Evaluation of energy efficiency and best available techniques in pumping processes

The potential for enhancing the energy efficiency of industrial pumping processes is estimated to be in some cases up to 50 %. One way to define further this potential is to implement techniques in accordance to definition of best available techniques in pumping applications. These techniques are divided into three main categories: Design, control method & maintenance and distribution system. In the theory part of this thesis first the definition of best available techniques (BAT) and its applicability on pumping processes is issued. Next, the theory around pumping with different pump types is handled, the main stress being in centrifugal pumps. Other components needed in a pumping process are dealt by presenting different control methods, use of an electric motor, variable speed drive and the distribution system. Last part of the theory is about industrial pumping processes from water distribution, sewage water and power plant applications, some of which are used further on in the empirical part as example cases. For the empirical part of this study four case studies on typical pumping processes from older Master’s these were selected. Firstly the original results were analyzed by studying the distribution of energy consumption between different system components and using the definition of BAT in pumping, possible ways to improve energy efficiency were evaluated. The goal in this study was that by the achieved results it would be possible to identify the characteristic energy consumption of these and similar pumping processes. Through this data it would then be easier to focus energy efficiency actions where they might be the most applicable, both technically and economically.

Germinação e qualidade de sementes de Adenostemma brasilianum (pers.) cass., Asteraceae nativa de sub-bosque de Floresta Atlântica

Foram objetivos deste estudo analisar o comportamento germinativo das sementes de Adenostemma brasilianum oriundas de população natural, avaliar sua qualidade física e verificar o seu tempo de embebição. Sementes foram coletadas em indivíduos de um fragmento de Floresta Estacional Semidecídua em Viçosa, Zona da Mata mineira, Sudeste brasileiro. Para avaliação da qualidade física, sementes recém-colhidas (zero mês) foram classificadas como perfeitas (escuras com embrião) ou imperfeitas (escuras ou claras, sem embrião). Amostras de 50 sementes recém-colhidas foram colocadas para germinar em três temperaturas (20, 25 e 30 °C) e em três condições de luminosidade: com suplementação de luz (SUP), luz ambiente (AMB) e escuro contínuo (ESC). A germinação de sementes armazenadas por dois, quatro e seis meses foi testada utilizando-se metodologia idêntica. Sementes armazenadas por 12 e 18 meses foram colocadas para germinar a 25 ºC SUP. A dormência e a embebição foram testadas, respectivamente, com solução de tetrazólio e azul de metileno. Foram registradas 74,7% de sementes fisicamente perfeitas, e observou-se a partenocarpia (10%). As sementes iniciaram a germinação ao oitavo dia após a semeadura. Os fatores luz, temperatura e armazenamento agiram sinergeticamente sobre a germinação das sementes. As maiores porcentagens médias de germinação foram observadas nas sementes recém-colhidas e submetidas às temperaturas de 25 e 30 ºC SUP, 85,5 e 88,5%, respectivamente. A dormência das sementes foi constatada em baixa temperatura (20 ºC), independentemente do tratamento de luz. O armazenamento aumentou a mortalidade e a quebra da dormência; aos 12 meses, a germinação foi nula. A absorção de água pela semente ocorreu 24 h após a sua imersão em solução de azul de metileno.

Sobrevivência e crescimento inicial de plântulas de Euterpe edulis Mart. transplantadas para clareiras e sub-bosque em uma Floresta Estacional Semidecidual, em Viçosa, MG

Este estudo teve como objetivos avaliar a sobrevivência e crescimento inicial de plântulas de Euterpe edulis Mart. transplantadas para duas condições de luz: clareira e sub-bosque, além de discutir seu comportamento ecofisiológico. Foram transplantadas 90 plântulas com altura entre 5 e 25 cm em seis parcelas: três em sub-bosque e três em clareiras, no espaçamento 2 x 2 m em três linhas de plantio, com cinco plântulas cada. A porcentagem de sobrevivência (geral) no período do estudo foi de 36,7%, enquanto nas clareiras foi de 53,3% e no sub-bosque, 20%. Uma regressão não linear mostrou relação positiva entre abertura de dossel e sobrevivência de plântulas de E. edulis. A maior taxa de sobrevivência das plântulas no ambiente de clareira em relação ao sub-bosque pode ser explicada pelo excesso de sombreamento no último, causada pela baixa porcentagem de abertura do dossel (4,78%). A abertura do dossel não influenciou significativamente no crescimento das plântulas.

Corte foliar e tempo de transplantio para o uso de plântulas do sub-bosque na restauração florestal

O uso de plântulas da regeneração natural tem sido recomendado como estratégia para produção de mudas visando à restauração florestal, contudo muitos aspectos técnicos desse método ainda carecem de investigação científica. O objetivo deste trabalho foi avaliar o efeito da redução da área foliar e do transplantio imediato na sobrevivência e crescimento de mudas de espécies arbóreas produzidas a partir de plântulas obtidas da regeneração natural. Plântulas de Esenbeckia leiocarpa (Rutaceae), Eugenia ligustrina (Myrtaceae) e Maytenus salicifolia (Celastraceae), obtidas em remanescente de vegetação secundária de Floresta Estacional Semidecidual em Bofete, SP, foram extraídas do solo e submetidas aos tratamentos: I) redução de 50% da área de cada folha e transplantio imediato; II) nenhuma redução de área das folhas e transplantio imediato; III) redução de 50% da área de cada folha, manutenção das plântulas em água e transplantio 24 h após a coleta; e IV) nenhuma redução de área das folhas, manutenção das plântulas em água e transplantio 24 h após a coleta. As mudas foram avaliadas com relação à sobrevivência e ao crescimento em altura, ao longo de oito meses. Os resultados evidenciaram que nem o corte das folhas ou a manutenção das plântulas dentro de recipientes com água por 24 h antes do transplantio afetaram os parâmetros avaliados. Assim, para as espécies estudadas a redução da área foliar e o transplantio imediato são desnecessários para a produção de mudas em viveiro a partir de plântulas obtidas da regeneração natural.

Mapeamento das áreas de preservação permanente e identificação dos conflitos de uso da terra na sub-bacia hidrográfica do Rio Camapuã/Brumado

O objetivo deste trabalho foi mapear e quantificar as áreas de preservação permanente (APPs) de acordo com a Resolução nº 303/02 do CONAMA para, então, com base no mapa de uso da terra e cobertura vegetal, identificar e quantificar os eventuais conflitos de uso da terra, com vistas a nortear o cumprimento da lei e promover o uso adequado dos recursos da sub-bacia hidrográfica do rio Camapuã/Brumado, MG. Utilizaram-se uma imagem digital do sensor ETM+/LANDSAT 7, bases cartográficas planialtimétricas do IBGE para a área de estudo, e os softwares Anudem 5.2, Erdas Imagine 9.2 e ArcGIS 9.3. As APPs ocuparam 63.095 ha, representando 57,0% da área total da sub-bacia (110.711,9 ha). Com relação às categorias de APPs, o terço superior da bacia, ao longo das linhas de cumeada, correspondeu a 52,6% dos 63.095 ha; as zonas de proteção às margens dos cursos d'água, a 31,4%; a proteção das nascentes, a 15,6%; e as encostas com declividade superior a 45° e o terço superior de morros totalizaram 0,4%. As áreas de terço superior da bacia, ao longo das linhas de cumeada, foram as mais desrespeitadas (55,9%), seguidas das margens de curso d'água (23,12%), proteção de nascentes (20,83%), encostas com declividade superior a 45° (0,3%) e terço superior de morros (0,1%). Foram identificados 21.939,3 ha de APPs sendo explorados por atividades agropecuárias, o que representa 34,8% do total de APPs. Entretanto, constatou-se que 30.734,3 ha dos 47.616,9 ha situados fora das áreas de APP, i.e., 64,5% das áreas legalmente passíveis de conversão de uso da terra, estavam cobertos por vegetação nativa. Encontraram-se sólidas evidências de que a falta de conhecimento a respeito da espacialização das APPs dentro da propriedade é a principal causa do descumprimento da lei. A delimitação e espacialização das APPs pelo geoprocessamento viabilizam a aplicação da legislação florestal, contribuindo notoriamente para minimizar os conflitos de uso da terra e evitar a degradação dos remanescentes florestais pela formação de corredores ecológicos naturais que mitiguem os efeitos deletérios da fragmentação de habitats.

The Peace and Security Council of the African Union : its relationship with the United Nations, African Union and sub-regional mechanisms

Avhandlingen undersöker den Afrikanska Unionens freds- och säkerhetsråd och dess roll i framhävandet och upprätthållandet av fred, säkerhet och stabilitet i Afrika. Detta freds- och säkerhetsråd etablerades formellt 2004 och opererar under den Afrikanska Unionen (AU) som å sin sida upprättades 2002. Den Afrikanska Unionens freds- och säkerhetsråds roll i framhävandet av fred, säkerhet och stabilitet gör rådet till en hörnsten inom ramen för konfliktförebyggande och -hantering, samt konfliktlösning på den afrikanska kontinenten. Den Afrikanska Unionens freds- och säkerhetsråd spelar också en högst viktig roll i implementeringen av ansvaret att beskydda civilbefolkningen i konfliktsituationer. För uppfyllandet av sitt mandat att framhäva och upprätthålla fred, säkerhet och stabilitet i Afrika krävs det att freds- och säkerhetsrådet samarbetar med andra institutioner och mekanismer som handhar internationella och regionala freds- och säkerhetsärenden. Avhandlingen analyserar tre dimensioner av denna typ av relationer som freds- och säkerhetsrådet bör etablera med dessa organ och mekanismer för att kunna utföra sitt mandat effektivt. Först analyseras relationen mellan Afrikanska Unionens freds- och säkerhetsråd och Förenta Nationernas säkerhetsråd som också beskrivs i artikel 17 (1) i protokollet som förde till etablerandet av AU:s freds- och säkerhetsråd. Analysen understryker FN:s säkerhetsråd som det organ som bär det primära ansvaret i förhållande till fred och säkerhet, medan AU:s freds- och säkerhetsråd fungerar som en kompletterande komponent i sin roll som ett regionalt organ. Avhandlingen fortsätter med att analysera förhållandet mellan AU:s freds- och säkerhetsråd och andra organ inom AU, samt andra relevanta institutioner som framgår av artikel 10, 18 (1), 19 och 20 i protokollet för rådets etablerande. Avhandlingen diskuterar i detalj hur samarbetet mellan AU:s freds- och säkerhetsråd och dessa institutioner och organ kunde förstärkas till fördel för effektivt framhävande och upprätthållande av fred och säkerhet i Afrika. Slutligen analyserar avhandlingen samarbetet mellan AU:s freds- och säkerhetsråd och sub-regionala mekanismer etablerade under regionala ekonomiska gemenskaper som beskrivs i artikel 16 i protokollet för etablerandet av rådet. Avhandlingen diskuterar i detalj rollen för de sub-regionala mekanismerna i den afrikanska freds- och säkerhetsarkitekturen. Avhandlingen diskuterar vidare förhållandet mellan de sub-regionala mekanismerna och den afrikanska stand-by styrkan ASF och förutsättningarna för detta arrangemang att bemöta afrikanska konflikter. Avhandlingen fokuserar också på en harmoniserings- och samarbetsprocess i förhållande till de sub-regionala mekanismerna, de regionala ekonomiska gemenskaperna och den Afrikanska Unionens freds- och säkerhetsråd. Kort sagt beskriver avhandlingen hur förhållandet mellan AU:s freds- och säkerhetsråd och de ovan nämnda organ och mekanismer har en faktisk och potentiell möjlighet att effektivt bidra till fred, säkerhet och stabilitet i Afrika. Avhandlingen identifierar utmaningarna kring att göra detta till ett fungerande förhållande samtidigt som den genererar både generella och specifika rekommendationer om hur dessa utmaningar bäst kan bemötas. Några av dessa utmaningar utgörs av följande aspekter: konflikten mellan AU:s och FN:s reglemang i bemötandet av freds- och säkerhetsutmaningar; de olika metoderna i FN och AU vid implementeringen av principen av universell jurisdiktion; konflikten mellan de olika mandaten som AU:s freds- och säkerhetsråd och FN:s säkerhetsråd har i förhållande till implementeringen av principen om intervention; och konflikten mellan lagarna och metoderna i förhållande till AU:s freds- och säkerhetsråd och de regionala mekanismerna. En av de huvudsakliga rekommendationerna i avhandlingen i bemötandet av de ovan nämnda utmaningarna är att harmonisera de olika systemen för att försäkra att det föreligger ett samordnat bemötande av konflikter i Afrika. Efter att ha identifierat luckorna i AU:s freds- och säkerhetsprotokoll med speciell fokus på förhållandet mellan rådet och de relevanta organen och mekanismerna rekommenderar avhandlingen ett antal tillägg och modifieringar till instrumentet ifråga för att effektivera, stärka och upprätthålla detta förhållande. Avhandlingen föreslår att dessa tillägg och modifieringar skulle företas under 2014 då detta år markerar 10 år efter att AU:s freds- och säkerhetsråd etablerades. Idén bakom detta företagandet ligger i att 10 år torde vara en tillfredställande tidsperiod för att mäta hur freds- och säkerhetsrådet har fungerat och hur dess förhållande med de relevanta institutionerna och mekanismerna kunde förbättras. Avhandlingen representerar den bredaste och nyaste studien inom ramen för artikel 16, 17, 18, 19 och 20 i protokollet för AU:s freds- och säkerhetsråd och introducerar ett innovativt bemötande av utmaningar till fred, säkerhet och stabilitet på den afrikanska kontinenten. Avhandlingen bidrar till teorin och praxisen i AU:s freds- och säkerhetsråd vilket kan vara av intresse för både forskare och praktiker i folkrätt såväl som i internationella freds- och säkerhetsstudier, speciellt i Afrika.

Sucesso reprodutivo de espécies distílicas de psychotria (rubiaceae) em sub-bosque de floresta atlântica

As espécies distílicas Psychotria conjugens, P. hastisepala e P. sessilis (Rubiaceae) são típicas de sub-bosques sombreados. Ocorrem no maior fragmento de Floresta Estacional Semidecidual de Viçosa, Minas Gerais, Sudeste brasileiro - a Mata do Paraíso, com 194 ha. A distilia caracteriza-se pela presença dos morfos florais longistilos (L) e brevistilos (B) em indivíduos distintos e pela dependência de polinizações intermorfos (L x B ou B x L) para a produção de frutos; é esperada a proporção equilibrada (isopletia) dos indivíduos na população. Foram objetivos deste trabalho verificar, nas espécies citadas, a proporção dos morfos florais em uma área de 7 ha e a dependência por polinizadores, testando a incompatibilidade intramorfos (L x L e B x B) por meio de polinizações manuais in vivo, a viabilidade dos grãos de pólen e dimorfismo dos grãos entre os morfos florais; e quantificar as produções de frutos e de sementes por morfo. Os morfos florais das espécies se encontram em proporções equilibradas. Houve incompatibilidade e a viabilidade dos grãos de pólen foi alta (> 64%). Verificou-se dimorfismo dos grãos, e os maiores diâmetros foram os de B. As produções de frutos e de sementes (uma ou duas) dos morfos de P. sessilis e de P. conjugens foram semelhantes e, em P. hastisepala, foram maiores em B. Na Mata do Paraíso, as condições adequadas, como o hábitat, a isopletia e a atuação de polinizadores, são fatores que parecem favorecer o sucesso reprodutivo e, consequentemente, a manutenção local das espécies estudadas.

Novel CO2 Regulated Proteins in Synechocystis PCC 6803

The large biodiversity of cyanobacteria together with the increasing genomics and proteomics metadata provide novel information for finding new commercially valuable metabolites. With the advent of global warming, there is growing interest in the processes that results in efficient CO2 capture through the use of photosynthetic microorganisms such as cyanobacteria. This requires a detailed knowledge of how cyanobacteria respond to the ambient CO2. My study was aimed at understanding the changes in the protein profile of the model organism, Synechocystis PCC 6803 towards the varying CO₂ level. In order to achieve this goal I have employed modern proteomics tools such as iTRAQ and DIGE, recombinant DNA techniques to construct different mutants in cyanobacteria and biophysical methods to study the photosynthetic properties. The proteomics study revealed several novel proteins, apart from the well characterized proteins involved in carbon concentrating mechanisms (CCMs), that were upregulated upon shift of the cells from high CO₂ concentration (3%) to that in air level (0.039%). The unknown proteins, Slr0006 and flavodiiron proteins (FDPs) Sll0217-Flv4 and Sll0219-Flv2, were selected for further characterization. Although slr0006 was substantially upregulated under C_i limiting conditions, inactivation of the gene did not result in any visual phenotype under various environmental conditions indicating that this protein is not essential for cell survival. However, quantitative proteomics showed the induction of novel plasmid and chromosome encoded proteins in deltaslr0006 under air level CO₂ conditions. The expression of the slr0006 gene was found to be strictly dependent on active photosynthetic electron transfer. Slr0006 contains conserved dsRNA binding domain that belongs to the Sua5/YrdC/YciO protein family. Structural modelling of Slr0006 showed an alpha/beta twisted open-sheet structure and a positively charged cavity, indicating a possible binding site for RNA. The 3D model and the co-localization of Slr0006 with ribosomal subunits suggest that it might play a role in translation or ribosome biogenesis. On the other hand, deletions in the sll0217-sll218- sll0219 operon resulted in enhanced photodamage of PSII and distorted energy transfer from phycobilisome (PBS) to PSII, suggesting a dynamic photoprotection role of the operon. Constructed homology models also suggest efficient electron transfer in heterodimeric Flv2/Flv4, apparently involved in PSII photoprotection. Both Slr0006 and FDPs exhibited several common features, including negative regulation by NdhR and ambiguous cellular localization when subjected to different concentrations of divalent ions. This strong association with the membranes remained undisturbed even in the presence of detergent or high salt. My finding brings ample information on three novel proteins and their functions towards carbon limitation. Nevertheless, many pathways and related proteins remain unexplored. The comprehensive understanding of the acclimation processes in cyanobacteria towards varying environmental CO₂ levels will help to uncover adaptive mechanisms in other organisms, including higher plants.

ESTABLISHMENT TECHNIQUES FOR TROPICAL LEGUMES IN THE UNDERSTORY OF A EUCALYPTUS PLANTATION

This study evaluated establishment methods for a mixture of herbaceous forage legumes [Centrosema acutifolium, Clitoria ternatea, Pueraria phaseoloides, Stylosanthes Campo Grande (Stylosanthes capitata + S. macrocephala), Calopogonium mucunoides, Lablab purpureus, Arachis pintoi, and Aeschynomene villosa] under the shade of an Eucalyptus grandis plantation submitted to thinning (40%) 8 years after planting in Anhembi, São Paulo (22°40'S, 48°10'W, altitude of 455 m). The experiment started in December 2008 and consisted of the comparison of the following four types of seed incorporation by light disc harrowing: (1) broadcast sowing without seed incorporation; disc harrowing before (2) or after (3) planting, and (4) disc harrowing before and after planting. Ninety days after planting, the number of legume plants/m2 and the percentage of ground cover by the plants varied between the treatments tested; however, the treatments had no effect on the dry matter accumulation of forage legumes. Disc harrowing before planting yielded superior results compared to the treatments without disc harrowing and disc harrowing after planting. At the end of the experimental period, the plots contained Arachis, Centrosema, Stylosanthes, and Pueraria. The dry matter accumulated by Centrosema corresponded to 73% of total dry matter yield of the plots. The participation of Arachis, Centrosema and Stylosanthes in final dry matter composition of the plots varied according to establishment method. The advantages of the use of species mixtures rather than monocultures in the understory of forest plantations were discussed.

First dice your dill – new methods and techniques in sample handling

This book is dedicated to celebrate the 60th birthday of Professor Rainer Huopalahti. Professor Rainer “Repe” Huopalahti has had, and in fact is still enjoying a distinguished career in the analysis of food and food related flavor compounds. One will find it hard to make any progress in this particular field without a valid and innovative sample handling technique and this is a field in which Professor Huopalahti has made great contributions. The title and the front cover of this book honors Professor Huopahti’s early steps in science. His PhD thesis which was published on 1985 is entitled “Composition and content of aroma compounds in the dill herb, Anethum graveolens L., affected by different factors”. At that time, the thesis introduced new technology being applied to sample handling and analysis of flavoring compounds of dill. Sample handling is an essential task that in just about every analysis. If one is working with minor compounds in a sample or trying to detect trace levels of the analytes, one of the aims of sample handling may be to increase the sensitivity of the analytical method. On the other hand, if one is working with a challenging matrix such as the kind found in biological samples, one of the aims is to increase the selectivity. However, quite often the aim is to increase both the selectivity and the sensitivity. This book provides good and representative examples about the necessity of valid sample handling and the role of the sample handling in the analytical method. The contributors of the book are leading Finnish scientists on the field of organic instrumental analytical chemistry. Some of them are also Repe’ s personal friends and former students from the University of Turku, Department of Biochemistry and Food Chemistry. Importantly, the authors all know Repe in one way or another and are well aware of his achievements on the field of analytical chemistry. The editorial team had a great time during the planning phase and during the “hard work editorial phase” of the book. For example, we came up with many ideas on how to publish the book. After many long discussions, we decided to have a limited edition as an “old school hard cover book” – and to acknowledge more modern ways of disseminating knowledge by publishing an internet version of the book on the webpages of the University of Turku. Downloading the book from the webpage for personal use is free of charge. We believe and hope that the book will be read with great interest by scientists working in the fascinating field of organic instrumental analytical chemistry. We decided to publish our book in English for two main reasons. First, we believe that in the near future, more and more teaching in Finnish Universities will be delivered in English. To facilitate this process and encourage students to develop good language skills, it was decided to be published the book in English. Secondly, we believe that the book will also interest scientists outside Finland – particularly in the other member states of the European Union. The editorial team thanks all the authors for their willingness to contribute to this book – and to adhere to the very strict schedule. We also want to thank the various individuals and enterprises who financially supported the book project. Without that support, it would not have been possible to publish the hardcover book.

Seasonality of net radiation in two sub-basins of Paracatu by the use of modis sensor products

The net radiation (Rn) represents the main source of energy for physical and chemical processes that occur in the surface-atmosphere interface, and it is used for air and soil heating, water transfer, in the form of vapor from the surface to the atmosphere, and for the metabolism of plants, especially photosynthesis. If there is no record of net radiation in certain areas, the use of information is important to help determine it. Among them we can highlight those provided by remote sensing. In this context, this work aims to estimate the net radiation, with the use of products of MODIS sensor, in the sub-basins of Entre Ribeiros creek and Preto River, located between the Brazilian states of Goiás and Minas Gerais. The SEBAL (Surface Energy Balance Algorithm for Land) was used to obtain the Rn in four different days in the period of July to October, 2007. The Rn results obtained were consistent with others cited in the literature and are important because the orbital information can help determine the Rn in areas where there are not automatic weather stations to record the net radiation.

Data mining techniques for identification of spectrally homogeneous areas using NDVI temporal profiles of soybean crop

The aim of this study was to group temporal profiles of 10-day composites NDVI product by similarity, which was obtained by the SPOT Vegetation sensor, for municipalities with high soybean production in the state of Paraná, Brazil, in the 2005/2006 cropping season. Data mining is a valuable tool that allows extracting knowledge from a database, identifying valid, new, potentially useful and understandable patterns. Therefore, it was used the methods for clusters generation by means of the algorithms K-Means, MAXVER and DBSCAN, implemented in the WEKA software package. Clusters were created based on the average temporal profiles of NDVI of the 277 municipalities with high soybean production in the state and the best results were found with the K-Means algorithm, grouping the municipalities into six clusters, considering the period from the beginning of October until the end of March, which is equivalent to the crop vegetative cycle. Half of the generated clusters presented spectro-temporal pattern, a characteristic of soybeans and were mostly under the soybean belt in the state of Paraná, which shows good results that were obtained with the proposed methodology as for identification of homogeneous areas. These results will be useful for the creation of regional soybean "masks" to estimate the planted area for this crop.

Bartlett-Lewis of rectangular pulse modified model: estimate of parameters for simulation of precipitation in sub-hourly duration

The Bartlett-Lewis Rectangular Pulse Modified (BLPRM) model simulates the precipitous slide in the hourly and sub-hourly and has six parameters for each of the twelve months of the year. This study aimed to evaluate the behavior of precipitation series in the duration of 15 min, obtained by simulation using the model BLPRM in situations: (a) where the parameters are estimated from a combination of statistics, creating five different sets; (b) suitability of the model to generate rain. To adjust the parameters were used rain gauge records of Pelotas/RS/Brazil, which statistics were estimated - mean, variance, covariance, autocorrelation coefficient of lag 1, the proportion of dry days in the period considered. The results showed that the parameters related to the time of onset of precipitation (λ) and intensities (μx) were the most stable and the most unstable were ν parameter, related to rain duration. The BLPRM model adequately represented the mean, variance, and proportion of the dry period of the series of precipitation lasting 15 min and, the time dependence of the heights of rain, represented autocorrelation coefficient of the first retardation was statistically less simulated series suitability for the duration of 15 min.