one of the main reasons behind grounding accidents. It can be estimated qualitatively through expert
judgment or quantitatively through the analysis of traffic data. In this paper we introduce a big data analytics methodology for the analysis of grounding avoidance behavior of selected Ro-Pax ships. To demonstrate the applicability of the method, detailed traffic data obtained from Automatic Identification System (AIS) are combined with the General Bathymetric Chart of the Oceans (GEBCO) for three year period of operations in the Gulf of Finland. The grounding avoidance behavior of a RoPax passenger ship operating in shallow waters is idealized under various traffic patterns that link to side or forward grounding scenarios. The results demonstrate improved understanding of grounding avoidance behaviors in real operation that may in turn lead to better evaluation of waterway complexity indices and critical operational scenarios not currently accounted for by existing accident databases.
AlkuperäiskieliEnglanti
Otsikko30th International Ocean and Polar Engineering Conference
KustantajaINTERNATIONAL SOCIETY OF OFFSHORE AND POLAR ENGINEERS
Sivut3558-3567
Sivumäärä10
ISBN (elektroninen)9781880653845
ISBN (painettu)978-1-880653-84-5
TilaJulkaistu - 11 lokak. 2020
OKM-julkaisutyyppiA4 Artikkeli konferenssijulkaisuussa
TapahtumaInternational Ocean and Polar Engineering Conference
- Shanghai, Kiina
Kesto: 11 lokak. 202016 lokak. 2020
Konferenssinumero: 30

Julkaisusarja

NimiProceedings of the International Offshore and Polar Engineering Conference
KustantajaThe International Society of Offshore and Polar Engineers (ISOPE)
Vuosikerta2020-October
ISSN (painettu)1098-6189
ISSN (elektroninen)1555-1792

Conference

ConferenceInternational Ocean and Polar Engineering Conference
LyhennettäISOPE
Maa/AlueKiina
KaupunkiShanghai
Ajanjakso11/10/202016/10/2020

Field of art

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  • Muotoilu

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