Percorrer por autor "Fernandes, Rubipiara"
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- Data mining techniques for electricity customer characterizationPublication . Ramos, Sérgio Filipe Carvalho; Soares, João; Cembranel, Samuel S.; Tavares, Inês; Foroozandeh, Z.; Vale, Zita; Fernandes, RubipiaraThe liberalization of electricity markets has been resulted in the emergence of new players, increasing the competitiveness in the markets, standing those can provide better services for better prices. The knowledge of energy consumers’ profile has been an important tool to help players to make decisions in the electrical sectors. In this paper, a characterization model of typical load curves for Low Voltage (LV) customers is proposed and evaluated. The identification of consumption patterns is based on clustering analysis. The clustering methodology is based on seven algorithms, partitional and hierarchical. Also, five clustering validity indices are used to identify the best data partition. With the knowledge obtained in clustering analysis, a classification model is used to classify new customers according to their consumption data. The classification model is used to select the correct class for each customer. To make the model simple, each load curve is represented by three indices which represent load curves shape. The methodology used in this work demonstrates to be an effective tool and can be used in most diverse sectors, highlighting the use of knowledge in the optimization of the energy contracting for low voltage customers. The energy consumption data can be constantly updated to improve the model precision, finding estimates that can better represent consumers and their consumption habits.
- Demand Response Approach for the Coordination Between Aggregators and ProvidersPublication . Schemes, Roger; Faria, Pedro; Fernandes, Rubipiara; Vale, ZitaNowadays electricity system is looking for innovation in its role. New approaches are being able to discuss because of several issues as environmental, costs, quality and reliability of the electric energy production. In this paper one more aggregation’s scheme for demand response will be proposed. Based on National Grid’s programs that already exist in the market which will be shown on the current paper. This paper will be a support for a master thesis in electrical engineering based on the same topic.
- Intelligent Energy Management using CBR: Brazilian Residential Consumption ScenarioPublication . Fernandes, Filipe; Alves, Douglas; Pinto, Tiago; Takigawa, Fabrício; Fernandes, Rubipiara; Morais, Hugo; Vale, Zita; Kagan, NelsonThis paper proposes a novel case-based reasoning (CBR) approach to support the intelligent management of energy resources in a residential context. The proposed approach analyzes previous cases of consumption reduction in houses, and determines the amount that should be reduced in each moment and in each context, in order to meet the users’ needs in terms of comfort while minimizing the energy bill. The actual energy resources management is executed using the SCADA House Intelligent Management (SHIM) system, which schedules the use of the different resources, taking into account the suggested reduction amount. A case study is presented, using data from Brazilian consumers. Several scenarios are considered, representing different combinations concerning the type of house/inhabitants, the season, the type of used energy tariff, the use of Photovoltaic system (PV) generation, and the maximum amount of allowed reduction. Results show that the proposed CBR approach is able to suggest appropriate amounts of energy reduction, which result in significant reductions of the energy bill, while, with the use of SHIM, minimizing the reduction of users’ comfort.
- Smart Grid Communication Technologies in the Brazilian Electrical SectorPublication . Kühne, Philipp; Hauer, Ines; Styczynski, Zbigniew A.; Fernandes, Rubipiara; Vale, ZitaIntelligent electrical grids can be considered as the next generation of electrical energy transportation. The enormous potential leads to worldwide focus of research on the technology of smart grids. This paper aims to present a review of the Brazilian electricity sector in context with the integration of communication technologies for smart grids. The work gives an overview of the generation, transmission and distribution of electrical energy in the Brazil and a brief summary of the current electricity market. Smart grid technologies are introduced and the requirements for the Brazilian power system are pointed out. Various technologies for communication within an intelligent network are presented and their characteristics, advantages and disadvantages are compared to the Brazilian conditions. In addition, a summary is given of current pilot projects for Smart Grid technologies within Brazil, as well as a presentation of individual selected projects.