Mass Processing of Sentinel-1 Images for Maritime Surveillance

The free, full and open data policy of the EU’s Copernicus programme has vastly increased the amount of remotely sensed data available to both operational and research activities. However, this huge amount of data calls for new ways of accessing and processing such “big data”. This paper focuses on the use of Copernicus’s Sentinel-1 radar satellite for maritime surveillance. It presents a study in which ship positions have been automatically extracted from more than 11,500 Sentinel-1A images collected over the Mediterranean Sea, and compared with ship position reports from the Automatic Identification System (AIS). These images account for almost all the Sentinel-1A acquisitions taken over the area during the two-year period from the start of the operational phase in October 2014 until September 2016. A number of tools and platforms developed at the European Commission’s Joint Research Centre (JRC) that have been used in the study are described in the paper. They are: (1) Search for Unidentified Maritime Objects (SUMO), a tool for ship detection in Synthetic Aperture Radar (SAR) images; (2) the JRC Earth Observation Data and Processing Platform (JEODPP), a platform for efficient storage and processing of large amounts of satellite images; and (3) Blue Hub, a maritime surveillance GIS and data fusion platform. The paper presents the methodology and results of the study, giving insights into the new maritime surveillance knowledge that can be gained by analysing such a large dataset, and the lessons learnt in terms of handling and processing the big dataset.

[1]  Andreas J. Peters,et al.  Exabyte Scale Storage at CERN , 2011 .

[2]  Xiaofeng Li,et al.  Validation of a CFAR vessel detection algorithm using known vessel locations , 2001, IGARSS 2001. Scanning the Present and Resolving the Future. Proceedings. IEEE 2001 International Geoscience and Remote Sensing Symposium (Cat. No.01CH37217).

[3]  Van Wimersma Greidanus Herman,et al.  Sentinel-1 Maritime Surveillance: Testing and Experiences with Long-term Monitoring , 2015 .

[4]  Naouma Kourti,et al.  The SUMO Ship Detector Algorithm for Satellite Radar Images , 2017, Remote. Sens..

[5]  Paris W. Vachon,et al.  Operational ship detection in Canada using RADARSAT , 2014, 2014 IEEE Geoscience and Remote Sensing Symposium.

[6]  Van Wimersma Greidanus Herman,et al.  First Analyses of Sentinel-1 Images for Maritime Surveillance , 2014 .

[7]  Andreas J. Peters,et al.  EOS as the present and future solution for data storage at CERN , 2015 .

[8]  Andreas Nordmo Skauen Quantifying the tracking capability of space-based AIS systems , 2016 .

[9]  Harm Greidanus,et al.  Ambiguity discrimination for ship detection using Sentinel-1 repeat acquisition operations , 2015, 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

[10]  Kevin Curran,et al.  OpenStreetMap , 2012, Int. J. Interact. Commun. Syst. Technol..

[11]  Soille Pierre,et al.  Towards a JRC Earth Observation Data and Processing Platform , 2016 .

[12]  Naouma Kourti,et al.  FINDINGS OF THE DECLIMS PROJECT - DETECTION AND CLASSIFICATION OF MARINE TRAFFIC FROM SPACE , 2006 .

[13]  Van Wimersma Greidanus Herman,et al.  Data Fusion for Wide-Area Maritime Surveillance , 2013 .

[14]  D. Crisp,et al.  The State-of-the-Art in Ship Detection in Synthetic Aperture Radar Imagery , 2004 .

[15]  Nicolas Longépé,et al.  Performance evaluation of Sentinel-1 data in SAR ship detection , 2015, 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

[16]  Douglas Thain,et al.  Distributed computing in practice: the Condor experience , 2005, Concurr. Pract. Exp..

[17]  Jordi J. Mallorquí,et al.  A Comparative Study of Operational Vessel Detectors for Maritime Surveillance Using Satellite-Borne Synthetic Aperture Radar , 2016, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[18]  G. Lemoine,et al.  Integrating remote sensing in fisheries control , 2005 .

[19]  Van Wimersma Greidanus Herman,et al.  Sentinel-1 contribution to monitoring maritime activity in the Arctic , 2016 .

[20]  Van Wimersma Greidanus Herman,et al.  Non-Reporting Ship Traffic in the Western Indian Ocean , 2016 .

[21]  F. Li,et al.  Ambiguities in Spacebornene Synthetic Aperture Radar Systems , 1983, IEEE Transactions on Aerospace and Electronic Systems.

[22]  Pierre Soille,et al.  A versatile data-intensive computing platform for information retrieval from big geospatial data , 2018, Future Gener. Comput. Syst..

[23]  Dirk Merkel,et al.  Docker: lightweight Linux containers for consistent development and deployment , 2014 .