PRPPG32003013001D0 PRPPG - PÓS GRADUAÇÃO EM ENGENHARIA ELÉTRICA PRÓ-REITORIA DE PESQUISA E PÓS-GRADUAÇÃO Téléphone/Extension: Indisponible
Dissertation/Thèse

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2019
Thèses
1
  • MATEUS DIAS BRAGA
  • Capacidade de Hospedagem de Sistemas de Distribuição com Inserção de Geração Distribuída Utilizando o OpenDSS

  • Leader : PAULO FERNANDO RIBEIRO
  • MEMBRES DE LA BANQUE :
  • BENEDITO ISAIAS LIMA FULY
  • ELIANE VALENCA NASCIMENTO DE LORENCI
  • JOSE LUIZ REZENDE PEREIRA
  • PAULO FERNANDO RIBEIRO
  • Data: 25 avr. 2019


  • Afficher le Résumé
  • The use of distributed generation - mainly of photovoltaic solar panels - have been
    increasing in the last years. Promoting the development of renewable energy has become a
    common goal of the World and Brazil as well. The seek for alternative energy sources allied
    with the generation of clean energy has increased considerably the use of photovoltaic solar
    energy. In addition, agreements such as the Kyoto Protocol and Paris have also influenced it.
    Another factor that is interesting to mention is the price reduction in this type of energy, since
    in previous decades it was unfeasible, presenting very high prices. Moreover, the growth of
    this type of energy is quite beneficial to the society because it diversifies the energy matrix,
    decreasing the dependence on large hydroelectric and/or thermal plants. On the other hand, it
    also generates technical, economic and social uncertainties and concerns. Within this context,
    this work seeks to present the impacts of the distributed generation on the electric power
    systems. From the technical point of view, the main problems reported in the literature due to
    high insertion of distributed photovoltaic systems are: overvoltage, harmonic distortions,
    voltage imbalances, thermal capacity of lines and transformers, among others. In this way,
    this paper work aims to analyze the hosting capacity of a distribution system against
    overvoltage and harmonics. OpenDSS software is used with MATLab in order to evaluate the
    system against high insertion of distributed generation. Some factors that directly influence
    the hosting capacity values of this test system (13 buses) against overvoltages and harmonic
    distortions are presented, compared and discussed.

2
  • IBERÊ CARNEIRO DE OLIVEIRA
  • Análise Econômica da Inserção de Painéis Fotovoltaicos no Campus da UNIFEI - Itajubá com Simulação de Monte Carlo

  • Leader : BENEDITO DONIZETI BONATTO
  • MEMBRES DE LA BANQUE :
  • BENEDITO DONIZETI BONATTO
  • FERNANDO NUNES BELCHIOR
  • JOSE LUIZ REZENDE PEREIRA
  • MOISES DINIZ VASSALLO
  • VICTOR EDUARDO DE MELLO VALERIO
  • Data: 10 juin 2019


  • Afficher le Résumé
  • This dissertation presents a methodology to estimate the economic return and its associated risk of investment in photovoltaic generation (PV) systems through Monte Carlo simulation. In order to do so, it was used real electricity generation and consumption data from UNIFEI, Itajubá campus, with the use of a supervisory system, and designed a PV generation system able to supply the consumed electrical energy by UNIFEI from the power utility. Based on this design, two architectures were modeled for the implantation of this PV system: a centralized system built to the ground, and a decentralized system spread over the roofs of the UNIFEI buildings in Itajubá. It was established the main stochastic variables that influence the economic return of the PV system, such as cost of capital, electric power generation, CAPEX, OPEX, residual value, energy tariff variation and system reliability. With these data the Monte Carlo simulation was performed for both systems and calculated the values Net Present Value (NPV), Internal Rate of Return (IRR) and Profitability Index (RI) of the systems as well as their standard deviations.

3
  • KELI CRISTINE SILVA ANTUNES
  • Análise do Desempenho das Proteções Diferenciais de Fase e Baseada em Sequência Negativa para Transformadores de Potência

  • Leader : PAULO MARCIO DA SILVEIRA
  • MEMBRES DE LA BANQUE :
  • AURELIO LUIZ MAGALHAES COELHO
  • FREDERICO OLIVEIRA PASSOS
  • LUIS HENRIQUE LOPES LIMA
  • PAULO MARCIO DA SILVEIRA
  • Data: 1 juil. 2019


  • Afficher le Résumé
  • This work addresses a comparison between negative sequence differential protection and
    phase differential protection. Firstly, this work presents an overview about the main topics
    regarding transformer protection which are: turn-to-turn faults, symmetrical components,
    phase differential protection and negative-sequence differential protection. Those topics
    are necessary for the development and understanding of this work.
    In order to analyze the performance of the negative-sequence differential protection, some
    hardware-in-the-loop tests were performed using the Real Time Digital Simulator (RTDS)
    and a transformer protection relay. The same tests were performed using a virtual differential
    protection relay modeled on the RTDS also. Two electrical systems were modeled for
    the application of fault conditions. The first system has a transformer with a 1:1 voltage
    ratio and no phase shift between the primary and secondary signals. The second system,
    on its turn, has a step-down transformer with phase lag.
    Moreover, this work presents the results for the phase protection and negative-sequence
    protection tests of both commercial relay and virtual relay. The applied faults consist of
    turn-to-turn faults and unbalanced external faults. In addition, different loading levels
    were applied to the transformers in order to verify their influence on the sensitivity of
    the differential protections. Finally, the performance of the negative-sequence differential
    protection under the different conditions is analyzed and the conclusions are presented.

4
  • JOÃO FILIPE RENÓ PEIXOTO DE AZEVEDO SILVA
  • Controlador TFL/LTR Aplicado ao Controle de Sistemas em Rede Suscetveis a Perdas de Comunicacao

  • Leader : JEREMIAS BARBOSA MACHADO
  • MEMBRES DE LA BANQUE :
  • FERNANDO HENRIQUE DUARTE GUARACY
  • JEREMIAS BARBOSA MACHADO
  • LUIS HENRIQUE DE CARVALHO FERREIRA
  • REJANE BARBOSA SANTOS
  • Data: 3 juil. 2019


  • Afficher le Résumé
  • This dissertation presents a fault-tolerant controller applied to a system containing communication
    channels susceptible to data loss. The system is represented by a quadruple-tank
    plant in which the data transmission between the controller and the plant is done through
    network links. The Target Feedback Loop/Loop Transfer Recovery controller class, capable
    of dealing passively with the intermittent loss of the actuator or sensor signal, is employed.
    In this scenario, the controller structure and the calculations necessary for its construction
    are described, as well as the mathematical modeling strategies of the data transport faults.
    By employing the designed compensator, the results obtained in the simulations show that
    the system response remains stable and with proper reference tracking, even in the event of
    an actuator or sensor data loss.

5
  • JANSEN PAULA VILLIBOR
  • Avaliação Técnico-Econômica da Utilização do Cobre na Reforma dos Enrolamentos de Transformadores de
    Distribuição Originalmente Dimensionados para Alumínio

  • Leader : ESTACIO TAVARES WANDERLEY NETO
  • MEMBRES DE LA BANQUE :
  • ALESSANDRA FREITAS PICANÇO
  • CREDSON DE SALLES
  • EDUARDO CRESTANA GUARDIA
  • ESTACIO TAVARES WANDERLEY NETO
  • Data: 9 juil. 2019


  • Afficher le Résumé
  • This study aims to analyze, technically and economically, the benefits of the copper
    utilization on new windings of repaired distribution transformers, originally designed for
    aluminum. Three commercial single-phase distribution removed from the distribution network,
    after failing, were repaired with different materials (copper and aluminum), ranked at the
    standard energy efficiency levels (E and C) and then submitted to routine tests and temperature
    rise test. All the tests were performed at LAT-EFEI - High Voltage Laboratory in accordance
    to Brazilian standards and the Brazilian Labeling Program (PBE) for oil-immersed distribution
    transformers. The technical evaluation compares the losses of the transformers removed from
    the network, after being manufactured, with the measured losses after the repair process and
    the temperature rise test results between the repaired transformers. Also, was made a
    comparative analysis between the copper and aluminum, highlighting their main properties,
    with short utilization historical in distribution transformers and the implication of which metal
    utilization in distribution transformers. The economic analysis is based on load losses and noload
    losses capitalization along the analysis period and compares the investment in more
    efficient transformers, repaired with copper in energy efficiency level C, versus standard
    transformers made with aluminum (repaired and new) in energy efficiency level E, providing
    the net present value and the investment payback time, in different situations.

6
  • GIORDANA MARIA RODRIGUES
  • Antena de microfita para emprego em sistemas de micro-ondas
    operando em 5GHz

  • Leader : DANILO HENRIQUE SPADOTI
  • MEMBRES DE LA BANQUE :
  • DANILO HENRIQUE SPADOTI
  • JOSE ANTONIO JUSTINO RIBEIRO
  • RENAN ALVES DOS SANTOS
  • TALES CLEBER PIMENTA
  • Data: 10 juil. 2019


  • Afficher le Résumé
  • This work presents the design procedure and the analysis of the radiator elements, for the
    operational frequency of 5 GHz, using microstrip antennas to be applied in the helicopters.
    The designed microstrip antenna is a compact structure, with small thickness and reduced
    dimensions, being particularly attractive to be assembled in the aircraft vertical tail in special,
    its use will not have influence in the aerodynamics aspects, which represents a serviceable
    characteristic when compared to others models of antennas. The microstrip antenna has a
    several applications in addition to the usual for communications systems, for example in
    equipment to avoid collision between aircraft. In addition to the theoretical development for
    the chosen model, simulation programs such as HFSS® from ANSYS® and Matlab® will
    be used for other design calculations. A prototype was developed in order to perform the
    characterization of the studied antenna, from the analysis of its behavior operating in the
    resonance frequency, to determine the far field and consequent evaluation of the parameters
    of gain and return loss. The designed antenna with dimensions 2,4 x 1,84 x 0,158 cm
    presented gain of 7,06dBi and return loss of -32,12 dB, working in 5,46GHz, which makes it
    extremely useful for use in rotary wing aircraft.

7
  • Francinei Lucas Vieira
  • Impacts of Linear and Nonlinear Load Modelling on Power Harmonic Metrics inSmart Grid Context Using OpenDSS

  • Leader : PAULO FERNANDO RIBEIRO
  • MEMBRES DE LA BANQUE :
  • ANTONIO CARLOS ZAMBRONI DE SOUZA
  • BENEDITO DONIZETI BONATTO
  • FERNANDO NUNES BELCHIOR
  • PAULO FERNANDO RIBEIRO
  • Data: 26 août 2019


  • Afficher le Résumé
  • Os sistemas de potência estão passando por grandes mudanças à medida que a geração distribuída, os dispositivos eletrônicos de potência e as aplicações que tornam as redes elétricas mais inteligentes são inseridos nos sistemas. Embora as mudanças sejam benéficas para satisfazer as necessidades de cargas locais, problemas podem surgir nos parâmetros de desempenho elétrico devido ao impacto das alterações na rede. E para realizar estudos e verificar o impacto de novos elementos nos sistemas de distribuição, as ferramentas de simulação são recursos importantes para o planejamento de pesquisadores e engenheiros. Esta dissertação é um estudo de modelagem harmônica que abrange, por exemplo, os efeitos de cargas lineares agregadas em estudos harmônicos, a modelagem e composição de dispositivos lineares e não-lineares e o uso de sistemas equivalentes de potência para simulação. As simulações são realizadas usando diferentes modelos de carga para verificar o impacto e a sensibilidade da impedância do sistema e das tensões harmônicas resultantes. Fontes harmônicas representando cargas não-lineares típicas são conectadas ao sistema para analisar a distorção de tensão e a impedância do sistema em diferentes barramentos das redes simuladas. Os sistemas foram modelados e simulados no software OpenDSS. Os resultados mostraram que tanto o modelo quanto a composição de cargas possuem um impacto significativo na impedância do sistema e no amortecimento de ressonâncias paralelas. Porém, uma avaliação abrangente de cargas e geradores distribuídos através de medições é necessária para melhor entender seus comportamentos nas métricas de desempenho elétrico.

Thèses
1
  • PEDRO EUGÊNIO MARCONDES JUSTINO RIBEIRO
  • Compensação de Harmônicas Utilizando Máquina Síncrona

  • Leader : LUIZ EDUARDO BORGES DA SILVA
  • MEMBRES DE LA BANQUE :
  • JOAO ONOFRE PEREIRA PINTO
  • LUIGI GALOTTO
  • LUIZ EDUARDO BORGES DA SILVA
  • RAYMUNDO CORDERO GARCIA
  • ROBSON BAUWELZ GONZATTI
  • RONDINELI RODRIGUES PEREIRA
  • Data: 29 mars 2019


  • Afficher le Résumé
  • The development of electronics and semiconductors brought the circulating of harmonic currents in the electric power grids. These currents can cause losses in conductors and unwanted resonances and have become one of the biggest problems in electric power systems. Therefore, many solutions are presented in the literature, such as, i) specials design transformers windings; ii) reactors; iii) passive resonant filters; iv) parallel active filter; v) hybrid filters. However, none of these solutions has good applicability in high-voltage high-power systems. This dissertation proposes an alternative method off using synchronous machine to compensate the harmonic content of a non-linear load, by controlling its field current. For this equipment, it is being proposed the name of Supersynchronous Active Filter (FAZ). This equipment can be implemented by retrofitting of installed synchronous machines, or in new projects.
    The viability of the synchronous operation for the reactive power compensation is described; it was presents the field and flux machine modeling. The simulation off the operation is shown, for a compensation of a non-linear load, and a comparison with a reference model (parallel active filter) was done. Finally, discussions are made considering the results and the implementation difficulties.

2
  • THIAGO POUZA MUSSOLINI
  • Uma Metodologia para Projeto de uma Referência de Corrente CMOS Independente da Temperatura
    Otimizada para Aplicações de Sinais Mistos

  • Leader : ROBSON LUIZ MORENO
  • MEMBRES DE LA BANQUE :
  • DALTON MARTINI COLOMBO
  • LEONARDO BRESEGHELLO ZOCCAL
  • LEONARDO MESQUITA
  • LUIS HENRIQUE DE CARVALHO FERREIRA
  • PAULO CESAR CREPALDI
  • ROBSON LUIZ MORENO
  • Data: 6 juin 2019


  • Afficher le Résumé
  • This work presents a design methodology for a CMOS temperature-independent current
    reference. This current reference has the following characteristics: high accuracy, good
    PSRR and low variation; being optimized for mixed signal applications. The topology is
    based on bootstrap current references that present a PSRR up to 60 dB, which is required
    for the proposed applications since they employ circuits where high-frequency switching
    noise is present. The proposed approach was successfully verified in a standard CMOS
    0.35 μm process. The electrical simulations and laboratory measurements confirm that
    for a power supply between 2.7 V and 3.6 V and temperatures between -40 oC to 80 oC
    range. Finally, the proposed current reference exhibits an accuracy of ±0.5% and a mean
    relative temperature dependency of 62.5 ppm/oC.

3
  • ARNALDO DEL RISCO SÁNCHEZ
  • Estratégias para o controle de modo comum do Par Diferencial Simétrico CMOS de Ultra-Baixa Tensão e
    Ultra-Baixa Potência

  • Leader : LUIS HENRIQUE DE CARVALHO FERREIRA
  • MEMBRES DE LA BANQUE :
  • DALTON MARTINI COLOMBO
  • LUIS HENRIQUE DE CARVALHO FERREIRA
  • ODILON DE OLIVEIRA DUTRA
  • PALOMA MARIA SILVA ROCHA RIZOL
  • PAULO CESAR CREPALDI
  • ROBSON LUIZ MORENO
  • Data: 11 juin 2019


  • Afficher le Résumé
  • This work presents four topologies for Common Mode Rejection Ratio (CMRR) compensation
    in a ultra-low-voltage and ultra-low-power symmetrical differential pair with
    transistors operating in the weak inversion region. The theoretical analysis of the compensation
    strategies proposed as well as the topologies to be used to improve the common mode
    response is shown. The proposed strategies were verified using a Monte Carlo simulation.
    Using one of the strategies, a symmetric differential pair architecture without a tail current
    is proposed, which reduces the supply voltage of the circuit by performing the common
    mode control in parallel.
    One of the proposed topologies is implemented in an IBM-130 nm BiCMOS process. The
    proposed circuit has a CMRR of 70,22 dB, transconductance of 5.33 nS, bias current
    of 4 nA, supply voltage of 400 mV and power consumption of 10 nW, confirming its
    compatibility with ultra-low power circuits .

4
  • DECIO RENNO DE MENDONCA FARIA
  • SISTEMA ELETRÔNICO DE RASTREAMENTO E DIRECIONAMENTO DE SINAIS PARA REDE S 5G E IoT

  • Leader : DANILO HENRIQUE SPADOTI
  • MEMBRES DE LA BANQUE :
  • DANILO HENRIQUE SPADOTI
  • FERNANDA RODRIGUES DA SILVA
  • KENEDY MARCONI GERALDO DOS SANTOS
  • MATEUS AUGUSTO FAUSTINO CHAIB JUNQUEIRA
  • RENAN ALVES DOS SANTOS
  • Data: 24 juin 2019


  • Afficher le Résumé
  • Currently, the mobile communication system is headed for a new technological leap
    called fifth generation (5G). In this system each user w ill have their own broadband network
    and new technologies will facilitate the machine to machine connection (M2M) supporting
    the Internet of Things (IoT) concept where electronic devices can exchange messages with
    each other or with the man. To reach this goal, the new network must necessarily be
    ultradense with numerous stations serving areas that previously were served by a single
    station. The complexity of systems, especially the control system, will be much greater than
    the current one. In the specific case of a cell change it is of great value to estimate to which
    cell the mobile unit moves, but this information is not currently available to the Control Unit
    called the Mobility Management Entity (MME).
    This work proposes the use of a digital localization system that converts the angle of arrival of the signal (AoA) into data to be used as estimation of cell change. Currently, the MME sends search signals to all base stations in the vicinity of the mobile station to determine to which cell the mobile has moved, this process leads to an overload of the data
    network in the vicinity of the end user. In the system proposed in this work, determining the
    angle of arrival allows estimating where the mobile unit moves, and it is not necessary to
    activate all stati ons in the vicinity of the current station. This proposal is innovative and this is
    the main contribution of this work. Additionally, with the angle of arrival signal information,
    the base station may direct the signals to the mobile station thereby enabli ng a software
    defined coverage area. The theoretical development of the angle of arrival technique was
    confirmed in the tests carried out at the Telecommunication Laboratory of UNIFEI. The
    experimental results obtained were very close to the analytical res ults. Finally, an electronic
    circuit was developed showing in real time the angle of arrival of the signal, demonstrating
    that the multipath does not invalidate the use of this system in internal environments.

5
  • LUIZ FELIPE PUGLIESE
  • Uma Estrutura Alternativa para a Parametrização no Controle Robusto ℋ∞ em
    Tempo Discreto

  • Leader : LUIS HENRIQUE DE CARVALHO FERREIRA
  • MEMBRES DE LA BANQUE :
  • CAIO FERNANDES DE PAULA
  • FERNANDO HENRIQUE DUARTE GUARACY
  • JEREMIAS BARBOSA MACHADO
  • KARL HEINZ KIENITZ
  • LUIS HENRIQUE DE CARVALHO FERREIRA
  • RENAN LIMA PEREIRA
  • Data: 27 juin 2019


  • Afficher le Résumé
  • In this doctoral thesis, an alternative structure is presented for the parameterization of all
    ℋ∞ controllers for plants described by any left coprime factorization with a generalized
    methodology for the discrete-time case. It is shown that from the generic method for
    the synthesis of the ℋ∞ admissible controllers, the non-strictly proper central controller
    and the strictly proper controller are obtained. It is also demonstrated that, from the
    normalized left coprime factorization from the perspective of the proposed framework, it
    is possible (i) to obtain both the discrete-time central controller and the strictly proper
    controller based on the optimization solution of two algebraic Riccati equations; (ii) to
    find the value of the bound of robustness (𝛾𝑚𝑖𝑛) which is directly related to the robustness
    of the controllers in order to show that the non-strictly proper controller its more robust
    than the strictly proper controller.
    The ℋ∞ robust stabilization methodology of plants represented by a description in coprime
    factors has received particular interest by the simplicity in its use and by the
    general nature it represents the uncertainty in that context. It is a methodology able
    to incorporate performance and robustness objectives to the uncertainties in the design
    approach.
    In order to investigate the applicability of the proposed thesis, the effectiveness of the
    developed framework and consequently of the designed discrete-time controller, simulations
    and practical experiments regarding the control of the position of metallic sphere of
    a prototype magnetic levitation designed by manufacturer QUANSER were carried out.

6
  • FÁBIO AUGUSTO DA SILVA ANTUNES
  • AUTORRESTABELECIMENTO DE SISTEMAS DE TRANSMISSÃO – APLICAÇÃO DO CONCEITO ASSISTED-HEALING EM CENTROS DE OPERAÇÃO A PARTIR DE SISTEMAS ESPECIALISTAS

  • Leader : PAULO MARCIO DA SILVEIRA
  • MEMBRES DE LA BANQUE :
  • BENEDITO DONIZETI BONATTO
  • DENIS VINICIUS COURY
  • KLEBER MELO E SILVA
  • PAULO MARCIO DA SILVEIRA
  • ROBSON CELSO PIRES
  • Data: 5 juil. 2019


  • Afficher le Résumé
  • Transmission system restoration after disturbances is a critical task performed by operators in operation centers, which requires agility and safety and is strongly influenced by human factors, such as pressure and stress. Important decisions must be made from a considerable amount of information received by the EMS / SCADA computer systems, and these are crucial to the success of equipment and interrupted loads restoration. In general, operation proceedings for restoration are used to guide the actions of operators, from single outages to general blackouts. These proceedings establish important aspects about the actions to be performed, and cover everything from the sequence of the restoration process, as well as the preconditions that must be observed before the execution of each maneuver. These proceedings are traditionally composed of several documents that must be evaluated and understood by the operators during the execution of the restoration process. Consequently, the time spent reading and understanding these proceedings impacts the restoration negatively. In addition, any evaluation or decision mistakenly taken may undermine the entire process of restoration. This thesis presents a detailed evaluation of the execution of the transmission systems restoration process, aiming at automation based on the Assisted-Healing concept. A tool developed specifically for the purpose of automating the actions performed by operators at operation centers in favor of the restoration will be presented. This prototype is able to obtain and process real-time information from the EMS / SCADA and compare it with the knowledge bases previously prepared and stored in the system itself, which contain all the rules and conditions to be verified prior to the execution of the restoration maneuvers. The prototype system is also capable of sending closing commands to circuit breakers, aiming at equipment restoration, respecting the topology and the existing operational restrictions. The design of this solution required a deep understanding of the different standards and modeling adopted in alarms, protection signals, operation proceedings, topologies and substation configurations, as well as the development of a strategy to minimize maintenance actions on the system when there are changes in operation proceedings or topological changes in the transmission system. Based on the Expert Systems philosophy, all required knowledge is stored in knowledge bases. The processing logics are part of the inference engine, and do not require maintenance, while knowledge bases require updating as the operation proceedings for restoration undergo updates. The effectiveness of the presented proposal was evaluated through the use of the prototype system in a simulation environment identical to the EMS / SCADA used by the Operators of the Cemig Generation and Transmission Operating Center, in which scenarios were created to reproduce simple and multiple equipment trips, involving transmission lines, power transformers and various other extra-high voltage equipment. The results obtained through the prototype system show that the proposed solution is reliable and appropriate to provide concise diagnostics and automatically perform restoration actions, both in major disturbances and in common day-to-day operation center outages.

7
  • LUCAS GUSTAVO ARANGO
  • Modelagem Economica e Regulatória do Impacto das Perdas Comerciais sobre o Mercado de Energia Elétrica

  • Leader : BENEDITO DONIZETI BONATTO
  • MEMBRES DE LA BANQUE :
  • ANDERSON RODRIGO DE QUEIROZ
  • BENEDITO DONIZETI BONATTO
  • EDSON DE OLIVEIRA PAMPLONA
  • MARCOS ROBERTO GOUVEA
  • MAURICIO CAMPOS PASSARO
  • RAFAEL DE CARVALHO MIRANDA
  • Data: 30 juil. 2019


  • Afficher le Résumé
  • There is a concern in countries all around the world regarding energy losses, where developing countries are the most affected mainly due to governance issues. Within this context, the main issue is in relation to the economic sphere with financial waste of billions of dollars per year in some countries of the world, since energy losses can impact additionaly in some cases, the quality of energy delivered to the consumer. Thus, the thesis seeks to analyze the economic impact of non technical losses, especially electricity theft, over the electricity market in relation to distribution power companies and consumers and the impact on the power quality of the affected system. The analysis is conducted through a socio-economic market model (TAROT – Optimal Tariff) and through simulations done by Matlab-Simulink for some analysis of the power quality. As the main focus of the thesis lies on the economic-regulatory issues of the electricity market agents, then the impact of non technical losses on the companies regulatory tariff will be examined, as well as the value of the optimal investment in technical and commercial quality for the company operate with minimum regulatory tariff. Finally, a risk study for some variables under uncertainty in a tariff review cycle, including non technical losses, will be conducted in order to present a methodology for calculation and determination of electricity companies regulatory tariff at risk conditions.

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