Multilayer Perceptron Neural Networks Training Through Charged System Search and its Application for Non-Technical Losses Detection

The non-technical loss is not a problem with trivial solution or regional character and its minimization represents the guarantee of investments in product quality and maintenance of power systems, introduced by a competitive environment after the period of privatization in the national scene. In this paper, we show how to improve the training phase of a neural network-based classifier using a recently proposed meta-heuristic technique called Charged System Search, which is based on the interactions between electrically charged particles. The experiments were carried out in the context of non-technical loss in power distribution systems in a dataset obtained from a Brazilian electrical power company, and have demonstrated the robustness of the proposed technique against with several others natureinspired optimization techniques for training neural networks. Thus, it is possible to improve some applications on Smart Grids.

Using Baseline Methods to Identify Non-technical Losses in the Context of Smart Grids

Demand response has gained increasing importance in the context of competitive electricity markets and smart grid environments. In addition to the importance that has been given to the development of business models for integrating demand response, several methods have been developed to evaluate the consumers’ performance after the participation in a demand response event. The present paper uses those performance evaluation methods, namely customer baseline load calculation methods, to determine the expected consumption in each period of the consumer historic data. In the cases in which there is a certain difference between the actual consumption and the estimated consumption, the consumer is identified as a potential cause of non-technical losses. A case study demonstrates the application of the proposed method to real consumption data.

Smart Grid Market Using Joint Energy and Ancillary Services Bids

The power systems operation in the smart grid context increases significantly the complexity of their management. New approaches for ancillary services procurement are essential to ensure the operation of electric power systems with appropriate levels of stability, safety, quality, equity and competitiveness. These approaches should include market mechanisms which allow the participation of small and medium distributed energy resources players in a competitive market environment. In this paper, an energy and ancillary services joint market model used by an aggregator is proposed, considering bids of several types of distributed energy resources. In order to improve economic efficiency in the market, ancillary services cascading market mechanism is also considered in the model. The proposed model is included in MASCEM – a multi-agent system electricity market simulator. A case study considering a distribution network with high penetration of distributed energy resources is presented.

Anthropocentric-based robotic and autonomous systems: assessment for new organisational options

Text based on the paper presented at the Conference "Autonomous systems: inter-relations of technical and societal issues" held at Monte de Caparica (Portugal), Universidade Nova de Lisboa, November, 5th and 6th 2009 and organized by IET-Research Centre on Enterprise and Work Innovation

Status of Non-Technical Losses of Electricity in Brazil

The electricity demand in Brazil has been growing. Some studies estimate that through 2035 the energy consumption (the power consumption) should increase 78%. Two distinct actions are necessary to meet this growth: the construction of new generating plants and to reduce electrical losses in the country. As the construction of power plants have a high price, coupled with the growth of (current) environmental concern, electric utilities are investing in reducing losses, both technical and non-technical. In this context, this paper aims to present an overview of nontechnical losses in Brazil and to raise a discussion on the reasons that contribute to energy fraud.

Study of Proposed Identification of Non-Technical Losses of Electricity in Brazil

The electric utilities have large revenue losses annually due to commercial losses, which are caused mainly by fraud on the part of consumers and faulty meters. Automatic detection of such losses where there is a complex problem, given the large number of consumers and the high cost of each inspection, not to mention the wear of the relationship between company and consumer. Given the above, this paper aims to briefly present some methodologies applied by utilities to identify consumer frauds.

Celorico Wireless

Mestrado em Engenharia Informática

Eficiência Energética no Hospital Pedro Hispano

Os crescentes custos ligados ao consumo elétrico, não apenas de cariz financeiro mas também ambiental, despertam cada vez mais para a importância da definição de estratégias de melhor utilização de recursos e eficiência energética. Esta importância tem sido reforçada pela definição de decretos-lei que vêm colocar metas e limites relativamente às despesas energéticas. Estes diplomas são também acompanhados por programas de incentivo para um setor ligado à eficiência energética. Em Portugal as medidas ligadas ao setor tem vindo a ser redirecionadas para o consumo final de energia, com a definição de metas para as instalações de maior consumo. As instalações hospitalares são grandes centros de consumo energético devido não só ao elevado número de utentes que recebem mas também pelos diversos tipos de equipamentos elétricos usados para a prestação dos serviços médicos. Como consequência disso, os investimentos e os custos operacionais são elevados, o que reforça a necessidade de gerir os gastos e consumos energéticos com a procura constante de melhoria na recolha de informação sobre todo o sistema e na adequação de intervenções com vista a uma maior eficiência energética. O Hospital Pedro Hispano vem desde algum tempo a investir no sentido de conhecer mais e melhor toda a instalação bem como os consumos energéticos a ela associados. Algumas medidas foram tomadas nesse sentido nomeadamente a instalação de analisadores de energia, de modo a obter um retrato mais fiel e fidedigno dos principais vetores de consumo. Neste momento a gestão técnica do hospital tem em análise uma grande parte da instalação recolhendo dados do consumo elétrico real do hospital. Nesta dissertação procurou-se fazer uma análise e enquadramento dos programas e metas ligados ao setor energético com ênfase nos diplomas que visão e abrangem as instalações hospitalares. Dos vários programas de incentivo à adoção de políticas de maior eficiência energética é dado especial destaque ao programa ECO.AP que visa a celebração de contratos para implementação de medidas de poupança energética ao setor público. Em colaboração com o HPH, iniciaram-se os trabalhos pelo estudo e identificação das principais fases e ferramentas utilizadas na gestão energética do edifício tendo como objetivo a reavaliação dos vetores energéticos já identificados no HPH e a criação e contabilização de novos grupos de consumo. Através de várias medições do consumo elétrico, num total superior a 650 horas de funcionamento, foi possível a criação do mapa de desagregação de consumos para o ano de 2013. A desagregação realizada conta com 3 novos vetores energéticos e com a reavaliação do peso relativo de mais 5 grupos de consumo. Das medições efetuadas destaca-se a reavaliação do consumo da central de bombagem onde a parcela considerada até à data estava 3 vezes acima do valor real medido. Com base na desagregação feita foram apontadas e estudadas medidas de implementação com o objetivo de reduzir os consumos energético em todo o hospital, destacando-se a solução apresentada para a central de bombagem. Esta medida traria um grande impacto em toda a fatura energética, não só pela sua viabilidade, mas também porque atuaria num grande centro de consumo onde até ao momento nenhuma ação do género foi implementada.

Economias de escala em centros hospitalares

RESUMO - Perante o actual contexto de contenção de gastos no sector da saúde e consequente preocupação com a eficiência do sistema, tem‐se assistido a mudanças várias no modelo de gestão e organizacional do sistema de saúde. Destaca‐se a alteração da estrutura hospitalar, com vista à racionalização dos seus recursos internos, onde as fusões hospitalares têm assumido um papel determinante. Em Portugal, nos últimos 10 anos, assistiu‐se a uma significativa redução do número de hospitais (de sensivelmente 90 para 50 unidades), exclusivamente através das fusões e sem quaisquer alterações no número de estruturas físicas existentes. Não obstante os argumentos justificativos desta reforma, a avaliação dos objectivos implícitos é insuficiente. Neste âmbito, pretendeu‐se com este estudo contribuir para a análise do impacte da criação de centros hospitalares na redução de gastos, isto é, verificar se a consolidação e consequente reengenharia dos processos produtivos teve consequencias ao nível da obtenção de economias de escala. Para esta análise usou‐se uma base de dados em painel, onde se consideraram 75 hospitais durante 7 anos (2003‐2009), número que foi reduzindo ao longo do período em análise devido às inúmeras fusões já referidas. Para avaliar os ganhos relativos às fusões hospitalares, ao nível da eficiência técnica e das economias de escala, recorreu‐se à fronteira estocástica especificada função custo translog. Estimada a fronteira, foi possível analisar três centros hospitalares específicos, onde se comparou o período pré‐fusão (2005‐2006) com o período após a fusão (2008‐2009). Como variáveis explicativas, relativas à produção hospitalar, considerou‐se o número de casos tratados e os dias de internamento (Vita, 1990; Schuffham et al., 1996), o número de consultas e o número de urgências, sendo estas variáveis as mais comuns na literatura (Vita, 1990; Fournier e Mitchell, 1992; Carreira, 1999). Quanto à variável dependente usou‐se o custo variável total, que compreende o total de custos anuais dos hospitais excepto de imobilizado. Como principais conclusões da investigação, em consequência da criação dos centros hospitalares, são de referir os ganhos de escala na fusão de hospitais de reduzida dimensão e com mais serviços complementares. --------ABSTRACT - Driven by the current pressure on resources induced by budgetary cuts, the Portuguese Ministry of Health is imposing changes in the management model and organization of NHS hospitals. The most recent change is based on the creation of Hospital Centres that are a result of administrative mergers of existing hospitals. In less than 10 years the number of hospitals passed from around 90 to around 50, only due to the mergers and without any change in the existing number of physical institutions. According to the political discourse, one of the main goals expected from this measure is the creation of synergies and more efficiency in the use of available resources. However, the merger of the hospitals has been a political decision without support or evaluation of the first experiments. The aim of this study is to measure the results of this policy by looking at economies of scale namely through reductions in the expenditures, as expected and sought by the MoH. Data used covers 7 years (2003‐2009) and 75 hospitals, number that has been reduced my the enoumerous mergers during the last decade. This work uses a stochastic frontier analysis through the translog cost function to examine the gains from mergers, which were decomposed into technical efficiency and economies of scale. It was analised these effects by the creation of three specific hospital centers, using a longitudinal approach to compare the period pre‐merger (2003‐2006) with the post‐merger period (2007‐09). To measure changes in inpatient hospital production volume and length of stay are going to be considered as done by Vita (1990) and Schuffham et al. (1996). For outpatient services the number of consultations and emergencies are going to be considered (Vita, 1990; Fournier e Mitchell, 1992; Carreira, 1999). Total variable cost is considered as the dependent variable explained the aforementioned ones. After a review of the literature results expected point to benefits from the mergers, namely a reduction in total expenditures and in the number of duplicated services. Results extracted from our data point in the same direction, and thus for the existence of some economies of scale only for small hospitals.

An approach for automated service selection and ranking using services choreography

In today’s highly competitive market, it is critical to provide customers services with a high level of configuration to answer their business needs. Knowing in advance the performance associated with a specific choreography of services (e.g., by taking into account the expected results of each component service) represents an important asset that allows businesses to provide a global service tailored to customers’ specific requests. This research work aims at advancing the state-of-the-art in this area by proposing an approach for service selection and ranking using services choreography, predicting the behavior of the services considering customers’ requirements and preferences, business process constraints and characteristics of the execution environment.

ARCHI-AVE: património documental da bacia do Ave: estudo orgânico-funcional e tratamento documental

Relatório de Estágio

Gestão da manutenção e o novo paradigma de manuseamento de gases fluorados com efeito de estufa

As alterações climáticas são atualmente reconhecidas como uma das mais relevantes ameaças ambientais, sociais e económicas. A resposta a este problema tem-se traduzido na aplicação de um conjunto de legislação e práticas, com o objetivo de promover uma redução significativa das emissões de gases com efeito de estufa. Entre outros, os gases fluorados são dos mais relevantes gases com efeito de estufa, conforme identificados no Protocolo de Quioto. No enquadramento legal em vigor a certificação de técnicos e empresas, assim como certificação de ferramentas para o manuseamento de gases fluorados, sofreu, desde 2011, uma profunda alteração, com impacto nos procedimentos de manutenção existentes até essa data, na atividade de empresas prestadoras de serviços de manutenção e na atuação dos proprietários de edifícios civis e industriais com equipamentos que contêm gases fluorados. Esta tese tem como objetivo evidenciar as ações que as empresas prestadores de serviços necessitam executar para a sua certificação, assim como informar os proprietários de edifícios civis ou industriais, sobre as diferentes vertentes que têm à sua disposição, em termos de gestão da manutenção, de forma a garantir o cumprimento da legislação em vigor nas suas instalações e a gestão de ativos físicos que contêm gases fluorados, tais como equipamentos e instalações de aquecimento, ventilação, ar condicionado e refrigeração. Foi efetuada uma pesquisa aprofundada sobre os requisitos legais e técnicos necessários para a cerificação das empresas que atuam neste sector. Um caso de estudo foi realizado e os resultados apresentados sobre todo o processo de certificação de uma empresa do setor do ar condicionado e refrigeração, para poder prestar serviços em equipamentos ou sistemas que contenham gases fluorados com efeito de estufa.

Electricity markets modeling considering complex contracts and aggregators

All over the world, the liberalization of electricity markets, which follows different paradigms, has created new challenges for those involved in this sector. In order to respond to these challenges, electric power systems suffered a significant restructuring in its mode of operation and planning. This restructuring resulted in a considerable increase of the electric sector competitiveness. Particularly, the Ancillary Services (AS) market has been target of constant renovations in its operation mode as it is a targeted market for the trading of services, which have as main objective to ensure the operation of electric power systems with appropriate levels of stability, safety, quality, equity and competitiveness. In this way, with the increasing penetration of distributed energy resources including distributed generation, demand response, storage units and electric vehicles, it is essential to develop new smarter and hierarchical methods of operation of electric power systems. As these resources are mostly connected to the distribution network, it is important to consider the introduction of this kind of resources in AS delivery in order to achieve greater reliability and cost efficiency of electrical power systems operation. The main contribution of this work is the design and development of mechanisms and methodologies of AS market and for energy and AS joint market, considering different management entities of transmission and distribution networks. Several models developed in this work consider the most common AS in the liberalized market environment: Regulation Down; Regulation Up; Spinning Reserve and Non-Spinning Reserve. The presented models consider different rules and ways of operation, such as the division of market by network areas, which allows the congestion management of interconnections between areas; or the ancillary service cascading process, which allows the replacement of AS of superior quality by lower quality of AS, ensuring a better economic performance of the market. A major contribution of this work is the development an innovative methodology of market clearing process to be used in the energy and AS joint market, able to ensure viable and feasible solutions in markets, where there are technical constraints in the transmission network involving its division into areas or regions. The proposed method is based on the determination of Bialek topological factors and considers the contribution of the dispatch for all services of increase of generation (energy, Regulation Up, Spinning and Non-Spinning reserves) in network congestion. The use of Bialek factors in each iteration of the proposed methodology allows limiting the bids in the market while ensuring that the solution is feasible in any context of system operation. Another important contribution of this work is the model of the contribution of distributed energy resources in the ancillary services. In this way, a Virtual Power Player (VPP) is considered in order to aggregate, manage and interact with distributed energy resources. The VPP manages all the agents aggregated, being able to supply AS to the system operator, with the main purpose of participation in electricity market. In order to ensure their participation in the AS, the VPP should have a set of contracts with the agents that include a set of diversified and adapted rules to each kind of distributed resource. All methodologies developed and implemented in this work have been integrated into the MASCEM simulator, which is a simulator based on a multi-agent system that allows to study complex operation of electricity markets. In this way, the developed methodologies allow the simulator to cover more operation contexts of the present and future of the electricity market. In this way, this dissertation offers a huge contribution to the AS market simulation, based on models and mechanisms currently used in several real markets, as well as the introduction of innovative methodologies of market clearing process on the energy and AS joint market. This dissertation presents five case studies; each one consists of multiple scenarios. The first case study illustrates the application of AS market simulation considering several bids of market players. The energy and ancillary services joint market simulation is exposed in the second case study. In the third case study it is developed a comparison between the simulation of the joint market methodology, in which the player bids to the ancillary services is considered by network areas and a reference methodology. The fourth case study presents the simulation of joint market methodology based on Bialek topological distribution factors applied to transmission network with 7 buses managed by a TSO. The last case study presents a joint market model simulation which considers the aggregation of small players to a VPP, as well as complex contracts related to these entities. The case study comprises a distribution network with 33 buses managed by VPP, which comprises several kinds of distributed resources, such as photovoltaic, CHP, fuel cells, wind turbines, biomass, small hydro, municipal solid waste, demand response, and storage units.

RoutesMobilityModel: easy realistic mobility simulation using external information services

Workshop on ns-3 (WNS '15). 13, May, 2015. Castelldefels, Spain.

Ensemble: an innovative approach to practice computer programming

Currently, the teaching-learning process in domains, such as computer programming, is characterized by an extensive curricula and a high enrolment of students. This poses a great workload for faculty and teaching assistants responsible for the creation, delivery, and assessment of student exercises. The main goal of this chapter is to foster practice-based learning in complex domains. This objective is attained with an e-learning framework—called Ensemble—as a conceptual tool to organize and facilitate technical interoperability among services. The Ensemble framework is used on a specific domain: computer programming. Content issues are tacked with a standard format to describe programming exercises as learning objects. Communication is achieved with the extension of existing specifications for the interoperation with several systems typically found in an e-learning environment. In order to evaluate the acceptability of the proposed solution, an Ensemble instance was validated on a classroom experiment with encouraging results.