Back to Search
Start Over
Scalable and Distributed Sea Port Operational Areas Estimation from AIS Data
- Source :
- ICDM Workshops
- Publication Year :
- 2016
- Publisher :
- IEEE, 2016.
-
Abstract
- Seaports are spatial units that do not remain static over time. They are constantly in flux, evolving according to environmental and connectivity patterns both in size and operational capacity. As such any valid decision making regarding port investment and policy making, essentially needs to take into account port evolution over time and space, thus, accurately defining a seaport's exact location, operational boundaries, capacity, connectivity indicators, environmental impact and overall throughput. In this work, we apply a data driven approach to defining a seaport's extended area of operation based on data collected though the Automatic Identification System (AIS). Specifically, we present our adaptation of the well-known KDE algorithm to the MapReduce paradigm, and report results on the port of Rotterdam.
- Subjects :
- 050210 logistics & transportation
Automatic Identification System
Operations research
Computer science
business.industry
05 social sciences
Big data
02 engineering and technology
Port (computer networking)
law.invention
Maritime security
Work (electrical)
law
020204 information systems
0502 economics and business
Scalability
0202 electrical engineering, electronic engineering, information engineering
Environmental impact assessment
Adaptation (computer science)
business
Throughput (business)
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- 2016 IEEE 16th International Conference on Data Mining Workshops (ICDMW)
- Accession number :
- edsair.doi...........8062265b009c0d819bd670da08d0f235