Semantic Information Integration for Smart Grid Applications

The Los Angeles Smart Grid Project aims to use informatics techniques to bring about a quantum leap in the way demand response load optimization is performed in utilities. Semantic information integration, from sources as diverse as Internet-connected smart meters and social networks, is a linchpin to support the advanced analytics and mining algorithms required for this. In association with it, semantic complex event processing system will allow consumer and utility managers to easily specify and enact energy policies continuously. We present the information systems architecture for the project that is under development, and discuss research issues that emerge from having to design a system that supports 1.4 million customers and a rich ecosystem of Smart Grid applications from users, third party vendors, the utility and regulators.

[1]  Yanlei Diao,et al.  SASE: Complex Event Processing over Streams , 2006, ArXiv.

[2]  Johannes Gehrke,et al.  Cayuga: A General Purpose Event Monitoring System , 2007, CIDR.

[3]  Yogesh L. Simmhan,et al.  An Informatics Approach to Demand Response Optimization in Smart Grids , 2011 .

[4]  John Domingue,et al.  Semantic enabled complex event language for business process monitoring , 2009, SBPM '09.

[5]  José L. Martínez Lastra,et al.  Semantic web services in factory automation: fundamental insights and research roadmap , 2006, IEEE Transactions on Industrial Informatics.

[6]  Ugur Çetintemel,et al.  Plan-based complex event detection across distributed sources , 2008, Proc. VLDB Endow..

[7]  Stuart E. Madnick,et al.  Semantic Information Integration in the Large: Adaptability, Extensibility, and Scalability of the Context Mediation Approach , 2005 .

[8]  Diego Calvanese,et al.  The Description Logic Handbook: Theory, Implementation, and Applications , 2003, Description Logic Handbook.

[9]  Martha Palmer,et al.  Twitter in mass emergency: what NLP techniques can contribute , 2010, HLT-NAACL 2010.

[10]  Viktor K. Prasanna,et al.  Parallel Inferencing for OWL Knowledge Bases , 2008, 2008 37th International Conference on Parallel Processing.

[11]  B. Haddow,et al.  Automating curation using a natural language processing pipeline , 2008, Genome Biology.

[12]  E. Marcos,et al.  Toward Web portals integration through semantic Web services , 2005, International Conference on Next Generation Web Services Practices (NWeSP'05).

[13]  Viktor K. Prasanna,et al.  On Using Cloud Platforms in a Software Architecture for Smart Energy Grids , 2010 .

[14]  Philip S. Yu,et al.  Mining Asynchronous Periodic Patterns in Time Series Data , 2003, IEEE Trans. Knowl. Data Eng..

[15]  Yogesh L. Simmhan,et al.  Towards an inexact semantic complex event processing framework , 2011, DEBS '11.

[16]  Peter Mika,et al.  Ontologies are us: A unified model of social networks and semantics , 2005, J. Web Semant..

[17]  Carl Taswell,et al.  DOORS to the Semantic Web and Grid With a PORTAL for Biomedical Computing , 2008, IEEE Transactions on Information Technology in Biomedicine.

[18]  Mohammed J. Zaki Scalable Algorithms for Association Mining , 2000, IEEE Trans. Knowl. Data Eng..

[19]  Sharma Chakravarthy,et al.  Snoop: An Expressive Event Specification Language for Active Databases , 1994, Data Knowl. Eng..

[20]  Fabiane Bizinella Nardon,et al.  Knowledge Sharing and Information Integration in Healthcare using Ontologies and Deductive Databases , 2004, MedInfo.

[21]  Nada Golmie,et al.  NIST Framework and Roadmap for Smart Grid Interoperability Standards, Release 1.0 , 2010 .

[22]  Gavin E. Churcher,et al.  Applying and extending sensor web enablement to a telecare sensor network architecture , 2009, COMSWARE '09.

[23]  Andrew Crapo Overcoming Challenges Using the CIM as a Semantic Model for Energy Applications , 2010 .

[24]  Johanna C. van Niekerk,et al.  Advancing Health Care Management with the Semantic Web , 2008, 2008 Third International Conference on Broadband Communications, Information Technology & Biomedical Applications.

[25]  Yogesh L. Simmhan,et al.  An Analysis of Security and Privacy Issues in Smart Grid Software Architectures on Clouds , 2011, 2011 IEEE 4th International Conference on Cloud Computing.

[26]  Yanlei Diao,et al.  High-performance complex event processing over streams , 2006, SIGMOD Conference.

[27]  Ying Xing,et al.  Scalable Distributed Stream Processing , 2003, CIDR.

[28]  Ramakrishnan Srikant,et al.  Fast Algorithms for Mining Association Rules in Large Databases , 1994, VLDB.

[29]  Ramakrishnan Srikant,et al.  Mining sequential patterns , 1995, Proceedings of the Eleventh International Conference on Data Engineering.

[30]  Johannes Gehrke,et al.  Distributed event stream processing with non-deterministic finite automata , 2009, DEBS '09.

[31]  Philip A. Bernstein,et al.  Merging Models Based on Given Correspondences , 2003, VLDB.

[32]  Viktor K. Prasanna,et al.  A Semantic Framework for Integrated Asset Management in Smart Oilfields , 2007, Seventh IEEE International Symposium on Cluster Computing and the Grid (CCGrid '07).

[33]  H. Falk,et al.  Standards-based approach integrates utility applications , 2000 .

[34]  Viktor K. Prasanna,et al.  Towards an integrated modeling and simulation framework for freight transportation in metropolitan areas , 2008, IRI.

[35]  Y. Simmhan,et al.  Towards Reliable, Performant Workflows for Streaming-Applications on Cloud Platforms , 2011, 2011 11th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing.

[36]  Asaf Adi,et al.  Application Generation Framework for Real-Time Complex Event Processing , 2008, 2008 32nd Annual IEEE International Computer Software and Applications Conference.

[37]  Asaf Adi,et al.  Complex Event Processing for Financial Services , 2006, 2006 IEEE Services Computing Workshops.

[38]  Frank Dawson,et al.  Internet Calendaring and Scheduling Core Object Specification (iCalendar) , 1998, RFC.