Algoritmos evolutivos dedicados à reconfiguração de redes radiais de distribuição sob demandas fixas e variáveis: estudo dos operadores genéticos e parâmetros de controle

Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)

Reconfiguração de sistemas de distribuição de energia elétrica utilizando a metaheurística busca em vizinhança variável

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Otimização do Funcionamento de Caldeiras Aquatubulares em Indústria de Processo Químico

O presente trabalho centrou-se na otimização do rendimento térmico de duas caldeiras aquatubulares da empresa RAR- Refinaria de Açúcar Reunidas, com a finalidade de identificar onde ocorrem perdas de energia e, desta forma, propor soluções para a sua minimização. Para tal, realizaram-se ensaios em duas caldeiras da empresa providas de queimadores mistos, ou seja podem operar com fuelóleo e gás natural, tanto individualmente, como simultaneamente, sendo que para a realização dos ensaios apenas se utilizou o fuelóleo devido ao seu menor custo. Na caldeira designada por 1 realizaram-se ensaios para os caudais de 300, 500, 800, 1000, 1200, 1400 e 1600 kg/h de fuelóleo. A gama de rendimentos térmicos obtida foi entre 88,3 e 91,2%. Na caldeira designada por 3, efetuaram-se ensaios para os caudais de fuelóleo de 300, 500, 700, 900, 1000, 1200, 1400, 1500 e 1800 kg/h e os rendimentos térmicos obtidos foram entre 85,2 e 88,0%. Em ambas as caldeiras e para caudais baixos verificou-se que a quantidade de ar introduzida no processo de combustão era superior à necessária, conduzindo a uma diminuição dos valores de rendimento térmico. Para 500 kg/h de fuelóleo, por exemplo, a quantidade de ar utilizada foi cerca de duas vezes superiores ao valor estequiométrico. Tendo em conta estes factos, foi proposto ao gestor de energia a implementação de uma nova relação de ar/combustível vs caudal de combustível no sistema de controlo das referidas caldeiras. Após alguns testes (excluindo 300 kg/h de fuelóleo devido a questões de operação), considerou-se como caudal mínimo de operação os 500 Kg/h de fuelóleo nas respetivas caldeiras 1 e 3. Verificou-se que os rendimentos térmicos aumentaram, no caso da caldeira 1, para valores entre os 90,1 e 91,3% e, na caldeira 3, para valores entre 89,0 e 90,9%. Por fim, efetuou-se uma breve análise económica com o intuito de se avaliar e quantificar o que a empresa pode poupar com esta medida. O lucro anual pode oscilar entre 14.400 e 62.640€ ou 104.400 e 136.800€, para as caldeiras 1 e 3, respetivamente.

Instalação fotovoltaica conectada à rede : estudo experimental para a otimização do fator de dimensionamento

Este trabalho apresenta a montagem de uma instalação fotovoltaica de 4,8 kWp conectada à rede elétrica e uma análise experimental do seu comportamento, com o propósito de otimizar o fator de dimensionamento. Para fins de análise comparativa a instalação foi dividida em três subsistemas com arranjos de potências diferentes, os quais possuem fatores de dimensionamentos de 0,65, 0,73 e 0,86 (razão entre a potência nominal do inversor e a potência do gerador fotovoltaico), respectivamente para os subsistemas 1, 2 e 3. Cada subsistema possui um arranjo formado por dois painéis que utilizam módulos de 100 Wp/24 V, com células de silício monocristalino. Estes arranjos alimentam, de forma independente, três inversores senoidais monofásicos comutados pela própria rede e com potência máxima na saída de 1100 W cada um, caracterizando desta forma uma planta modular. O sistema de aquisição de dados monitora sistematicamente a instalação a uma varredura por minuto, a fim de se obter um acompanhamento ao longo do tempo e poder caracterizá-la. São monitoradas as tensões elétricas de cada painel de módulos e as suas correspondentes correntes, as tensões elétricas e as correntes alternadas, as potências elétricas contínuas e alternadas, a irradiância no plano do gerador, as temperaturas do ar ambiente, de um módulo do gerador e dos inversores. A metodologia de análise desta instalação consiste no monitoramento, na caracterização e na quantificação das medidas adquiridas, com a finalidade de determinar correlações que possam predizer a potência injetada na rede bem como a determinação da performance energética para dias típicos ensolarados, parcialmente nublados e encobertos. A divisão da instalação em três subsistemas permitiu caracterizá-los quanto aos seus comportamentos energéticos, além de possibilitar a análise de arranjos superdimensionados, os quais fornecem uma potência superior a máxima na entrada dos inversores, originando desperdício de energia nos momentos de elevada irradiância. O método desenvolvido para determinar a energia perdida na entrada dos inversores possibilitou avaliar o quanto se perde mensalmente nos subsistemas 1 e 2, uma vez que as perdas de captura e de sistema aumentam quando o arranjo está superdimensionado e isto significa uma redução na produtividade. Com as correlações encontradas para cada subsistema e com a equação geral foi possível predizer o quanto de energia pode ser injetada na rede.

Germinação de sementes e otimização de técnicas de micropropagação de umbuzeiro (spondias tuberosa, arr.) anacardiaceae

The brazilian-plum (Spondias tuberosa, His) is a tropical fruit tree that has been consolidated in the market for agribusiness processing, due to its characteristic flavor of fruit. Accordingly, studies to optimize the propagation of plants are necessary for production of seedlings with agronomic and quality assurance measures. This study aimed at determining the efficient techniques for uniform seed germination, as brazilian-plum seed present mechanical dormancy, and establish optimal culture media for multiplication of shoots from the in vitro micropropagation. Firstly, in a greenhouse at the Universidade Federal do Rio Grande do Norte, was evaluated the influence of different methods of breaking dormancy in the emergence of seedlings of brazilian-plum and speed of germination (IVG) of seeds. After 60 days of cultivation, it was found that splay in the distal portion of the seed was the best treatment, with rates of 85.33% in germinability and 3.415 of IVG, compared with the treatment of seed-soaking in water for 12h + humus and the control group. Subsequently, new sources of seedling explants were obtained in studies of tissue culture. Laboratory of Plant Biotechnology that the university, was used stem apex, nodal segments and internodes in search of decontamination with various concentrations of calcium hypochlorite [Ca(OCl)2] and micropropagation, inoculating them in half WPM (1980) with various concentrations of 6-benzylaminopurine (BAP). We used 10 sample units with three replications for different concentrations of [Ca(OCl)2], BAP and explants type. After thirty days, which was observed for the control of contamination, during the establishment in vitro, concentrations of [Ca(OCl)2] between 0.5% and 2.0% were effective in combating exogenous contamination of the apex. In nodal segments and internodes, concentrations of [Ca(OCl)2] between 1.0% and 2.0% and 1.5% and 2.0% were respectively, sufficient to reduce the percentage of losses in these infestations explants. For micropropagation, the culture medium supplemented with 0.1 mg.L-1 BAP promotes better development of multiple shoots per explants from nodal segment. However, success does not get to shoot training in internodal segment

Uso de técnicas de otimização baseadas em derivadas como suporte do planejamento operacional de redes de distribuição de energia elétrica

The usual programs for load flow calculation were in general developped aiming the simulation of electric energy transmission, subtransmission and distribution systems. However, the mathematical methods and algorithms used by the formulations were based, in majority, just on the characteristics of the transmittion systems, which were the main concern focus of engineers and researchers. Though, the physical characteristics of these systems are quite different from the distribution ones. In the transmission systems, the voltage levels are high and the lines are generally very long. These aspects contribute the capacitive and inductive effects that appear in the system to have a considerable influence in the values of the interest quantities, reason why they should be taken into consideration. Still in the transmission systems, the loads have a macro nature, as for example, cities, neiborhoods, or big industries. These loads are, generally, practically balanced, what reduces the necessity of utilization of three-phase methodology for the load flow calculation. Distribution systems, on the other hand, present different characteristics: the voltage levels are small in comparison to the transmission ones. This almost annul the capacitive effects of the lines. The loads are, in this case, transformers, in whose secondaries are connected small consumers, in a sort of times, mono-phase ones, so that the probability of finding an unbalanced circuit is high. This way, the utilization of three-phase methodologies assumes an important dimension. Besides, equipments like voltage regulators, that use simultaneously the concepts of phase and line voltage in their functioning, need a three-phase methodology, in order to allow the simulation of their real behavior. For the exposed reasons, initially was developped, in the scope of this work, a method for three-phase load flow calculation in order to simulate the steady-state behaviour of distribution systems. Aiming to achieve this goal, the Power Summation Algorithm was used, as a base for developing the three phase method. This algorithm was already widely tested and approved by researchers and engineers in the simulation of radial electric energy distribution systems, mainly for single-phase representation. By our formulation, lines are modeled in three-phase circuits, considering the magnetic coupling between the phases; but the earth effect is considered through the Carson reduction. It s important to point out that, in spite of the loads being normally connected to the transformer s secondaries, was considered the hypothesis of existence of star or delta loads connected to the primary circuit. To perform the simulation of voltage regulators, a new model was utilized, allowing the simulation of various types of configurations, according to their real functioning. Finally, was considered the possibility of representation of switches with current measuring in various points of the feeder. The loads are adjusted during the iteractive process, in order to match the current in each switch, converging to the measured value specified by the input data. In a second stage of the work, sensibility parameters were derived taking as base the described load flow, with the objective of suporting further optimization processes. This parameters are found by calculating of the partial derivatives of a variable in respect to another, in general, voltages, losses and reactive powers. After describing the calculation of the sensibility parameters, the Gradient Method was presented, using these parameters to optimize an objective function, that will be defined for each type of study. The first one refers to the reduction of technical losses in a medium voltage feeder, through the installation of capacitor banks; the second one refers to the problem of correction of voltage profile, through the instalation of capacitor banks or voltage regulators. In case of the losses reduction will be considered, as objective function, the sum of the losses in all the parts of the system. To the correction of the voltage profile, the objective function will be the sum of the square voltage deviations in each node, in respect to the rated voltage. In the end of the work, results of application of the described methods in some feeders are presented, aiming to give insight about their performance and acuity

Técnicas de simplificação de redes e otimização multiobjetivo para análise de variações de tensão em regime permanente provocadas por parques eólicos integrados ao sistema elétrico

This study presents a description of the development model of a representation of simplified grid applied in hybrid load flow for calculation of the voltage variations in a steady-state caused by the wind farm on power system. Also, it proposes an optimal load-flow able to control power factor on connection bar and to minimize the loss. The analysis process on system, led by the wind producer, it has as base given technician supplied by the grid. So, the propose model to the simplification of the grid that allows the necessity of some knowledge only about the data referring the internal network, that is, the part of the network that interests in the analysis. In this way, it is intended to supply forms for the auxiliary in the systematization of the relations between the sector agents. The model for simplified network proposed identifies the internal network, external network and the buses of boulders from a study of vulnerability of the network, attributing them floating liquid powers attributing slack models. It was opted to apply the presented model in Newton-Raphson and a hybrid load flow, composed by The Gauss-Seidel method Zbarra and Summation Power. Finally, presents the results obtained to a developed computational environment of SCILAB and FORTRAN, with their respective analysis and conclusion, comparing them with the ANAREDE

Uso de técnicas de otimização baseadas em derivadas como suporte do planejamento operacional de redes de distribuição de energia elétrica

The usual programs for load flow calculation were in general developped aiming the simulation of electric energy transmission, subtransmission and distribution systems. However, the mathematical methods and algorithms used by the formulations were based, in majority, just on the characteristics of the transmittion systems, which were the main concern focus of engineers and researchers. Though, the physical characteristics of these systems are quite different from the distribution ones. In the transmission systems, the voltage levels are high and the lines are generally very long. These aspects contribute the capacitive and inductive effects that appear in the system to have a considerable influence in the values of the interest quantities, reason why they should be taken into consideration. Still in the transmission systems, the loads have a macro nature, as for example, cities, neiborhoods, or big industries. These loads are, generally, practically balanced, what reduces the necessity of utilization of three-phase methodology for the load flow calculation. Distribution systems, on the other hand, present different characteristics: the voltage levels are small in comparison to the transmission ones. This almost annul the capacitive effects of the lines. The loads are, in this case, transformers, in whose secondaries are connected small consumers, in a sort of times, mono-phase ones, so that the probability of finding an unbalanced circuit is high. This way, the utilization of three-phase methodologies assumes an important dimension. Besides, equipments like voltage regulators, that use simultaneously the concepts of phase and line voltage in their functioning, need a three-phase methodology, in order to allow the simulation of their real behavior. For the exposed reasons, initially was developped, in the scope of this work, a method for three-phase load flow calculation in order to simulate the steady-state behaviour of distribution systems. Aiming to achieve this goal, the Power Summation Algorithm was used, as a base for developping the three phase method. This algorithm was already widely tested and approved by researchers and engineers in the simulation of radial electric energy distribution systems, mainly for single-phase representation. By our formulation, lines are modeled in three-phase circuits, considering the magnetic coupling between the phases; but the earth effect is considered through the Carson reduction. Its important to point out that, in spite of the loads being normally connected to the transformers secondaries, was considered the hypothesis of existence of star or delta loads connected to the primary circuit. To perform the simulation of voltage regulators, a new model was utilized, allowing the simulation of various types of configurations, according to their real functioning. Finally, was considered the possibility of representation of switches with current measuring in various points of the feeder. The loads are adjusted during the iteractive process, in order to match the current in each switch, converging to the measured value specified by the input data. In a second stage of the work, sensibility parameters were derived taking as base the described load flow, with the objective of suporting further optimization processes. This parameters are found by calculating of the partial derivatives of a variable in respect to another, in general, voltages, losses and reactive powers. After describing the calculation of the sensibility parameters, the Gradient Method was presented, using these parameters to optimize an objective function, that will be defined for each type of study. The first one refers to the reduction of technical losses in a medium voltage feeder, through the installation of capacitor banks; the second one refers to the problem of correction of voltage profile, through the instalation of capacitor banks or voltage regulators. In case of the losses reduction will be considered, as objective function, the sum of the losses in all the parts of the system. To the correction of the voltage profile, the objective function will be the sum of the square voltage deviations in each node, in respect to the rated voltage. In the end of the work, results of application of the described methods in some feeders are presented, aiming to give insight about their performance and acuity

Maximização da penetração da geração distribuída através do algoritmo de otimização nuvem de partículas

This work develops a methodology for defining the maximum active power being injected into predefined nodes in the studied distribution networks, considering the possibility of multiple accesses of generating units. The definition of these maximum values is obtained from an optimization study, in which further losses should not exceed those of the base case, i.e., without the presence of distributed generation. The restrictions on the loading of the branches and voltages of the system are respected. To face the problem it is proposed an algorithm, which is based on the numerical method called particle swarm optimization, applied to the study of AC conventional load flow and optimal load flow for maximizing the penetration of distributed generation. Alternatively, the Newton-Raphson method was incorporated to resolution of the load flow. The computer program is performed with the SCILAB software. The proposed algorithm is tested with the data from the IEEE network with 14 nodes and from another network, this one from the Rio Grande do Norte State, at a high voltage (69 kV), with 25 nodes. The algorithm defines allowed values of nominal active power of distributed generation, in percentage terms relative to the demand of the network, from reference values

Otimização da síntese de nanoferritas de nizn dopada com cobre e cobalto

Different compositions of Ni0,5-xCuxZn0,5Fe2O4 and Ni0,5-xCoxZn0,5Fe2O4 0 ≤ x ≤ 0.3 were synthesized ferrite y the citrate precursor method. The stoichiometric compositions were calcined in air at 350°C and then pressed into pellets and toroids. The pressed samples were sintered at temperatures of 1000, 1050 and 1100°C/3h in air control at the speed of heating and cooling. The calcined powders were characterized by XRD, TGA / DTG, FTIR, SEM and vibrating sample magnetometry (VSM) and the sintered samples by XRD, SEM, MAV, density and measurements of permeability and magnetic losses. There was pure phase formation ferrimagnetism applied at all temperatures except for A-I composition at all sintering temperatures and A-II only at a temperature of 1100°C. Crystallite sizes were obtained by Rietveld analysis, nanometer size from 11 to 20 nm for the calcined powders. For SEM, the sintered samples showed grain size between 1 and 10 micrometers. Bulk density (ρ) of sintered material presented to the Families almost linear behavior with increasing temperature and a tendency to decrease with increasing concentration of copper, different behavior of the B Family, where the increase in temperature decreased the density. The magnetic measurements revealed the powder characteristics of a soft ferrimagnetic material. Two processes of magnetization were considered, the superparamagnetism at low temperatures (350°C) and the formation of magnetic domains at higher temperatures. Obtaining the best parameters for P and B-II magnetic ferrites at high temperatures. The sintered material at 1000°C showed a relative permeability (μ) from 50 to 800 for the A Family and from 10 to 600 for the B Family. The samples sintered at 1100°C, B Family showed a variation from 10 to 1000 and the magnetic loss (tan δ) of A and B Families, around of 1. The frequency response of the toroidal core is in the range of 0.3 kHz. Several factors contribute to the behavior of microstructure considering the quantities μ and tan δ, such as the grain size, inter-and intragranular porosity, amount of grain boundary and the aspects of the dynamics of domain walls at high frequencies.

Otimização de um ciclo Brayton irreversível com regeneração, inter-resfriamento e reaquecimento

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Fatores operacionais e cinética do processo fermentativo para otimização da produção de etanol em escala industrial

Pós-graduação em Microbiologia Agropecuária - FCAV

Modelos de programação linear inteira mista para resolver problemas de otimização de sistemas de distribuição de energia elétrica radiais

Pós-graduação em Engenharia Elétrica - FEIS

Otimização multiobjetivo da compensação de potência reativa em redes de distribuição considerando restrições de distorção harmônica

A localização de bancos de capacitores nas redes de distribuição de energia elétrica, corretamente dimensionados, busca compensar eventuais excessos de circulação de potência reativa pelas linhas, o que implica a redução de custos operacionais pela redução das perdas de energia e um aumento da capacidade de transmissão de potência ativa assegurando os níveis estabelecidos de tensão e fator de potência simultaneamente. A proliferação das cargas não lineares provocou uma mudança nos cenários de estudo dos sistemas elétricos de potência devido aos efeitos nocivos que os harmônicos gerados por elas ocasionam sobre a qualidade da energia elétrica. Considerando este novo cenário, esta tese tem como objetivo geral desenvolver uma ferramenta computacional utilizando técnicas de inteligência computacional apoiada em algoritmos genéticos (AG), para a otimização multiobjetivo da compensação da potência reativa em redes elétricas de distribuição capaz de localizar e dimensionar de forma ótima as unidades de compensação necessárias para obter os melhores benefícios econômicos e a manutenção dos índices de qualidade da energia estabelecidos pelas normas brasileiras. Como Inovação Tecnológica do trabalho a ferramenta computacional desenvolvida permite otimizar a compensação da potência reativa para melhorar do fator de potência em redes de distribuição contaminadas com harmônicos que, diferentemente de métodos anteriores, não só emprega bancos de capacitores, mas também filtros de harmônicos com esse objetivo. Utiliza-se o algoritmo NSGA-II, que determina as soluções ótimas de Pareto para o problema e permite ao especialista determinar as soluções mais efetivas. A proposta para a solução do problema apresenta várias inovações podendo-se destacar que a solução obtida permite determinar a compensação de potência reativa com capacitores em sistemas com certa penetração harmônica, atendendo a normas de qualidade de energia pertinentes, com relação aos níveis de distorção harmônica tolerados.

Otimização combinatória para alocação de fontes renováveis em microrredes de corrente contínua

Pós-graduação em Engenharia Elétrica - FEIS