Web-based decision-support system methodology for smart provision of adaptive digital energy services over cloud technologies
- 1 January 2011
- journal article
- Published by Institution of Engineering and Technology (IET) in IET Software
- Vol. 5 (5), 454-465
- https://doi.org/10.1049/iet-sen.2010.0008
Abstract
Energy information systems, which manage energy consumptions over internet, have been evolving over the past decade and can be considered as a part of a specialised sequential decision process, regarding the provision of personalised energy services to the community. The aim of this study is to develop and present an innovative decision-support system and cloud computing software methodology that brings together energy consultants, consumers, energy services procedures and modern web interoperable technologies. The authors propose a web-based knowledge system, using distributed cloud architecture and metering grids over ADSL broadband connections. By using some clustering algorithms and a web middleware, energy profiles over time are analysed and observed. The resulting clusters and centroids are projected and statistically analysed over time, producing a centroid-locus. Hypercube topology was used for efficient data management and software agent-based parallel analysis. The system operates efficiently on a multi-tier cloud-based middleware that generates in real-time using various service software components to the end consumers. The case study on real Greek energy measurements, for the first time in Greece, indicated a compact and efficient distributed procedure that could analyse and produce adaptive personalised information services.Keywords
This publication has 11 references indexed in Scilit:
- Residential response to critical-peak pricing of electricity: California evidenceEnergy, 2010
- A fast k-means clustering algorithm using cluster center displacementPattern Recognition, 2009
- Data mining methodology for disaggregation of load demandElectric Power Systems Research, 2009
- An applied artificial intelligence approach towards assessing building performance simulation toolsEnergy and Buildings, 2008
- Study of climatic effects on peak load and regional similarity of load profiles following disturbances based on data miningInternational Journal of Electrical Power & Energy Systems, 2006
- Model management decision environment: a Web service prototype for spreadsheet modelsDecision Support Systems, 2005
- Consumer advantages from half-hourly metering and load profiles in the UK competitive electricity marketPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2002
- Application of load survey systems to proper tariff designIEEE Transactions on Power Systems, 1997
- Determination of customer load characteristics by load survey system at TaipowerIEEE Transactions on Power Delivery, 1996
- A Scheme for Fast Parallel CommunicationSIAM Journal on Computing, 1982