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  • About
  • The Global ETD Search service is a free service for researchers to find electronic theses and dissertations. This service is provided by the Networked Digital Library of Theses and Dissertations.
    Our metadata is collected from universities around the world. If you manage a university/consortium/country archive and want to be added, details can be found on the NDLTD website.
151

Reactive Power Planning And Operation of Power Systems with Wind Farms for Voltage Stability Improvement

Moger, Tukaram January 2015 (has links) (PDF)
In recent years, the electric power industry around the world is changing continuously due to transformation from regulated market structure to deregulated market structure. The main aim of the transformation of electric supply industry under open access environment is to overcome the some of the limitations faced by the vertically integrated system. It is believed that this transformation will bring in new technologies, integration of other sources of energy such as wind, solar, fuel cells, bio-gas, etc., which are self sustainable and competitive, and better choice for the consumers and so on. As a result, several new issues and challenges have emerged. One of the main issues in power systems is to support reactive power for maintaining the system voltage profile with an acceptable margin of security and reliability required for system operation. In this context, the thesis addresses some of the problems related to planning and operation of reactive power in power systems. Studies are mainly focused on steady state operation of grid systems, grid connected wind farms and distribution systems as well. The reactive power support and loss allocation using Y-bus approach is proposed. It computes the reactive power contribution from various reactive sources to meet the reactive load demand and losses. Further, the allocation of reactive power loss to load or sink buses is also computed. Detailed case studies are carried out on 11-bus equivalent system of Indian southern region power grid under different loading conditions and also tested on 259-bus equivalent system of Indian western region power grid. A comparative analysis is also carried out with the proportional sharing principle and one of the circuit based approach in the literature to highlight the features of the proposed approach. A new reactive power loss index is proposed for identification of weak buses in the system. The new index is computed from the proposed Y-bus approach for the system under intact condition as well as some severe contingencies cases. Fuzzy logic approach is used to select the important and severe line contingencies from the contingency list. The validation of weak load buses identification from the proposed reactive power loss index with that from other well known existing methods in the literature such as Q-V sensitivity based modal analysis and continuation power flow method is carried out to demonstrate the effectiveness of the proposed index. Then, a short-term reactive power procurement/optimal reactive power dispatch analysis is also carried out to determine the optimum size of the reactive compensation devices to be placed at the weak buses for reactive compensation performance analysis in the system. The proposed approach is illustrated on a sample 5-bus system, and tested on sample 10-bus equivalent system and 72-bus equivalent system of Indian southern region power grid. A comprehensive power flow analysis of PQ type models for wind turbine generating units is presented. The different PQ type models of fixed/semi-variable speed wind turbine generating units are considered for the studies. In addition, the variable speed wind turbine generating units are considered in fixed power factor mode of operation. Based on these models, a comparative analysis is carried out to assess the impact of wind generation on distribution and transmission systems. 27-bus equivalent distribution test system, 93-bus equivalent test system and SR 297-bus equivalent grid connected wind system are considered for the studies. Lastly, reactive power coordination for voltage stability improvement in grid connected wind farms with different types of wind turbine generating units based on fuzzy logic approach is presented. In the proposed approach, the load bus voltage deviation is minimized by changing the reactive power controllers according to their sensitivity using fuzzy set theory. The fixed/semi-variable speed wind turbine generating units are also considered in the studies because of its impact on overall system voltage performance even though they do not support the system for voltage unlike variable speed wind generators. 297-bus equivalent and 417-bus equivalent grid connected wind systems are considered to present the simulation results. A comparative analysis is also carried out with the conventional linear programming based reactive power optimization technique to highlight the features of the proposed approach.
152

[en] DETERMINATION OF THE LOADED OF TRANSMISSION BRANCHES FROM THE POINT OF VIEW OF VOLTAGE STABILITY / [pt] DETERMINAÇÃO DO RAMO DE TRANSMISSÃO CARREGADO SOB O PONTO DE VISTA DE ESTABILIDADE DE TENSÃO

JHON HANSEL NOYA VERGARA 11 July 2016 (has links)
[pt] O fenômeno de estabilidade de tensão é um problema associado ao fluxo de potência ativa e reativa nas linhas de transmissão. A manifestação mais conhecida do fenômeno é a existência de uma máxima carga que pode ser alimentada pela rede. Assim, é importante conhecer a proximidade ao ponto de máximo carregamento da rede de transmissão. Nesta dissertação foram estudados métodos existentes na literatura para determinar o ramo de transmissão mais carregado, foi avaliada a veracidade dos resultados obtidos quando são estudados os ramos de transmissão individualmente e, finalmente, foi apresentada uma alternativa para identificar o ramo de transmissão mais carregado observando as variações dos índices de estabilidade de tensão em cada ramo. Mostrou-se que é inadequada a avaliação de cada linha individualmente em um sistema multi-nó. / [en] The voltage stability phenomenon is a problem related with the flow of active and reactive power in transmission lines. The main characteristic of this phenomenon is the existence of a maximum load that can be supplied by the network. Therefore, did the importance of knowing the proximity to the point of maximum loading of the transmission network. In this dissertation, the existing methods in the literature for determining the most heavily loaded transmission branch were studied, was assessed the accuracy of the results obtained when the transmission branches are studying individually, and finally was displayed an alternative to identify the most heavily loaded transmission branch observing variations in voltage stability indices in each branch. It has been shown that it is inappropriate to evaluate each line individually in a multi-node system.
153

Desenvolvimento de índices baseados em equivalentes de Thévenin para avaliação de segurança de tensão de sistemas elétricos de potência

Costa, Jhonatan Nascimento da 27 February 2015 (has links)
Submitted by Renata Lopes (renatasil82@gmail.com) on 2015-12-16T16:23:08Z No. of bitstreams: 1 jhonatannascimentodacosta.pdf: 4337030 bytes, checksum: 25cf98ccb23a326195b9a1a90c7d43df (MD5) / Approved for entry into archive by Adriana Oliveira (adriana.oliveira@ufjf.edu.br) on 2015-12-17T11:06:06Z (GMT) No. of bitstreams: 1 jhonatannascimentodacosta.pdf: 4337030 bytes, checksum: 25cf98ccb23a326195b9a1a90c7d43df (MD5) / Made available in DSpace on 2015-12-17T11:06:06Z (GMT). No. of bitstreams: 1 jhonatannascimentodacosta.pdf: 4337030 bytes, checksum: 25cf98ccb23a326195b9a1a90c7d43df (MD5) Previous issue date: 2015-02-27 / CAPES - Coordenação de Aperfeiçoamento de Pessoal de Nível Superior / Neste trabalho são propostos dois índices eficientes baseados em Equivalentes de Thévenin para avaliação da segurança de tensão de Sistemas Elétricos de Potência de grande porte. Estes índices são denominados de Índice de Estabilidade de Tensão e Índice de Perda de Controle de Tensão e baseiam-se na característica de máxima transferência de potência de circuitos elétricos lineares. Neste sentido, propõe-se uma nova metodologia para a estimação da impedância de Thévenin baseada na técnica de Análise de Sensibilidade da matriz Jacobiana do problema de Fluxo de Potência. O Índice de Estabilidade de Tensão proposto pode ser calculado para todas as barras do sistema em um dado ponto de operação, fornecendo uma estimativa rápida do ponto de vista computacional da Margem de Carregamento e uma indicação das barras críticas do sistema. Por outro lado, o Índice de Perda de Controle de Tensão é calculado somente para as barras do tipo PV, fornecendo uma indicação dos geradores críticos para o controle de tensão da região em análise. Os índices propostos são avaliados através do estudo de sistemas tutoriais, de sistemas de médio porte e de um sistema de grande porte baseado no Sistema Interligado Nacional brasileiro. Sempre que possível procura-se validar os resultados obtidos através de comparações com as técnicas do vetor tangente do Método da Continuação e de menor Margem de Potência Reativa das Curvas V-Q, que são técnicas já consagradas para análise de estabilidade de tensão de Sistemas Elétricos de Potência. / In this work are proposed two efficient indexes based on Thévenin equivalent for assessment of voltage safety of large Electric Power Systems. These indexes are called Voltage Stability Index and Voltage Control Loss Index and are based on the characteristic of maximum power transfer of linear electrical circuits. In this sense, we propose a new methodology to estimate the Thévenin impedance based on the Sensitivity Analysis technique of the Jacobian matrix of power flow problem. The Voltage Stability Index proposed can be calculated for all system buses at a given operating point, providing a quick estimate of the computational point of view of the Loading Margin and an indication of the critical buses of the system. On the other hand, the Voltage Control Loss Index is calculated only for the PV type buses and provides an indication of the critical generators for control of voltage of the region in analisys. The proposed indexes are evaluated by studying tutorials systems, medium size systems and a large system based on the brazilian National Interconnected System. Whenever possible looking up validate the results obtained through comparisons with the techniques of the tangent vector of the Continuation Method and of the smaller Reactive Power Margin of the V-Q curves, which already are established techniques of voltage stability analysis of Electric Power Systems.
154

[en] IDENTIFICATION OF THE LOADED TRANSMISSION BRANCH CONSIDERING THE VOLTAGE STABILITY POINT OF VIEW / [pt] IDENTIFICAÇÃO DO RAMO DE TRANSMISSÃO CARREGADO SOB O PONTO DE VISTA DE ESTABILIDADE DE TENSÃO

10 June 2015 (has links)
[pt] O fenômeno de estabilidade de tensão é um problema associado ao fluxo de potência ativa e reativa nas linhas de transmissão. A manifestação mais conhecida do fenômeno é a existência de uma máxima carga que pode ser alimentada pela rede, mas, atualmente também se sabe da existência de uma máxima injeção de potência ativa e reativa na rede por geradores e compensadores. É apresentado um método para avaliar as condições de carregamento da rede e detectar barras críticas. Identifica-se a sub-rede utilizada para transmitir potência ativa de ou para a barra critica, determinam-se os caminhos de transmissão que a compõem e identifica-se o ramo crítico do caminho mais carregado. É o ramo a ter seu fluxo de potência diminuído. Nesta dissertação foi proposta a determinação da sub-rede quando a barra em análise é de tensão controlada por compensador. Além disso, foram propostas modificações no método existente: injeção de potência ao invés de admitância equivalente no isolamento da sub-rede e dos caminhos de transmissão, e índices de estabilidade ao invés de fórmulas analíticas na determinação do caminho mais carregado e do ramo crítico. / [en] The voltage stability phenomenon is a problem related with the flow of active and reactive power in transmission lines. The main characteristic of this phenomenon is the existence of a maximum load that can be supplied by the network, but actually it is also known the existence of a maximum active and reactive power injection at the network supplied by generators and compensators. In this dissertation, a method is presented to evaluate the conditions of the network loadability and the critical buses identification. The network used to transmit the active power from or to a critical bus and its transmissions lines are identified, and identify the critical branch of the most loaded transmission path. This critical branch will have its power flow reduced. In this dissertation, is proposed the determination of the sub-transmission network when the bus under analysis has its voltage controlled by compensator. Furthermore, were proposed modifications to the current method: power injection rather than equivalent admittance in isolation of the sub-transmission network and the transmission paths and also, using voltage stability indexes rather than using analytical formulas to determine the most loaded path and critical branch.
155

[pt] REFORÇO DAS CONDIÇÕES DE ESTABILIDADE DE TENSÃO NA OPERAÇÃO DO SISTEMA ELÉTRICO / [en] VOLTAGE STABILITY REINFORCEMENT ON ELETRIC POWER SYSTEMS

18 June 2002 (has links)
[pt] Na medida em que as redes de transmissão de energia elétrica ficaram mais malhadas, os limites térmicos de linhas e transformadores passaram a restringir menos a transmissão de potência. Similarmente, o uso de sistemas estáticos de compensação de potência reativa e estabilizadores na excitação dos geradores aumentou a capacidade de transmissão de potência nos sistemas antes limitados por problemas de estabilidade angular. Hoje as linhas de transmissão estão mais carregadas e isto deu origem ao problema da instabilidade de tensão.Neste trabalho, as condições de estabilidade de tensão são avaliadas por condições nodais associadas ao máximo fluxo de potência ativa e reativa que pode ser transmitida dos geradores para as cargas. Estas condições nodais são avaliadas por uma ferramenta analítica com base em modelo matemático, simples mas poderoso, de uma direta interpretação física do fenômeno.Índices abrangentes e significativos são obtidos a partir da matriz Jacobiano do sistema. Eles indicam a região de operação na curva V x P, Q , a margem em MVA para o máximo carregamento, a importância relativa entre as barras, uma medida de dificuldade de transmissão, e o índice de influência que relaciona as margens de potência entre dois pontos de operação, o que caracteriza a eficácia ou não, por exemplo, de uma ação de controle. O método proposto nesta tese para reforçar as condições de estabilidade de tensão consiste de três etapas seqüenciais. Primeiramente, avalia-se as condições de estabilidade de tensão determinando-se a barra crítica da rede através do cálculo da margem de potência. Determinase o caminho de transmissão crítico, conceito novo usado neste trabalho, entre os vários existentes para transportar potência de geradores para aquela barra crítica. Determina-se então o ramo crítico deste caminho, conceito introduzido neste trabalho. Um programa de fluxo de potência ótimo é usado para aliviar o carregamento desse ramo crítico. A seqüência começa novamente com a avaliação das condições no novo ponto de operação. Todas as etapas são repetidas até que as margens resultantes sejam julgadas adequadas.Barras de carga, de geração e de tensão controlada por compensadores de potência reativa em paralelo com a rede podem ser eleitas como a barra crítica. Somente o método de avaliação nodal usado é capaz de lidar com qualquer tipo de barra. Da mesma forma, o procedimento proposto para reforçar as condições de estabilidade de tensão é adequado para qualquer tipo de barra.São mostrados inúmeros testes, tanto ilustrativos como com sistemas reais, em pontos de operação também reais, inclusive na situação de iminente colapso de tensão. Verifica-se que o método proposto realmente produz os resultados desejados. / [en] As the electric power transmission networks became more interconnected, the thermal limits of lines and transformers restrict less the power transmission. Similarly, the use of static systems of reactive power compensation increases the power transmission capacity in systems whereas before they were limited by problems of angular stability. Actually, transmission lines are more loaded and create the voltage stability problem. In this work, voltage stability conditions are assessment by nodal conditions associated to the maximum active and reactive power flow that can be transmitted from generators to loads.These nodal conditions are assessment using an analytical tool, based on a simple but sound mathematical background, modelling a straightforward physical haracterisation of the phenomena. Comprehensive and meaningful indices are obtained from system Jacobean matrix. They indices indicate the operating region in V x P,Q curve, the MVA margin to the maximum load, the relative importance among buses, the buses loading ranking, a measure of difficult for power transmission, and the influence indices that relates power margins between two operating points, which characterises efficiency or not, for example, of a control action.In order to reinforce voltage stability condition, the thesis proposes a method consisting of three sequential stages. Firstly, voltage stability is analysed, deciding network critical bus using the power margin calculation. Next, the critical transmission path is decided, which is a new concept used in this work, in between several existing used to transport generators power for that critical bus. Then, critical branch is obtained through this path, concept introduced in this work. An optimal power flow program is used to alleviate load flow in the critical branch. The sequence starts again with the stability condition assessment in the new operating point. All stages are repeated until resultant margins are judged suitable. Load, generation and voltage-controlled bus by shunt reactive power compensators could be considered critical bus. The nodal method used is the only one capable of handling any bus type.Several cases are shown, illustrative as well as real systems using real operating points,including imminent voltage collapse situations. It is verified that the proposed method really produces the desired results.
156

Vliv větrných elekrátren na napěťovou stabilitu v kontinentální Evropě / Influence of Wind Power Plants on Voltage Stability in Continental Europe

Herůfek, Radek January 2015 (has links)
Diplomová práce pojednává o výrobě elektrické energie větrnými elektrárnami a jejím vlivu na napěťovou stabilitu v synchronně propojené elektrizační soustavě kontinentální Evropy. Úvod práce je obecně zaměřen na problematiku větrné energetiky se zaměřením na nejčastěji používané generátory pro větrné turbíny. V další části práce je proveden rozbor instalované kapacity větrných elektráren v zemích synchronně propojené elektrizační soustavy kontinentální Evropy a jsou představeny scénáře růstu větrné energetiky do budoucna. V rámci těchto zemí je také zařazen přehled potenciálu větrné energie na pevnině a na moři. Dále je práce zaměřená na napěťovou stabilitu, kde je pojednáno o kompenzačních prostředcích a možnostech regulace napětí. Závěr teoretické části je věnován možnostem předpovědi počasí a dopadu změn počasí na výrobu elektrické energie. V praktické části diplomové práce byla provedena simulace plánované větrné farmy a sledování jejího vlivu na napěťovou stabilitu v konkrétní části přenosové soustavy.
157

Voltage Stability and Reactive Power Provision in a Decentralizing Energy System: A Techno-economic Analysis

Hinz, Fabian 06 December 2017 (has links)
Electricity grids require the ancillary services frequency control, grid operation, re-establishment of supply and voltage stability for a proper operation. Historically, conventional power plants in the transmission grid were the main source providing these services. An increasing share of decentralized renewable energy in the electricity mix causes decreasing dispatch times for conventional power plants and may consequently lead to a partial replacement of these technologies. Decentralized energy sources are technically capable of providing ancillary services. This work focuses on the provision of reactive power for voltage stability from decentralized sources. The aim is to answer the question of how voltage stability and reactive power management can be achieved in a future electricity system with increasing shares of decentralized renewable energy sources in an economical and efficient way. A methodology that takes reactive power and voltage stability in an electricity system into account is developed. It allows for the evaluation of the economic benefits of different reactive power supply options. A non-linear and a linearized techno-economic grid model are formulated for this purpose. The analysis reveals an increasing importance of reactive power from the distribution grid in future development scenarios, in particular if delays in grid extension are taken into account. The bottom-up assessment indicates a savings potential of up to 40 mio. EUR per year if reactive power sources in the distribution grid provide reactive power in a controlled manner. Although these savings constitute only a small portion of the total cost of the electricity system, reactive power from decentralized energy sources contributes to the change towards a system based on renewable energy sources. A comparison of different reactive power remuneration mechanisms shows that a variety of approaches exist that could replace the inflexible mechanisms of obligatory provision and penalized consumption of reactive power that are mostly in place nowadays.
158

[en] IDENTIFICATION OF CRITICAL BUSES FROM THE VOLTAGE STABILITY VIEWPOINT / [pt] IDENTIFICAÇÃO DAS BARRAS CRÍTICAS DO PONTO DE VISTA DE ESTABILIDADE DE TENSÃO

02 May 2016 (has links)
[pt] O surgimento do fenômeno de estabilidade de tensão na operação dos sistemas elétricos motivou centenas de pesquisadores a desenvolverem métodos que permitam detectar a proximidade à instabilidade de tensão, com eficiência computacional, e tomar medidas acertadas para garantir a operação confiável e segura. Neste trabalho são utilizados e comparados diferentes métodos associados à análise de estabilidade de tensão. Para testes, foram utilizados vários sistemas sob diferentes níveis de carregamento, desde carga leve até o máximo carregamento, este obtido a partir do algoritmo de fluxo de potência continuado. O objetivo é localizar as barras críticas, isto é, aquelas onde não se pode aumentar a injeção de potência e que impedem o crescimento da carga do resto do sistema. / [en] The rise of voltage stability phenomenon in the operation of the electrical systems motivated hundreds of researchers to develop methods that allow them to detect the proximity to voltage instability, with computational efficiency, and take the right steps to ensure reliable and safe operation. This work used and compared different methods associated with the voltage stability analysis. For the tests were used various systems under different levels of loading, from light load to maximum load, this point obtained from the continuous power flow algorithm. The goal is to find the critical buses, that is, those at which the power injection cannot be increased and that avoid the growth of load in the rest of the system.
159

Reinforcement Learning for Grid Voltage Stability with FACTS

Oldeen, Joakim, Sharma, Vishnu January 2020 (has links)
With increased penetration of renewable energy sources, maintaining equilibrium between production and consumption in the world’s electrical power systems (EPS) becomes more and more challenging. One way to increase stability and efficiency in an EPS is to use flexible alternating current transmission systems (FACTS). However, an EPS containing multiple FACTS-devices with overlapping areas of influence can lead to negative effects if the reference values they operate around are not updated with sufficient temporal resolution. The reference values are usually set manually by a system operator. The work in this master thesis has investigated how three different reinforcement learning (RL) algorithms can be used to set reference values automatically with higher temporal resolution than a system operator with the aim of increased voltage stability. The three RL algorithms – Q-learning, Deep Q-learning (DQN), and Twindelayed deep deterministic policy gradient (TD3) – were implemented in Python together with a 2-bus EPS test network acting as environment. The 2-bus EPS test network contain two FACTS devices: one for shunt compensation and one for series compensation. The results show that – with respect to reward – DQN was able to perform equally or better than non-RL cases 98.3 % of the time on the simulation test set, while corresponding values for TD3 and Q-learning were 87.3 % and 78.5 % respectively. DQN was able to achieve increased voltage stability on the test network while TD3 showed similar results except during lower loading levels. Q-learning decreased voltage stability on a substantial portion of the test set, even compared to a case without FACTS devices. To help with continued research and possible future real life implementation, a list of suggestions for future work has been established.
160

[pt] REFORÇOS DAS CONDIÇÕES DE ESTABILIDADE DE TENSÃO VIA ALGORITMOS GENÉTICOS / [en] REINFORCEMENT OF VOLTAGE STABILITY CONDITIONS BY GENETIC ALGORITHMS

ARTHUR MASSARI FILHO 04 October 2021 (has links)
[pt] Nos sistemas de potência ao redor do mundo, inclusive o brasileiro, são feitas as medições dos níveis de tensão nos barramentos e a corrente nos ramos de transmissão durante algum tipo de contingência em tempo real. A lista de contingências inclui: a perda de qualquer ramo de transmissão, a perda de alguns pares de ramos e, de menor importância, a perda de geração. Nesse momento, também são avaliadas as condições de estabilidade de tensão. A inclusão na lista de contingências de perda de controle de tensão devido ao esgotamento da fonte controladora (gerador, compensador, tap de LTC) em todas as barras de tensão controlada e também a perda de capacidade de aumentar/diminuir a geração de potência ativa em todos os geradores da rede permite identificar o grau de sensibilidade de cada grandeza contingenciada sobre a margem de estabilidade de tensão. Depois de feita a análise dos esgotamentos, é determinado em ordem decrescente as tensões e as gerações que mais influenciam a margem de estabilidade de tensão de uma determinada barra. Esse resultado indica as direções do movimento das grandezas. Portanto, para melhorar a margem da barra crítica, devem-se calcular ações de controle, ou seja, variar a tensão e/ou a potência ativa dos geradores, encontrando assim um novo ponto de operação. Esse novo ponto de operação deve ser buscado através de algoritmos genéticos. O desvio mínimo quadrático em relação ao ponto de operação do caso base deve ser observado, ou seja, busca-se um novo ponto de operação que não seja muito distante ao caso base. No algoritmo genético, a tensão dos geradores é a variável; a sua variação é discreta em degraus de 0,01 pu (em módulo). Também há casos em que potência ativa dos geradores será variável do GA e tendo suas variações em degraus de 5 porcento em módulo em relação ao caso base. São realizados diversos testes para encontrar o novo ponto de operação, buscando encontrar os menores desvios possíveis enquanto melhora-se a margem de potência. No primeiro sistema utilizado (CEPEL-34) duas configurações dentre os testes feitos para o GA se sobressaem das demais e por isso são usadas para outro sistema (Nórdico). Em ambos os sistemas o objetivo inicial é cumprido. / [en] Power systems around the world, including the Brazilian one, measure the voltage levels on the buses and the current in the transmission branches during some type of contingency in real time. The list of contingencies includes: the loss of any branch of transmission, the loss of some pairs of branches and, of less importance, the loss of generation. At that time, the voltage stability conditions are also evaluated. The inclusion in the list of contingencies of loss of voltage control due to the exhaustion of the controlling source (generator, compensator, LTC tap) in all controlled voltage bars and also the loss of capacity to increase / decrease the generation of active power in all generators in the network make it possible to identify the degree of sensitivity of each contingent quantity on the voltage stability margin. After the analysis of the exhausts, the tensions and generations that most influence the voltage stability margin of a given bar are determined in decreasing order. This result indicates the directions of movement of the quantities. Therefore, to improve the margin of the critical bar, control actions must be calculated, that is, vary the voltage and / or the active power of the generators, thus finding a new point of operation. This new point of operation must be sought through genetic algorithms. The minimum quadratic deviation in relation to the operating point of the base case must be observed, that is, a new operating point that is not far from the base case is sought. In the genetic algorithm, the voltage of the generators is the variable; its variation will be discrete in steps of 0.01 pu (in module). There will also be cases in which the active power of the generators will be variable in the GA and having their variations in steps of 5 percent in module in relation to the base case. Several tests are carried out to find the new operating point, seeking to find the smallest possible deviations while improving the power margin. In the first system used (CEPEL-34) two configurations among the tests made for GA stand out from the others and therefore replicated to another system (Nordic). In both systems the initial objective is fulfilled.

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