Analyzing cruise ship itineraries patterns and vessels diversity in ports of the European maritime region: A hierarchical clustering approach. (May 2020)
- Record Type:
- Journal Article
- Title:
- Analyzing cruise ship itineraries patterns and vessels diversity in ports of the European maritime region: A hierarchical clustering approach. (May 2020)
- Main Title:
- Analyzing cruise ship itineraries patterns and vessels diversity in ports of the European maritime region: A hierarchical clustering approach
- Authors:
- Vicente-Cera, Isaías
Acevedo-Merino, Asunción
Nebot, Enrique
López-Ramírez, Juan Antonio - Abstract:
- Abstract: In this paper, European maritime cruise ship traffic of 1031 ports visited by 209 cruises is evaluated with different mathematical tools. Through an innovative ecological analogy, the diversity of ships in every port has been calculated using Simpson, Shannon, Margalef, and Berger-Parker diversity indexes and Automatic Identification System data from the cruise fleet in year 2015. By combining the results of Visiting Vessels Diversity with an Agglomerative Hierarchical Clustering analysis, five different homogeneous cruise regions were identified that match with those normally established by cruise ship associations. Classification trees techniques also demonstrated that cruise ships' diversity in a port could significantly predict these cruise regions with high levels of confidence. All of this information together can serve as an input to develop and improve economic and environmental strategies of cruise ports and their cities. The primary goal of this paper is to obtain a picture of the behaviour of cruise traffic in the European maritime region, grouping ports in clusters based on the absence or presence of cruise ship on those ports and determining the diversity of vessels in each port. Graphical abstract: Unlabelled Image Highlights: Diversity indexes prove to be very useful in defining the ships present in a port A cluster analysis of AIS data revealed that, five homogeneous cruise regions exist The diversity of the port is able to predict which clusterAbstract: In this paper, European maritime cruise ship traffic of 1031 ports visited by 209 cruises is evaluated with different mathematical tools. Through an innovative ecological analogy, the diversity of ships in every port has been calculated using Simpson, Shannon, Margalef, and Berger-Parker diversity indexes and Automatic Identification System data from the cruise fleet in year 2015. By combining the results of Visiting Vessels Diversity with an Agglomerative Hierarchical Clustering analysis, five different homogeneous cruise regions were identified that match with those normally established by cruise ship associations. Classification trees techniques also demonstrated that cruise ships' diversity in a port could significantly predict these cruise regions with high levels of confidence. All of this information together can serve as an input to develop and improve economic and environmental strategies of cruise ports and their cities. The primary goal of this paper is to obtain a picture of the behaviour of cruise traffic in the European maritime region, grouping ports in clusters based on the absence or presence of cruise ship on those ports and determining the diversity of vessels in each port. Graphical abstract: Unlabelled Image Highlights: Diversity indexes prove to be very useful in defining the ships present in a port A cluster analysis of AIS data revealed that, five homogeneous cruise regions exist The diversity of the port is able to predict which cluster group it belongs to Statistical tools enlighten that there are patterns in the behavior of cruise routes … (more)
- Is Part Of:
- Journal of transport geography. Volume 85(2020)
- Journal:
- Journal of transport geography
- Issue:
- Volume 85(2020)
- Issue Display:
- Volume 85, Issue 2020 (2020)
- Year:
- 2020
- Volume:
- 85
- Issue:
- 2020
- Issue Sort Value:
- 2020-0085-2020-0000
- Page Start:
- Page End:
- Publication Date:
- 2020-05
- Subjects:
- AIS -- Agglomerative hierarchical clustering -- Cruise ships -- Navigation -- Diversity indexes
Transportation -- Periodicals
Telecommunication -- Periodicals
Transport -- Périodiques
Télécommunications -- Périodiques
Telecommunication
Transportation
Periodicals
388 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09666923 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.jtrangeo.2020.102731 ↗
- Languages:
- English
- ISSNs:
- 0966-6923
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5069.950000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 13558.xml