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1	Maritime Domain Awareness via Agent Learning and Collaboration
	Zhao, Ying; MacKinnon, Douglas J.; Gallup, Shelly P.; Zhou, Charles
	In: DTIC (2010)
	Abstract: Maritime security is vital to US security. Enhanced Maritime Domain Awareness (MDA) of potential threats in this dynamic environment can be achieved, yet requires integrated analysis from numerous sources in real time. We will present a learning agent technology that integrates structured and unstructured data and discovers behavior patterns from varied sources such as Automatic Information Systems (AIS), Coast Guard, and police contextual information including: maritime commercial activities, weather, terrain, environmental conditions, maritime incidents, casualties, and military exercises. These discovered patterns can help correlate warnings and reduce false alarms in support of maritime security. We will show our test results from the Trident Warrior (TW08) exercise. We will also discuss the agent learning applied to system self-awareness, where we consider that the cognitive interface between decision makers and a complex system may be expressed in a range of terms or "features," i.e. specific vocabulary to describe a System of Systems (SoS) or so-called Lexical Link Analysis (LLA). MDA is an extremely varied and dynamic SoS, requiring constant collaboration and decision making. We will discuss prototypes of agent learning and collaboration, LLA, and visualization that provide real-time "views" of SoS to support large-scale decision making for MDA technology acquisition, irregular warfare at sea, and intelligence collection with analysis automation. ; Presented at 15th ICCRTS, International Command and Control, Research and Technology Symposium, Santa Monica, California, June 22-24, 2010.
	Keyword: DATA FUSION; DECISION SUPPORT SYSTEMS; OCEAN SURVEILLANCE; SITUATIONAL AWARENESS; BRIEFING CHARTS; Cybernetics; FIELD TESTS; FLEET EXERCISES; INFORMATION RETRIEVAL; KNOWLEDGE MANAGEMENT; LEARNING AGENT TECHNOLOGY; LEARNING MACHINES; LLA(LEXICAL LINK ANALYSIS); MDA(MARITIME DOMAIN AWARENESS); Military Intelligence; Naval Surface Warfare; PATTERN RECOGNITION; SOFTWARE TOOLS; SOS(SYSTEM OF SYSTEMS); SYMPOSIA; Undersea and Antisubmarine Warfare
	URL: http://oai.dtic.mil/oai/oai?&verb=getRecord&metadataPrefix=html&identifier=ADA525250 http://www.dtic.mil/docs/citations/ADA525250
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2	Enhancing a Web Crawler with Arabic Search Capability
	Nguyen, Qui V
	In: DTIC (2010)
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3	An Analysis of Specware and Its Usefulness in the Verification of High Assurance Systems
	DeCloss, Daniel P.
	In: DTIC (2006)
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4	Speeding Up a Path-Based Policy Language Compiler
	Guven, Ahmet
	In: DTIC AND NTIS (2003)
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5	An Architecture for the Semantic Processing of Natural Language Input to a Policy Workbench
	Custy, E. J.
	In: DTIC AND NTIS (2003)
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6	The State Transition Diagram with Path Priority and It's Applications
	Scholz, Thomas
	In: DTIC AND NTIS (1993)
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7	Turtle Graphics Implementation Using a Graphical Dataflow Programming Approach
	Lovejoy, Robert S.
	In: DTIC AND NTIS (1992)
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8	Design of a Syntax Directed Editor for PSDL (Prototype Systems Design Language)
	Porter, Scott W.
	In: DTIC AND NTIS (1988)
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