An Intelligent Active Video Surveillance System Based on the Integration of Virtual Neural Sensors and BDI Agents
In this paper we present an intelligent active video surveillance system currently adopted in two different application domains: railway tunnels and outdoor storage areas. The system takes advantages of the integration of Artificial Neural Networks (ANN) and symbolic Artificial Intelligence (AI). Th...
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| Veröffentlicht in: | IEICE Transactions on Information and Systems 2008/07/01, Vol.E91.D(7), pp.1914-1921 |
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| container_end_page | 1921 |
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| container_issue | 7 |
| container_start_page | 1914 |
| container_title | IEICE Transactions on Information and Systems |
| container_volume | E91.D |
| creator | GREGORIO, Massimo DE |
| description | In this paper we present an intelligent active video surveillance system currently adopted in two different application domains: railway tunnels and outdoor storage areas. The system takes advantages of the integration of Artificial Neural Networks (ANN) and symbolic Artificial Intelligence (AI). This hybrid system is formed by virtual neural sensors (implemented as WiSARD-like systems) and BDI agents. The coupling of virtual neural sensors with symbolic reasoning for interpreting their outputs, makes this approach both very light from a computational and hardware point of view, and rather robust in performances. The system works on different scenarios and in difficult light conditions. |
| doi_str_mv | 10.1093/ietisy/e91-d.7.1914 |
| format | Article |
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The system takes advantages of the integration of Artificial Neural Networks (ANN) and symbolic Artificial Intelligence (AI). This hybrid system is formed by virtual neural sensors (implemented as WiSARD-like systems) and BDI agents. The coupling of virtual neural sensors with symbolic reasoning for interpreting their outputs, makes this approach both very light from a computational and hardware point of view, and rather robust in performances. The system works on different scenarios and in difficult light conditions.</description><identifier>ISSN: 0916-8532</identifier><identifier>EISSN: 1745-1361</identifier><identifier>DOI: 10.1093/ietisy/e91-d.7.1914</identifier><language>eng</language><publisher>Oxford: The Institute of Electronics, Information and Communication Engineers</publisher><subject>active video surveillance ; Agents (artificial intelligence) ; Applied sciences ; Artificial intelligence ; BDI agents ; Computer science; control theory; systems ; Connectionism. 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Inf. & Syst.</addtitle><description>In this paper we present an intelligent active video surveillance system currently adopted in two different application domains: railway tunnels and outdoor storage areas. The system takes advantages of the integration of Artificial Neural Networks (ANN) and symbolic Artificial Intelligence (AI). This hybrid system is formed by virtual neural sensors (implemented as WiSARD-like systems) and BDI agents. The coupling of virtual neural sensors with symbolic reasoning for interpreting their outputs, makes this approach both very light from a computational and hardware point of view, and rather robust in performances. 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Neural networks</subject><subject>Electric, optical and optoelectronic circuits</subject><subject>Electronics</subject><subject>Exact sciences and technology</subject><subject>Expert systems</subject><subject>Hardware</subject><subject>Learning and adaptive systems</subject><subject>Learning theory</subject><subject>Neural networks</subject><subject>Sensors</subject><subject>Services and terminals of telecommunications</subject><subject>Surveillance systems</subject><subject>Systems, networks and services of telecommunications</subject><subject>Telecommunications</subject><subject>Telecommunications and information theory</subject><subject>Telemetry. Remote supervision. Telewarning. 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Neural networks</topic><topic>Electric, optical and optoelectronic circuits</topic><topic>Electronics</topic><topic>Exact sciences and technology</topic><topic>Expert systems</topic><topic>Hardware</topic><topic>Learning and adaptive systems</topic><topic>Learning theory</topic><topic>Neural networks</topic><topic>Sensors</topic><topic>Services and terminals of telecommunications</topic><topic>Surveillance systems</topic><topic>Systems, networks and services of telecommunications</topic><topic>Telecommunications</topic><topic>Telecommunications and information theory</topic><topic>Telemetry. Remote supervision. Telewarning. 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Inf. & Syst.</addtitle><date>2008</date><risdate>2008</risdate><volume>E91.D</volume><issue>7</issue><spage>1914</spage><epage>1921</epage><pages>1914-1921</pages><issn>0916-8532</issn><eissn>1745-1361</eissn><abstract>In this paper we present an intelligent active video surveillance system currently adopted in two different application domains: railway tunnels and outdoor storage areas. The system takes advantages of the integration of Artificial Neural Networks (ANN) and symbolic Artificial Intelligence (AI). This hybrid system is formed by virtual neural sensors (implemented as WiSARD-like systems) and BDI agents. The coupling of virtual neural sensors with symbolic reasoning for interpreting their outputs, makes this approach both very light from a computational and hardware point of view, and rather robust in performances. 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| identifier | ISSN: 0916-8532 |
| ispartof | IEICE Transactions on Information and Systems, 2008/07/01, Vol.E91.D(7), pp.1914-1921 |
| issn | 0916-8532 1745-1361 |
| language | eng |
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| source | J-STAGE (Japan Science & Technology Information Aggregator, Electronic) Freely Available Titles - Japanese; Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals |
| subjects | active video surveillance Agents (artificial intelligence) Applied sciences Artificial intelligence BDI agents Computer science control theory systems Connectionism. Neural networks Electric, optical and optoelectronic circuits Electronics Exact sciences and technology Expert systems Hardware Learning and adaptive systems Learning theory Neural networks Sensors Services and terminals of telecommunications Surveillance systems Systems, networks and services of telecommunications Telecommunications Telecommunications and information theory Telemetry. Remote supervision. Telewarning. Remote control virtual neural sensors |
| title | An Intelligent Active Video Surveillance System Based on the Integration of Virtual Neural Sensors and BDI Agents |
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