Negociación colectiva y lucha de clases : Convenio laboral para fileterxs (1969-1970)

En este artículo analizamos una arista del mundo obrero aún poco explorada: la negociación colectiva, entendiéndola como uno de los múltiples rizomas de la lucha de clases. Para reflexionar sobre esta faz de la conflictividad obrera, abordamos la experiencia de negociación colectiva impulsada por lxs fileterxs durante 1969-1970. Al menos dos son las razones que nos motivan a realizar este abordaje. En primer lugar, el convenio de aquel período nos brinda un punto de vista privilegiado para acercarnos a los momentos genéticos de la formación de una nueva fracción de obrerxs del pescado, grupo que encontró su clímax en el proceso de negociación colectiva del año 1975, así como en el proceso huelguístico que la negociación concitó. Desde aquel momento, la identidad de lxs obrerxs del pescado se mimetizó con la de lxs fileterxs. En segundo lugar, un análisis detallado del convenio nos habilita la reconstrucción de las correlaciones de fuerza entre el Sindicato y la Cámara del sector en sus distintas dimensiones: proceso de trabajo, recursos organizacionales, horizonte político

O PAPEL CONTRADITÓRIO DO PROFESSOR EVENTUAL DA REDE PÚBLICA DE ENSINO DO ESTADO DE SÃO PAULO NA ARTICULAÇÃO DAS RELAÇÕES DE TRABALHO E PROFISSÃO DOCENTE: LÚMPEN-PROFESSORADO ?

Esta pesquisa busca diagnosticar como ocorre a contratação e a atuação do professor eventual do EF II e EM na rede pública de ensino do estado de São Paulo e se essa forma de contratação e de atuação é a causa da quase inexistência desse professor nessa rede. Parte da hipótese de que a forma de contratação coloca esse professor em situação de lúmpen-professorado e que a pouca procura pelo professor eventual para o desempenho dessa função relaciona-se a esse fato, intimamente ligado ao não reconhecimento da importância de sua atuação, ao caráter contraditório do seu papel e às condições em que se dá seu exercício, levando-o a deixar de procurar esse tipo de atividade. Objetiva-se apresentar, discutir e promover uma reflexão a respeito desses temas e contribuir com estudos sobre o assunto, para uma possível análise e quiçá estruturação de uma política educacional adequada nesse âmbito. A carência de estudos sobre o tema justifica esta pesquisa. A partir da revisão bibliográfica, levantaram-se autores que abordaram o assunto, porém, sob outros pontos de vista. A metodologia abrangeu a leitura da bibliografia básica e complementar, a pesquisa documental (legislação federal e do estado de São Paulo), paralelamente a um estudo de caso e pesquisa qualitativa. Numa contextualização histórica geral, priorizaram-se as mudanças nas relações de trabalho e profissão docente, a construção e desconstrução de direitos adquiridos pelo professor, publicados em legislação específica, e, nesse ínterim, a figura do professor eventual. Abordou-se, então, numa perspectiva teórica, a situação precária da profissão docente e suas consequências, mostrando-se o panorama da deterioração do magistério público. O estudo de caso foi realizado por meio de observação sistemática numa escola estadual da periferia do Grande ABC (SP), além da coleta de depoimentos e/ou entrevistas junto a três professores eventuais, três gestores, um gerente de organização escolar e do secretário adjunto da Secretaria da Educação do estado de São Paulo, no intuito de valorar recortes dos diversos olhares. O estudo encerra-se com a discussão sobre a articulação entre os elementos de pesquisa. Os resultados contemplaram as questões propostas quanto à atuação e à contratação do professor eventual, confirmando assim as hipóteses levantadas para a pesquisa.

COMPREENSÃO DO FUNCIONAMENTO MENTAL EM PACIENTES COM ACIDENTE CEREBROVASCULAR: UMA CONTRIBUIÇÃO DA PSICOLOGIA DA SAÚDE

O acidente cerebrovascular é uma doença de grande incidência no Brasil e no mundo. As pessoas que sofreram este tipo de acometimento podem apresentar seqüelas variadas, como motoras, cognitivas, sensoriais, sociais, afetivo-emocionais e transtornos psiquiátricos, levando a graus variados de dependência. Sendo assim, um estudo psicológico se faz importante, pois estas pessoas sofrerão mudanças em suas rotinas e no seu mundo interno.O presente trabalho trata-se de uma pesquisa clínico qualitativa, e teve como objetivos investigar as repercussões psicológicas de pacientes adultos que sofreram acidente cerebrovascular; compreender o funcionamento mental, a deterioração neuropsicológica e a adaptação humana desses pacientes, através da Escala de Avaliação Global do Funcionamento, do Desenho da Figura Humana, e da Escala do Diagnóstico Adaptativo Operacionalizado; compreender o sofrimento psicológico em narrativas da entrevista psicológica dessas pessoas e investigar como os indivíduos contam sua própria história numa compreensão psicossomática e psicanalítica. Para isso, utilizou-se o referencial teórico da Psicanálise e as concepções de Neuropsicanálise e Psicossomática. Foram analisados os relatos de cinco pacientes em tratamento num centro de reabilitação. Observou-se que por tratar-se de uma lesão cerebral, as repercussões psicológicas de quem sofreu acidente cerebrovascular devem ser observadas do ponto de vista neuropsicológico e a dinâmica afetivo-emocional. Os dados do Eixo V do DSM-IV, Escala de Avaliação Global do Funcionamento, e da Escala do Diagnóstico Adaptativo Operacionalizado de Ryad Simon apresentaram forte correlação estatística, embora a última seja mais compreensiva do ponto de vista psicanalítico; todos os pacientes apresentaram Adaptação Ineficaz. Quanto ao Desenho da Figura Humana, questionou-se a fidedignidade deste tipo de técnica nessa população, uma vez que os dados de organicidade interferem bastante. A história construída foi um instrumento importante para investigar como o indivíduo que sofreu acidente cerebrovascular contou sua própria história, seus mecanismos de defesa e as fantasias inconscientes, surgindo nesses relatos histórias importantes de depressão. Os mecanismos de defesa predominante no funcionamento mental desses pacientes foram a repressão e a desvalorização, no funcionamento neurótico, e a onipotência no funcionamento psicótico.(AU)

Inspeção e reabilitação de pontes e viadutos em betão armado na R.A.M.

A presente dissertação insere-se na área da inspeção e da reabilitação de obras de arte, mais especificamente pontes e viadutos rodoviários. Uma das principais motivações para o desenvolvimento deste trabalho justifica-se pelo facto de existir na Região Autónoma da Madeira, um elevado número de obras de arte relativamente à sua área, sendo necessário cada vez mais investir em meios e conhecimento especializado na procura de formas economicamente interessantes de inspeção, diagnóstico, gestão da conservação e da monitorização dessas obras de arte. O trabalho desenvolvido teve por objetivo identificar as principais anomalias de pontes e viadutos de betão armado, e, através do auxílio fornecidos por técnicas de inspeção e monitorização, indicar intervenções preventivas e corretivas, visando assegurar a durabilidade dessas obras de arte durante as suas vidas úteis. Numa primeira fase procurou-se enquadrar os conceitos relacionados com as anomalias associadas aos elementos de betão armado enquanto material de construção, bem como na importância durabilidade. Identificou-se os agentes e os mecanismos de deterioração quer do betão e quer do aço, de forma a direcionar o estudo para as principais anomalias que podem-se verificar nos diversos componentes de uma ponte ou viaduto. A seguinte fase do trabalho consiste na identificação dos principais métodos e procedimentos necessários para efetuar-se uma correta inspeção, tendo como objetivo avaliar a natureza e a extensão das anomalias, o que possibilitará na definição de intervenções adequadas de manutenção, conservação, reabilitação ou reforço. Por fim, com base nas fichas de inspeção fornecidas pelas Betar1, fez-se análise do estado de manutenção e do estado de conservação de um conjunto de pontes e viadutos na R.A.M., bem como das anomalias mais frequentes. Elaborou-se ainda um guia de anomalias, indicando-se as principais diretrizes para a realização de inspeções em pontes e viadutos, evidenciando as anomalias que podem verificar-se com maior frequência, bem como os trabalhos recomendados para cada situação.

Dinâmica das configurações de formação e inibição das chuvas no Rio Grande do Norte: caracterização hidroclimática do estado

This study aimed to evaluate the influence of the main meteorological mechanisms trainers and inhibitors of precipitation, and the interactions between different scales of operation, the spatial and temporal variability of the annual cycle of precipitation in the Rio Grande do Norte. Além disso, considerando as circunstâncias locais e regionais, criando assim uma base científica para apoiar ações futuras na gestão da demanda de água no Estado. Database from monthly precipitation of 45 years, ranging between 1963 and 2007, data provided by EMPARN. The methodology used to achieve the results was initially composed of descriptive statistical analysis of historical data to prove the stability of the series, were applied after, geostatistics tool for plotting maps of the variables, within the geostatistical we opted for by Kriging interpolation method because it was the method that showed the best results and minor errors. Among the results, we highlight the annual cycle of rainfall the State which is influenced by meteorological mechanisms of different spatial and temporal scales, where the main mechanisms cycle modulators are the Conference Intertropical Zone (ITCZ) acting since midFebruary to mid May throughout the state, waves Leste (OL), Lines of instability (LI), breeze systems and orographic rainfall acting mainly in the Coastal strip between February and July. Along with vortice of high levels (VCANs), Complex Mesoscale Convective (CCMs) and orographic rain in any region of the state mainly in spring and summer. In terms of larger scale phenomena stood out El Niño and La Niña, ENSO in the tropical Pacific basin. In La Niña episodes usually occur normal or rainy years, as upon the occurrence of prolonged periods of drought are influenced by EL NIÑO. In the Atlantic Ocean the standard Dipole also affects the intensity of the rainfall cycle in State. The cycle of rains in Rio Grande do Norte is divided into two periods, one comprising the regions West, Central and the Western Portion of the Wasteland Potiguar mesoregions of west Chapada Borborema, causing rains from midFebruary to mid-May and a second period of cycle, between February-July, where rains occur in mesoregions East and of the Wasteland, located upwind of the Chapada Borborema, both interspersed with dry periods without occurrence of significant rainfall and transition periods of rainy - dry and dry-rainy where isolated rainfall occur. Approximately 82% of the rainfall stations of the state which corresponds to 83.4% of the total area of Rio Grande do Norte, do not record annual volumes above 900 mm. Because the water supply of the State be maintained by small reservoirs already are in an advanced state of eutrophication, when the rains occur, act to wash and replace the water in the reservoirs, improving the quality of these, reducing the eutrophication process. When rain they do not significantly occur or after long periods of shortages, the process of eutrophication and deterioration of water in dams increased significantly. Through knowledge of the behavior of the annual cycle of rainfall can have an intimate knowledge of how it may be the tendency of rainy or prone to shortages following period, mainly observing the trends of larger scale phenomena

Contribuição na caracterização de agregados comercializados no Rio Grande do Norte com ênfase na reação álcali-agregado

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior - CAPES

Efeitos da senescência no folheto intergeniculado do tálamo de ratos: análises morfológicas e neuroquímicas

The circadian timing system (CTS), in rodents, consists of interconnected neural structures such as the suprachiasmatic nucleus (SCN) of the hypothalamus, Intergeniculate Leaflet (IGL) of the thalamus, synchronous pathways and behavioral effectors. The SCN has been described as the major circadian pacemaker in several species of mammals, while the IGL appears to be involved in integration of photic and non-photic clues relaying them to SCN. The CTS allows an ordered internal temporal organization to the organism, providing the proper execution of physiological and behavioral mechanisms, which brings homeostasis. However, this stability is disrupted with aging process causing numerous pathological disorders, ranging from simple loss of physiological functions to decreases in cognitive performance. Therefore, is fundamental understanding the effects of senescence in this system. In this context, is proposed in this study to check if there are changes in IGL cytoarchitecture, neurochemical and retinal afferent markers with aging and their possible morpho-functional implications. To achieve this goal wistar rats were divided into 3 groups: young (3 months); Middle Age (13 months); Old (23 months). They were submitted to paraformaldhyde (4%) transcardiac perfusion to tissue fixation. Then, they had their brain removed and sectioned in 30 µm slices, which every sixth section were collected. This sections were processed by nissl method and immunostaining for GFAP, GAD, ENK, NPY and CTb in order to analyze the IGL features. It was observed a cell loss in middle age and old animals at Nissl, NPY and CTb stains. In addition, it was shown a increase in GFAP in middle aged animals compared to young and old ones. No differences were found in other neurochemichal stains. These data suggests IGL loss retinal afferents and neurons, in special the NPY-IR ones, likely having a compensatory gliogenesis. This supports the correlations between the CTS functional deficits and an anatomical deterioration of its components with the aging process.

Assédio moral na administração pública e a responsabilidade civil do estado

The social and economic changes of the last decades have enhanced the dehumanization of labor relations and the deterioration of the work environment, by the adoption of management models that foster competitiveness and maximum productivity, making it susceptible to the practice of workplace bullying. Also called mobbing, bullying can occur through actions, omissions, gestures, words, writings, always with the intention of attacking the self-esteem of the victim and destroy it psychologically. In the public sector, where relations based on hierarchy prevail, and where the functional stability makes it difficult to punish the aggressor, bullying reaches more serious connotations, with severe consequences to the victim. The Federal Constitution of 1988, by inserting the Human Dignity as a fundamental principle of the Republic, the ruler of the entire legal system, sought the enforcement of fundamental rights, through the protection of honor and image of the individual, and ensuring reparation for moral and material damage resulting from its violation. Therefore, easy to conclude that the practice of moral violence violates fundamental rights of individuals, notably the employee's personality rights. This paper therefore seeked to analyze the phenomenon of bullying in the workplace, with emphasis on the harassment practiced in the public sector as well as the possibility of state liability for harassment committed by its agents. From a theoretical and descriptive methodology, this work intended to study the constitutional, infra and international rules that protect workers against this practice, emphasizing on the fundamental rights violated. With this research, it was found that doctrine and jurisprudence converge to the possibility of state objective liability for damage caused by its agents harassers, not forgetting the possibility of regressive action against the responsible agent, as well as its criminal and administrative accountability.

Posicionamento estratégico de destinos: uma análise através da percepção dos operadores de Turismo da cidade de São Paulo sobre o destino Natal, Brasil

El turismo constituye una actividad propulsora de mejorías económicas y sociales en incontables lugares alrededor del mundo, y la ciudad de Natal se posiciona como uno de los principales destinos turísticos del Nordeste brasileño. De ese modo, el objetivo del presente estudio consistió en analizar el posicionamiento estratégico del destino Natal por medio de la percepción de los operadores de turismo de la ciudad de São Paulo, principal mercado emisor de turistas del país. El estudio de carácter descriptivo-exploratorio utilizó un abordaje cualitativo y tuvo, como universo de investigación, operadoras de turismo de la capital paulista que comercializan el destino Natal. En la colecta de datos, se utilizaron la investigación bibliográfica y el estudio de campo, siendo este último efetivado por medio de un guión de entrevista semiestruturado. Ya la técnica utilizada para el análisis de los datos fue el análisis de contenido, iniciada mediante selección del material recolectado y concluida con el proceso de categorización. Cuanto a los resultados del estudio, se percibió que el paulistano que viaja al destino Natal tiene un perfil demográfico que sugiere a la práctica del turismo sustentable, está a la busca del turismo de sol y playa, y valora las bellezas naturales del lugar. Los operadores de turismo entrevistados evaluaron, positivamente, la ciudad de Natal, y destacaron los siguientes atributos del destino: playas, bellezas naturales, hostelería, receptividad de los autóctonas, gastronomía, de entre otros. Además, los respondentes demostraron tener un fuerte encariño al destino. En lo que se refiere a los aspectos negativos, prevaleció la observancia de la ineficacia de los gobiernos locales, donde el deterioro de la malla aérea y la incipiente promoción del destino fueron apuntados como los dos principales gargalos. Al analizar la competencia, se identificó que Fortaleza, Porto de Galinhas y Maceió son los tres principales concurrentes de Natal, siendo el destino pernambucano lo que presenta mejor evaluación. Por fin, se observó que no existe una diferenciación relevante en el destino Natal.

Os impactos na qualidade da água e do solo de um manancial tropical do semiárido devido ao uso e ocupação e evento de seca extrema

Human activities alter soil features, causing the deterioration of its quality. Land use and occupation in drainage basins of water supply reservoirs can change the environmental soil quality and, thus, lead to the expansion of the soil potential of being a diffuse pollution source. In the Brazilian semiarid region, the soils are generally shallow with high susceptibility to erosion, favoring the sediment and nutrients input into the superficial waterbodies, contributing to the eutrophication process. Moreover, this region has high temperatures and high evapotranspiration rates, that are generally higher than the precipitation rates, causing a negative hydric balance and big volume losses by evaporation. The water volume reduction increases the nutrients’ concentration and, therefore, exacerbates the eutrophication process, deteriorating the water quality. Thereby, we hypothesized that the eutrophication process of semiarid reservoirs is intensified both by the extreme climatic events of prolonged drought, and by the diffuse pollution due to the basin land use and occupation. The study aimed to test whether the land use and occupation activities of the basin and the severe drought events intensify the eutrophication process of a semiarid tropical reservoir. To verify the influence of human activities carried out in the water supply of drainage basin on the soil quality and the eutrophication process, we conducted the mapping of the kind of use and occupation, as well the calculation of erosion for each activity and the soil quality evaluation of the riparian zone and water quality of the water supply. For the water analyses, the samplings were carried out monthly in the deeper point, near dam. For the soil, deformed composite samples were taken for the physical and chemical attributes analysis, according to the identified land use and occupation classes. The results showed that extreme droughts drastically reduces the water volume and elevates the nutrients concentration, contributing, thus, to a bigger degradation of water quality. Furthermore, we verified that human activities in the drainage basin promote the diffuse pollution, by increasing the soil susceptibility to erosion and nutrients contents. Summarizing, our results support the investigated hypothesis that activities of land use and occupation and extreme drought generate a combined effect that provide the intensification of eutrophication process of semiarid reservoirs.

Correlação entre força muscular do assoalho pélvico, função sexual e qualidade de vida em mulheres de meia idade

Introduction: Menopause is characterized by the depletion of ovarian follicles and the gradual decline in estradiol levels, which ends with the definitive cessation of menstrual periods (menopause). As a result of hypoestrogenism, characteristic symptoms, such as hot flashes, night sweats, vaginal dryness, dyspareunia, insomnia, mood swings and depression can be observed. There is also the weakening of the pelvic floor muscles (MAP) as a result of progressive muscle-aponeurotic and connective atrophy with consequent decreased sexual function. Objective: To evaluate the strength of MAP, sexual function and quality of life of menopausal women. Methodology: This is an observational, analytical, cross-sectional design. The sample consisted of 55 women (35 postmenopausal and 20 perimenopausal), aged between 40 and 65, who were assessed by muscle strength and perineometry test. For the assessment of sexual function and quality of life, used the Female Sexual Function Index (FSFI) and Utian Quality of Life (UQOL), respectively. Statistical analysis was performed using Pearson's correlation and multivariate analysis. Results: The mean age was 52.78 (± 6.47 years). Sexual dysfunction presented, 61.8% of participants (43.62% of postmenopausal and perimenopausal 18.17%). Muscle strength test and the maximum perineometry had a median of 3.00 (Q25: 2 e Q75: 4) and 33,50 cmH20 (Q25: 33,5 e Q75: 46,6), respectively. No correlation was found between sexual function and muscle strength (r = 0.035; p = 0.802) and between sexual function and perineometry (r = 0.126; p = 0.358). The mean total score of UQOL was 74.45 (± 12.23). Weak positive correlation was found between sexual function and quality of life (r = +0.422 p = 0.001). Multivariate analysis identified associations between sexual function and variables: quality of life, climacteric symptoms, physical activity and education level. Conclusions: These results suggest that the climacteric symptoms, quality of life, physical activity and level of education are associated with sexual function in menopausal women. However, the muscular component of sexual function needs to be further investigated in this context.

Adição de policloreto de alumínio e remoção de peixes bentívoros como técnicas de restauração de lagos rasos do semiárido brasileiro

Eutrophication is the most common cause of water quality degradation in the world. This process occurs by excessive nutrients inputs, nitrogen and phosphorus, to the aquatic systems resulting in algal and cyanobacterial blooms. In shallow lakes these effects are pronounced due to the higher interaction of the lake with watershed, air and sediment. There are innumerous restoration techniques of eutrophied lakes with a range of successful results but there is only one case of successful lake restoration in Brazil: Paranoá Lake in Brasília city. The Brazilian semiarid region has many artificial lakes, named açudes, which are mostly eutrophic and shallow lakes. The eutrophication in these lakes is reported and the phytoplankton community is dominated by potentially toxic cyanobacteria species, mainly Cylindrospermopsis raciborskii. The aim of this thesis is to test techniques for water quality management which can be easily applied in Brazilian semiarid lakes. Results from a laboratory experiment suggest that the addition of a phosphorus sorbent clay associated with an aluminium based coagulant is an effective technique in removing soluble reactive phosphorus and reducing C. raciborskii growth rate – cyanobacteria potentially toxic dominant in reservoirs of Brazilian semiarid – but this effect is dependent on the biomass in the application moment. Results from a field experiment in mesocosm in a eutrophied lake showed that the addition of aluminium based coagulant and removal of benthivorous fish is more efficient in removing total phosphorus and chlorophyll-a from water column than the isolated application of one of the techniques. Lastly, laboratory tests showed that aluminium based coagulant exhibited good performance in removing turbidity and total phosphorus from water of six reservoirs but the efficiency was reduced by algal biomass and pH. The results of this study showed that the improvement in water quality of eutrophied reservoirs in semiarid region is possible through internal loading control by phosphorus precipitation and inactivation in sediments or inhibition of phosphorus release by benthivorous fishes, and also that these results show are additives in water quality improvement.

Adição de policloreto de alumínio e remoção de peixes bentívoros como técnicas de restauração de lagos rasos do semiárido brasileiro

Eutrophication is the most common cause of water quality degradation in the world. This process occurs by excessive nutrients inputs, nitrogen and phosphorus, to the aquatic systems resulting in algal and cyanobacterial blooms. In shallow lakes these effects are pronounced due to the higher interaction of the lake with watershed, air and sediment. There are innumerous restoration techniques of eutrophied lakes with a range of successful results but there is only one case of successful lake restoration in Brazil: Paranoá Lake in Brasília city. The Brazilian semiarid region has many artificial lakes, named açudes, which are mostly eutrophic and shallow lakes. The eutrophication in these lakes is reported and the phytoplankton community is dominated by potentially toxic cyanobacteria species, mainly Cylindrospermopsis raciborskii. The aim of this thesis is to test techniques for water quality management which can be easily applied in Brazilian semiarid lakes. Results from a laboratory experiment suggest that the addition of a phosphorus sorbent clay associated with an aluminium based coagulant is an effective technique in removing soluble reactive phosphorus and reducing C. raciborskii growth rate – cyanobacteria potentially toxic dominant in reservoirs of Brazilian semiarid – but this effect is dependent on the biomass in the application moment. Results from a field experiment in mesocosm in a eutrophied lake showed that the addition of aluminium based coagulant and removal of benthivorous fish is more efficient in removing total phosphorus and chlorophyll-a from water column than the isolated application of one of the techniques. Lastly, laboratory tests showed that aluminium based coagulant exhibited good performance in removing turbidity and total phosphorus from water of six reservoirs but the efficiency was reduced by algal biomass and pH. The results of this study showed that the improvement in water quality of eutrophied reservoirs in semiarid region is possible through internal loading control by phosphorus precipitation and inactivation in sediments or inhibition of phosphorus release by benthivorous fishes, and also that these results show are additives in water quality improvement.

Investigações sobre técnicas de arquivamento para otimizadores multiobjetivo

Multi-objective problems may have many optimal solutions, which together form the Pareto optimal set. A class of heuristic algorithms for those problems, in this work called optimizers, produces approximations of this optimal set. The approximation set kept by the optmizer may be limited or unlimited. The benefit of using an unlimited archive is to guarantee that all the nondominated solutions generated in the process will be saved. However, due to the large number of solutions that can be generated, to keep an archive and compare frequently new solutions to the stored ones may demand a high computational cost. The alternative is to use a limited archive. The problem that emerges from this situation is the need of discarding nondominated solutions when the archive is full. Some techniques were proposed to handle this problem, but investigations show that none of them can surely prevent the deterioration of the archives. This work investigates a technique to be used together with the previously proposed ideas in the literature to deal with limited archives. The technique consists on keeping discarded solutions in a secondary archive, and periodically recycle these solutions, bringing them back to the optimization. Three methods of recycling are presented. In order to verify if these ideas are capable to improve the archive content during the optimization, they were implemented together with other techniques from the literature. An computational experiment with NSGA-II, SPEA2, PAES, MOEA/D and NSGA-III algorithms, applied to many classes of problems is presented. The potential and the difficulties of the proposed techniques are evaluated based on statistical tests.

Investigações sobre técnicas de arquivamento para otimizadores multiobjetivo

Multi-objective problems may have many optimal solutions, which together form the Pareto optimal set. A class of heuristic algorithms for those problems, in this work called optimizers, produces approximations of this optimal set. The approximation set kept by the optmizer may be limited or unlimited. The benefit of using an unlimited archive is to guarantee that all the nondominated solutions generated in the process will be saved. However, due to the large number of solutions that can be generated, to keep an archive and compare frequently new solutions to the stored ones may demand a high computational cost. The alternative is to use a limited archive. The problem that emerges from this situation is the need of discarding nondominated solutions when the archive is full. Some techniques were proposed to handle this problem, but investigations show that none of them can surely prevent the deterioration of the archives. This work investigates a technique to be used together with the previously proposed ideas in the literature to deal with limited archives. The technique consists on keeping discarded solutions in a secondary archive, and periodically recycle these solutions, bringing them back to the optimization. Three methods of recycling are presented. In order to verify if these ideas are capable to improve the archive content during the optimization, they were implemented together with other techniques from the literature. An computational experiment with NSGA-II, SPEA2, PAES, MOEA/D and NSGA-III algorithms, applied to many classes of problems is presented. The potential and the difficulties of the proposed techniques are evaluated based on statistical tests.