{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,8]],"date-time":"2026-02-08T05:38:19Z","timestamp":1770529099675,"version":"3.49.0"},"reference-count":89,"publisher":"MDPI AG","issue":"9","license":[{"start":{"date-parts":[[2011,9,14]],"date-time":"2011-09-14T00:00:00Z","timestamp":1315958400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/3.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>Sensing devices are increasingly being deployed to monitor the physical world around us. One class of application for which sensor data is pertinent is environmental decision support systems, e.g., flood emergency response. For these applications, the sensor readings need to be put in context by integrating them with other sources of data about the surrounding environment. Traditional systems for predicting and detecting floods rely on methods that need significant human resources. In this paper we describe a semantic sensor web architecture for integrating multiple heterogeneous datasets, including live and historic sensor data, databases, and map layers. The architecture provides mechanisms for discovering datasets, defining integrated views over them, continuously receiving data in real-time, and visualising on screen and interacting with the data. Our approach makes extensive use of web service standards for querying and accessing data, and semantic technologies to discover and integrate datasets. We demonstrate the use of our semantic sensor web architecture in the context of a flood response planning web application that uses data from sensor networks monitoring the sea-state around the coast of England.<\/jats:p>","DOI":"10.3390\/s110908855","type":"journal-article","created":{"date-parts":[[2011,9,15]],"date-time":"2011-09-15T16:44:05Z","timestamp":1316105045000},"page":"8855-8887","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":35,"title":["A Semantic Sensor Web for Environmental Decision Support Applications"],"prefix":"10.3390","volume":"11","author":[{"given":"Alasdair J. G.","family":"Gray","sequence":"first","affiliation":[{"name":"School of Computer Science, University of Manchester, Oxford Road, Manchester M13 9PL, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jason","family":"Sadler","sequence":"additional","affiliation":[{"name":"GeoData Institute, University of Southampton, Southampton SO17 1BJ, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Oles","family":"Kit","sequence":"additional","affiliation":[{"name":"GeoData Institute, University of Southampton, Southampton SO17 1BJ, UK"},{"name":"Department of Climate Impacts and Vulnerabilities, Potsdam Institute for Climate Impact Research, P.O. Box 60 12 03, D-14412 Potsdam, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kostis","family":"Kyzirakos","sequence":"additional","affiliation":[{"name":"Department of Informatics and Telecommunications, National and Kapodistrian University of Athens, Athens 15784, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Manos","family":"Karpathiotakis","sequence":"additional","affiliation":[{"name":"Department of Informatics and Telecommunications, National and Kapodistrian University of Athens, Athens 15784, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jean-Paul","family":"Calbimonte","sequence":"additional","affiliation":[{"name":"Ontology Engineering Group, Universidad Polit\u00e9cnica de Madrid, Campus de Montegancedo s\/n 28660, Boadilla del Monte, Madrid, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kevin","family":"Page","sequence":"additional","affiliation":[{"name":"School of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ra\u00fal","family":"Garc\u00eda-Castro","sequence":"additional","affiliation":[{"name":"Ontology Engineering Group, Universidad Polit\u00e9cnica de Madrid, Campus de Montegancedo s\/n 28660, Boadilla del Monte, Madrid, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alex","family":"Frazer","sequence":"additional","affiliation":[{"name":"School of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ixent","family":"Galpin","sequence":"additional","affiliation":[{"name":"School of Computer Science, University of Manchester, Oxford Road, Manchester M13 9PL, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alvaro A. A.","family":"Fernandes","sequence":"additional","affiliation":[{"name":"School of Computer Science, University of Manchester, Oxford Road, Manchester M13 9PL, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Norman W.","family":"Paton","sequence":"additional","affiliation":[{"name":"School of Computer Science, University of Manchester, Oxford Road, Manchester M13 9PL, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Oscar","family":"Corcho","sequence":"additional","affiliation":[{"name":"Ontology Engineering Group, Universidad Polit\u00e9cnica de Madrid, Campus de Montegancedo s\/n 28660, Boadilla del Monte, Madrid, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Manolis","family":"Koubarakis","sequence":"additional","affiliation":[{"name":"Department of Informatics and Telecommunications, National and Kapodistrian University of Athens, Athens 15784, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"David De","family":"Roure","sequence":"additional","affiliation":[{"name":"School of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kirk","family":"Martinez","sequence":"additional","affiliation":[{"name":"School of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Asunci\u00f3n","family":"G\u00f3mez-P\u00e9rez","sequence":"additional","affiliation":[{"name":"Ontology Engineering Group, Universidad Polit\u00e9cnica de Madrid, Campus de Montegancedo s\/n 28660, Boadilla del Monte, Madrid, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2011,9,14]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"5664","DOI":"10.3390\/s90705664","article-title":"A survey of geosensor networks: Advances in dynamic environmental monitoring","volume":"9","author":"Nittel","year":"2009","journal-title":"Sensors"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"3874","DOI":"10.3390\/s110403874","article-title":"From sensor to observation web with environmental enablers in the future internet","volume":"11","author":"Havlik","year":"2011","journal-title":"Sensors"},{"key":"ref_3","unstructured":"National Flood and Coastal Defence Database (NFCDD) Available online: http:\/\/www.scisys.co.uk\/casestudies\/environment\/nfcdd.aspx (accessed on 18 August 2011)."},{"key":"ref_4","unstructured":"W3C OWL Working Group OWL 2 Web Ontology Language Document Overview. 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