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 Heterogeneous Integrated Dataset for Maritime Intelligence, Surveillance, and Reconnaissance LiveRO ResearchObject BibliographyResearch... RoCrate Dataset ▼ comment... approve/disapprove... edit as derived nanopublication...

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"Facing an ever-increasing amount of traffic at sea, many research centres, international organisations, and industrials have favoured and developed sensors together with detection techniques for the monitoring, analysis, and visualisation of sea movements. The Automatic Identification System (AIS) is one of the electronic systems that enable ships to broadcast their position and nominative information via radio communication. In addition to these systems, the understanding of maritime activities and their impact on the environment also requires contextual maritime data capturing additional features to ships' kinematic from complementary data sources (environmental, contextual, geographical, …). The dataset described in this paper contains ship information collected through the AIS, prepared together with spatially and temporally correlated data characterising the vessels, the area where they navigate and the situation at sea. The dataset contains four categories of data: navigation data, vessel-oriented data, geographic data, and environmental data. It covers a time span of six months, from October 1st, 2015 to March 31st, 2016 and provides ship positions over the Celtic sea, the North Atlantic Ocean, the English Channel, and the Bay of Biscay (France). The dataset is proposed for an easy integration with relational databases."

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"The main objectives of moving objects queries are to search for objects that either lie in some specific areas (i.e., range queries) or are close to one specific location (i.e., kNN queries). Such queries have been previously studied considering either offline database processes using some index techniques or online approaches where incoming data are processed to answer those queries "on the fly". The research presented in this paper considers hybrid queries applied to historical data as well as streaming data. When considering the specific context of the maritime domain and moving objects at sea, a key issue is to make a difference between covered and non covered areas (i.e., regions from where AIS positioning signals are either received or not received). This leads us to introduce the concept of "Black Holes" query where the objective is to identify regions respectively covered and non covered, this providing useful insights for maritime authorities in charge of the regulation of maritime transportation."

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e959b079-d096-4aa5-9aff-3dad13d43eb7

https://w3id.org/ro/terms/earth-science#wikidata

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Q41573

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eac051e1-51da-4413-8823-dc1f631436e3

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https://w3id.org/ro/terms/earth-science#IPTC

IPTC

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https://w3id.org/ro-id/enrichment/eac051e1-51da-4413-8823-dc1f631436e3

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ee30b828-df5d-46dd-ab22-c1580ec0dabe

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ee30b828-df5d-46dd-ab22-c1580ec0dabe

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(this is a literal)

"9.5"

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ef7b7739-eb03-43b9-a5fa-d4ab068f39d0

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"database"

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https://w3id.org/ro-id/enrichment/ef7b7739-eb03-43b9-a5fa-d4ab068f39d0

ef7b7739-eb03-43b9-a5fa-d4ab068f39d0

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https://w3id.org/contentdesc#Domain

Domain

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https://w3id.org/ro-id/enrichment/ef7b7739-eb03-43b9-a5fa-d4ab068f39d0

ef7b7739-eb03-43b9-a5fa-d4ab068f39d0

https://w3id.org/ro/terms/earth-science#normScore

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"75.48387096774194"

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https://w3id.org/ro-id/enrichment/ef7b7739-eb03-43b9-a5fa-d4ab068f39d0

ef7b7739-eb03-43b9-a5fa-d4ab068f39d0

https://w3id.org/ro/terms/earth-science#score

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(this is a literal)

"11.7"

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f475c944-a654-4571-976f-8d3f231fce97

http://schema.org/name

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(this is a literal)

"mathematical and computer sciences"

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https://w3id.org/ro-id/enrichment/f475c944-a654-4571-976f-8d3f231fce97

f475c944-a654-4571-976f-8d3f231fce97

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

https://w3id.org/ro/terms/earth-science#NASA

NASA

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f475c944-a654-4571-976f-8d3f231fce97

https://w3id.org/ro/terms/earth-science#normScore

normScore

(this is a literal)

"100.0"

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https://w3id.org/ro-id/enrichment/f475c944-a654-4571-976f-8d3f231fce97

f475c944-a654-4571-976f-8d3f231fce97

https://w3id.org/ro/terms/earth-science#score

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"0.6719032526016235"

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https://w3id.org/ro-id/88fba8bd-f2f0-402e-8147-b73b71e8691a/ 88fba8bd-f2f0-402e-8147-b73b71e8691a http://schema.org/author author mailto:Anne-Laure.Jousselme@cmre.nato.int mailto:Anne-Laure.Jousselme@cmre.nato.int .

https://w3id.org/ro-id/88fba8bd-f2f0-402e-8147-b73b71e8691a/ 88fba8bd-f2f0-402e-8147-b73b71e8691a http://schema.org/author author mailto:Elena.Camossi@cmre.nato.int mailto:Elena.Camossi@cmre.nato.int .

https://w3id.org/ro-id/88fba8bd-f2f0-402e-8147-b73b71e8691a/ 88fba8bd-f2f0-402e-8147-b73b71e8691a http://schema.org/author author mailto:Richard.dreo@ecole-navale.fr mailto:Richard.dreo@ecole-navale.fr .

https://w3id.org/ro-id/88fba8bd-f2f0-402e-8147-b73b71e8691a/ 88fba8bd-f2f0-402e-8147-b73b71e8691a http://schema.org/author author mailto:cyril.ray@ecole-navale.fr mailto:cyril.ray@ecole-navale.fr .

https://w3id.org/ro-id/88fba8bd-f2f0-402e-8147-b73b71e8691a/ 88fba8bd-f2f0-402e-8147-b73b71e8691a http://schema.org/creator creator mailto:annefou@geo.uio.no mailto:annefou@geo.uio.no .

mailto:Anne-Laure.Jousselme@cmre.nato.int mailto:Anne-Laure.Jousselme@cmre.nato.int http://schema.org/affiliation affiliation "NATO Science and Technology Organization, Centre for Maritime Research and Experimentation, Italy" .

mailto:Anne-Laure.Jousselme@cmre.nato.int mailto:Anne-Laure.Jousselme@cmre.nato.int http://schema.org/email email "Anne-Laure.Jousselme@cmre.nato.int" .

mailto:Anne-Laure.Jousselme@cmre.nato.int mailto:Anne-Laure.Jousselme@cmre.nato.int http://schema.org/name name "Anne-Laure Jousselme" .

mailto:Anne-Laure.Jousselme@cmre.nato.int mailto:Anne-Laure.Jousselme@cmre.nato.int http://www.w3.org/1999/02/22-rdf-syntax-ns#type type http://xmlns.com/foaf/0.1/Agent Agent .

mailto:Elena.Camossi@cmre.nato.int mailto:Elena.Camossi@cmre.nato.int http://schema.org/affiliation affiliation "NATO Science and Technology Organization, Centre for Maritime Research and Experimentation, Italy" .

mailto:Elena.Camossi@cmre.nato.int mailto:Elena.Camossi@cmre.nato.int http://schema.org/email email "Elena.Camossi@cmre.nato.int" .

mailto:Elena.Camossi@cmre.nato.int mailto:Elena.Camossi@cmre.nato.int http://schema.org/name name "Elena Camossi" .

mailto:Elena.Camossi@cmre.nato.int mailto:Elena.Camossi@cmre.nato.int http://www.w3.org/1999/02/22-rdf-syntax-ns#type type http://xmlns.com/foaf/0.1/Agent Agent .

mailto:Richard.dreo@ecole-navale.fr mailto:Richard.dreo@ecole-navale.fr http://schema.org/affiliation affiliation "Naval Academy Research Institute, Brest, France" .

mailto:Richard.dreo@ecole-navale.fr mailto:Richard.dreo@ecole-navale.fr http://schema.org/email email "Richard.dreo@ecole-navale.fr" .

mailto:Richard.dreo@ecole-navale.fr mailto:Richard.dreo@ecole-navale.fr http://schema.org/name name "Richard DRÉO" .

mailto:Richard.dreo@ecole-navale.fr mailto:Richard.dreo@ecole-navale.fr http://www.w3.org/1999/02/22-rdf-syntax-ns#type type http://xmlns.com/foaf/0.1/Agent Agent .

mailto:annefou@geo.uio.no mailto:annefou@geo.uio.no http://schema.org/name name "Anne Fouilloux" .

mailto:annefou@geo.uio.no mailto:annefou@geo.uio.no http://www.w3.org/1999/02/22-rdf-syntax-ns#type type http://xmlns.com/foaf/0.1/Agent Agent .

mailto:cyril.ray@ecole-navale.fr mailto:cyril.ray@ecole-navale.fr http://schema.org/affiliation affiliation "Naval Academy Research Institute. Brest, France" .

mailto:cyril.ray@ecole-navale.fr mailto:cyril.ray@ecole-navale.fr http://schema.org/email email "cyril.ray@ecole-navale.fr" .

mailto:cyril.ray@ecole-navale.fr mailto:cyril.ray@ecole-navale.fr http://schema.org/name name "Cyril Ray" .

mailto:cyril.ray@ecole-navale.fr mailto:cyril.ray@ecole-navale.fr http://www.w3.org/1999/02/22-rdf-syntax-ns#type type http://xmlns.com/foaf/0.1/Agent Agent .

mailto:service-account-enrichment mailto:service-account-enrichment http://schema.org/name name "service-account-enrichment" .

mailto:service-account-enrichment mailto:service-account-enrichment http://www.w3.org/1999/02/22-rdf-syntax-ns#type type http://xmlns.com/foaf/0.1/Agent Agent .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAB0oWZ1rc.../assertion The assertion above http://www.w3.org/ns/prov#wasDerivedFrom

wasDerivedFrom

https://api.rohub.org/api/ros/...ownload/ro-crate-metadata.json

ro-crate-metadata.json

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAB0oWZ1rc... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"Heterogeneous Integrated Dataset for Maritime Intelligence, Surveillance, and Reconnaissance"

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAB0oWZ1rc... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

"2026-03-03T15:19:59.498+01:00"

(xsd:dateTime) .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAB0oWZ1rc... This nanopublication the nanopublication consists of an introduction of the given resource http://purl.org/nanopub/x/introduces introduces https://w3id.org/ro-id/88fba8bd-f2f0-402e-8147-b73b71e8691a/

88fba8bd-f2f0-402e-8147-b73b71e8691a

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAB0oWZ1rc.../sig

sig

http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RAB0oWZ1rc... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAB0oWZ1rc.../sig

sig

http://purl.org/nanopub/x/hasAlgorithm has the algorithm (this is a literal)

"RSA"

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAB0oWZ1rc.../sig

sig

http://purl.org/nanopub/x/hasPublicKey has the public key (this is a literal)

"MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB"

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAB0oWZ1rc.../sig

sig

http://purl.org/nanopub/x/hasSignature has the signature (this is a literal)

"k69AY3KhCXv34igTVmVsvup9SrjJKGVci2IxW9SB4ZkdjXAzK47sruNof7ZP/+dPlrKkzojKRXHvFwSQ5C5w9uIBVB5YcIprrVPak1+PFB2y7on0lDovMA+3kolaxWtThosdHfF7iNcp7zIwcXXypNZQ4a6rjx4Unr+1NmxqU3vTYW8bUuA4DBeI0WH9ExF5ef17boQc6oJeSx/b/UYHRH4oLYXywZEdDlYgU3ePaMV8xXfqmpvFtUyU6xQbjalygS5zuuryrXbYPIv4M7ncWWRHzULZQK6lP3EfcBQJcoA1nw9rWV4OJB+sq6pmpEABvLUllGPPMKak+Y6OuF/YpA=="

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAB0oWZ1rc.../sig

sig

http://purl.org/nanopub/x/signedBy is signed by https://w3id.org/kpxl/gen/terms/RoCrateBot

RO-Crate Bot

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAB0oWZ1rc...

this nanopublication

http://purl.org/dc/terms/creator

creator

https://w3id.org/kpxl/gen/terms/RoCrateBot

RO-Crate Bot

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAB0oWZ1rc...

this nanopublication

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/nanopub/x/RoCrateNanopub

RoCrateNanopub

.

RO-Crate Bot, 3 Mar 2026, 14:19:59 UTC

References