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Abstract
Today smart meters are increasingly used in the worldwide. Smart meters are the
advanced meters capable of measuring customer energy consumption at a fine-grained time in-
terval, e.g., every 15 minutes. The data are very sizeable, and might be from different sources,
along with the other social-economic metrics such as the geographic information of meters, the
information about users and their property, geographic location and others, which make the data
management very complex. On the other hand, data-mining and the emerging cloud computing
technologies make the collection, management, and analysis of the so-called big data possible.
This can improve energy management, e.g., help utility companies to forecast energy loads and
improve services, and help households to manage energy usage and save money. As this regard,
the proposed paper focuses on building an innovative software platform for smart meter data analytics using cloud technologies, aiming to maximize the information assets in demand-side energy
management and relieving peak load. The proposed platform will oer information integration
pipeline to ingest smart meter time-series data; a secure repository for researchers sharing their
knowledge; scalable data analytics platform for data mining over big data sets for energy demand
forecasting and consumption discovering; data as the service for other applications using smart
meter data; and a portal for visualizing data analytics results. The design will incorporate hybrid
clouds, including Infrastructure as a Service (IaaS) and Platform as a Service (PaaS), which are
suitable for on-demand provisioning, massive scaling, and manageability. Besides, the design will
impose extensibility, eciency, and high availability on the system. The paper will evaluate the
system comprehensively, and compare with other similar works. This paper will provide a proof
of concept for building the data management system expanding from the data management of
energy sector to the entire sectors of smart cities.
Original language | English |
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Publication date | 2015 |
Publication status | Published - 2015 |
Event | 10th Conference on Sustainable Development of Energy, Water and Environment Systems - Dubrovnik, Croatia Duration: 27 Sept 2015 → 2 Oct 2015 Conference number: 10 http://www.dubrovnik2015.sdewes.org/index.php |
Conference
Conference | 10th Conference on Sustainable Development of Energy, Water and Environment Systems |
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Number | 10 |
Country/Territory | Croatia |
City | Dubrovnik |
Period | 27/09/2015 → 02/10/2015 |
Internet address |
Keywords
- Cloud-based
- Platform
- Smart meter
- Data managment
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Dive into the research topics of 'Cloud-Based Software Platform for Smart Meter Data Management'. Together they form a unique fingerprint.Activities
- 1 Participating in or organising a conference
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10th Conference on Sustainable Development of Energy, Water and Environment Systems
Liu, X. (Participant)
1 Feb 2015Activity: Attending an event › Participating in or organising a conference