Agile data fusion and knowledge base architecture for critical decision support
Agile data fusion and knowledge base architecture for critical decision support
This paper describes the architecture and deployment of a software platform for information fusion, knowledge hosting and critical decision support. The work has been carried out under the TRIDEC project (www.tridec-online.eu), focusing on geo-information fusion and collaborative decision making. Four technologies underpin the architecture: 1) A message oriented middleware, for distributed communications; 2) A leveraged hybrid storage solution, for efficient storage of heterogeneous datasets and semantic knowledge; 3) A generic data fusion container, for dynamic algorithms control; and 4) A single conceptual model and schema, as systems’ semantic meta-model. Deployment for industrial drilling operations is described. Agility is manifested with the ability to integrate data sources from a proprietary domain, dynamically discover new datasets and configure and task fusion algorithms to operate on them, aided by efficient information storage. The platform empowers decision support by enabling dynamic discovery of information and control of the fusion process across geo-distributed locations.
data fusion, information fusion, data fusion architecture, OGC Sensor Web Enablement (SWE), hybrid data storage, industrial subsurface development, Echo State Network, drilling operations states
1-20
Zlatev, Zlatko
8f2e3635-d76c-46e2-85b9-53cc223fee01
Veres, Galina
3c2a37d2-3904-43ce-b0cf-006f62b87337
Sabeur, Zoheir
74b55ff0-94cc-4624-84d5-bb816a7c9be6
2013
Zlatev, Zlatko
8f2e3635-d76c-46e2-85b9-53cc223fee01
Veres, Galina
3c2a37d2-3904-43ce-b0cf-006f62b87337
Sabeur, Zoheir
74b55ff0-94cc-4624-84d5-bb816a7c9be6
Zlatev, Zlatko, Veres, Galina and Sabeur, Zoheir
(2013)
Agile data fusion and knowledge base architecture for critical decision support.
International Journal of Decision Support System Technology (IJDSST), 5 (2), .
(doi:10.4018/jdsst.2013040101).
Abstract
This paper describes the architecture and deployment of a software platform for information fusion, knowledge hosting and critical decision support. The work has been carried out under the TRIDEC project (www.tridec-online.eu), focusing on geo-information fusion and collaborative decision making. Four technologies underpin the architecture: 1) A message oriented middleware, for distributed communications; 2) A leveraged hybrid storage solution, for efficient storage of heterogeneous datasets and semantic knowledge; 3) A generic data fusion container, for dynamic algorithms control; and 4) A single conceptual model and schema, as systems’ semantic meta-model. Deployment for industrial drilling operations is described. Agility is manifested with the ability to integrate data sources from a proprietary domain, dynamically discover new datasets and configure and task fusion algorithms to operate on them, aided by efficient information storage. The platform empowers decision support by enabling dynamic discovery of information and control of the fusion process across geo-distributed locations.
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Published date: 2013
Keywords:
data fusion, information fusion, data fusion architecture, OGC Sensor Web Enablement (SWE), hybrid data storage, industrial subsurface development, Echo State Network, drilling operations states
Organisations:
IT Innovation
Identifiers
Local EPrints ID: 355792
URI: http://eprints.soton.ac.uk/id/eprint/355792
ISSN: 1941-6296
PURE UUID: 61fe8c4a-4f79-4e9e-9e71-557b08c45c25
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Date deposited: 05 Sep 2013 11:43
Last modified: 14 Mar 2024 14:37
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Author:
Zlatko Zlatev
Author:
Galina Veres
Author:
Zoheir Sabeur
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