891 resultados para fertilizers


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Greenhouse production is a very important activity in the West region of Portugal, with an area of approximately 800 ha where the regular production consists in two crops per year, one in winter-spring and the other in summer-autumn. Many growers are now prepared to better exploit market opportunities, since they know that the big export window opportunity is from June to September, when the production is difficult in other regions of south due to high temperatures. Grower’s use new and more productive varieties, either in soil or hydroponic systems, mostly in unheated greenhouses, naturally ventilated, and equipped with modern fertigation systems. Greenhouse production causes some environmental impacts due to the high use of inputs. Several improvements in technologies and crop practices may contribute to increase the use efficiency of resources, decreasing the negative environmental impacts. Greenhouse vegetable production in Northern EU countries is based on the supply of heating and differs significantly from the production system in the Southern EU countries. In the Northern countries, direct energy inputs, mostly for heating, are predominant while in the South the indirect energy input is also important, mainly associated with fertilizers, plastic cover materials and other auxiliary materials. The main objective of this work was to characterise the greenhouse production systems in the West region of Portugal, in order to evaluate the energetic consumptions (direct and indirect), the GHH emissions, the production costs and the farmer’s income. With this work the mostly important inputs were identified, allowing proposing alternative measures to improve efficiency and sustainability. All the data was obtained by surveys performed directly with growers, previously selected to be representative of the crop practices and greenhouse type of the region. However, more research should be performed in order to develop and to test technologies capable to improve resources use efficiency in greenhouse production.

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This document addresses the direct and indirect use of energy in European organic greenhouse horticulture (OGH) with the aim of reviewing available means for making it more environmental friendly and identifying knowledge gaps that should be addressed to attain this aim. The first observation is that there is no common regulation for energy use in OGH, which is not unexpected, since the need for climatisation is not uniformly distributed in the EU (and outside). Accordingly, the EU directive on organic agriculture does not set limitations on the use of energy, but rather promotes the responsible use of energy and of natural resources. The restrictions and rules of most private standards are slightly more stringent. Some standards have specific restrictions on the amount and sources of energy and/or on the seasonal use of energy for heating. Some standards also address processes that may affect (in)direct energy use, such as cultivation methods, mulching, lighting and growing media or substrates. However, most private standards have no or little restrictions or regulations on energy use. Accordingly, it should not surprise that very little quantitative information is available about energy use in OGH. In the present document we have filled the gaps with data with estimates drawn on energy use in conventional greenhouses. With respect to ongoing research, whereas many of the present research results about energy use and saving in conventional greenhouses are relevant (and also applied) in OGH, little research is devoted to address the energy use that is peculiar to OGH, particularly energy use for humidity control. In short, there are still a lot of knowledge gaps to improve quality and to lower energy use in organic greenhouses. The purpose of this document is a summary of present relevant knowledge about energy use and energy saving and of the perspective for improvement. In particular, the goal is to make an overview on the methods and technologies which can be used to reduce the energy use in OGH. We start from the assumption that methods and technologies that are used for reducing direct and indirect energy in conventional greenhouses can also be applied in organic greenhouses. Research on reducing energy use in conventional greenhouses is also more widely available because the area of conventional greenhouse horticulture is much larger than the area of OGH. When implementing these methods and techniques we should take into account the specific characteristics of organic agriculture like soil-based cultivation, use of organic fertilizers and the limited use of crop protection products. This document is organised as follows: first we report the results of a survey about energy use and relevant standards in the countries participating to the COST action (chapter 1); then we review the energy use for climatisation: heating (chapter 2) and humidity (chapter 3). In chapter 4 we review the available design and management means that would either reduce energy use and/or increase energy use efficiency by increasing productivity of OGH. In chapter 5 we present a short summary of existing information on indirect energy use, that is the energy required to manufacture production means (greenhouse structure and cover, fertilisers, equipment etc.) and for crop protection, particularly steaming, and briefly discuss possible savings. Finally (chapter 6) we review briefly the potential for application of renewable energy sources in OGH.

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Little information is available on the degree of within-field variability of potential production of Tall wheatgrass (Thinopyrum ponticum) forage under unirrigated conditions. The aim of this study was to characterize the spatial variability of the accumulated biomass (AB) without nutritional limitations through vegetation indexes, and then use this information to determine potential management zones. A 27-×-27-m grid cell size was chosen and 84 biomass sampling areas (BSA), each 2 m(2) in size, were georeferenced. Nitrogen and phosphorus fertilizers were applied after an initial cut at 3 cm height. At 500 °C day, the AB from each sampling area, was collected and evaluated. The spatial variability of AB was estimated more accurately using the Normalized Difference Vegetation Index (NDVI), calculated from LANDSAT 8 images obtained on 24 November 2014 (NDVInov) and 10 December 2014 (NDVIdec) because the potential AB was highly associated with NDVInov and NDVIdec (r (2) = 0.85 and 0.83, respectively). These models between the potential AB data and NDVI were evaluated by root mean squared error (RMSE) and relative root mean squared error (RRMSE). This last coefficient was 12 and 15 % for NDVInov and NDVIdec, respectively. Potential AB and NDVI spatial correlation were quantified with semivariograms. The spatial dependence of AB was low. Six classes of NDVI were analyzed for comparison, and two management zones (MZ) were established with them. In order to evaluate if the NDVI method allows us to delimit MZ with different attainable yields, the AB estimated for these MZ were compared through an ANOVA test. The potential AB had significant differences among MZ. Based on these findings, it can be concluded that NDVI obtained from LANDSAT 8 images can be reliably used for creating MZ in soils under permanent pastures dominated by Tall wheatgrass.

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O presente trabalho teve como objectivo a implementação de estratégias de remediação de duas minas abandonadas na região do Alto Alentejo, a mina da Tinoca e a mina da Mostardeira. Neste trabalho foram realizados ensaios de fitoremediação com as espécies Brassica juncea (L.) Czern, Solanum nigrum L., Piptatherum miliaceum (L.)Coss. e Spergularia purpurea (Persoon)G. Don fil. As misturas utilizadas como suporte para desenvolvimento das plantas resultaram da mistura (1:1) de resíduos de escombreira e solo. Estas misturas foram realizadas para as duas minas independentemente. A estas misturas foram adicionados correctivos minerais e um correctivo orgânico. Dos estudos realizados observou-se que medidas de atenuação/diluição não se mostraram suficientemente eficazes para permitir uma estabilização da zona superficial em causa, pelas espécies de plantas estudadas. Por outro lado, a adição de um correctivo orgânico, juntamente com a subida do pH do solo, conduziu a um melhoramento das características físicas e químicas das misturas originais facilitando a sua revegetação. ABSTRACT: This study was designed to implement remediation strategies in two abandoned mines in the region of Alto Alentejo, the Tinoca mine and Mostradeira mine. Phytoremediation tests were carried out with the species Brassica juncea (L.) Czern, Solanum nigrum L., Piptatherum miliaceum (L.) Coss. and Spergularia purpurea (Persoon) G. Don fil. The mixtures used to support plant growth resulted from the admixture (1:1) of waste tailings and soil and were performed independently for the two mines. Soil mineral correctives and organic fertilizers were added to these mixtures. The study showed that mitigation/dilution measures were not sufficiently effective to allow the stabilization of the area with the plant species studied. However, the addition of an organic corrective, along with the rise of soil pH, led to an improvement in the physical and chemical properties of the original amendment soil mixtures, hence facilitating its phytorestoration.

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In the semiarid region of Brazil the use of irrigation systems for applying fertilizers in horticulture is the primary means for incorporating nutrients in the soil. However, this technique still requires its use in wine vines to be assessed. In view of this, this study aimed to assess nitrate and potassium concentrations in soil fertigated with nitrogen and potassium fertilizers in 3 wine grape growing cycles. A field experiment was conducted with ?Syrah? wine grapes, in Petrolina, Pernambuco, Brazil; it assessed five nitrogen doses (0, 15, 30, 60 and 120 kg ha-1) and five K2O doses (0, 15, 30, 60 and 120 kg ha-1) applied by drip irrigation system with two emitters per plant, with a flow rate of 4 L h-1. The experimental design used was the factorial split-plot, making up 13 combinations arranged in 4 randomized blocks. Soil solution samples were collected weekly with the aid of porous cup extractors for all treatments and at depths of 0.4 and 0.6 m by determining nitrate and potassium concentrations and electrical conductivity. Increased levels of both nutrients in the irrigation water increased the availability of nitrate and potassium in the soil solution. The highest nitrate and potassium concentrations were found in the second growing cycle at both depths studied.

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The region of Ribeirão Preto City located in São Paulo State, southeastern Brazil, is an important sugarcane, soybean and corn producing area. This region is also an important recharge area (Espraiado) for groundwater of the Guarany aquifer, a water supply source for the city and region. It has an intercontinental extension that comprises areas of eight Brazilian states, as well as significant portions of other South American countries like Argentina, Uruguay, and Paraguay, with a total area of approximately 1,200,000 Km2. Due to the high permeability of some soils present in this region, the high mobility of the herbicides and fertilizers applied, and being a recharge area, it is important to investigate the potential transport of applied fertilizers to underlying aquifer. The cultivation sugar cane in this area demands the frequent use of nitrogen as fertilizer. This research was conducted to characterize the potential contamination of groundwater with nitrogen in the recharge area of groundwater. Seven groundwater sample points were selected in the Espraiado stream watershed, during the years of 2005 and 2006. Samples were collected during the months of March, July, and December of each year. Three replications were collected at each site. Groundwater was also collected during the same months from county groundwater wells located throughout the city. The following six wells were studied: Central, Palmares, Portinari, Recreio Internacional, São Sebastião, and São José. Nitrate water samples were analyzed by Cadmium Reduction Method. No significant amount of nitrate was found in the recharge, agricultural, area. However, nitrate levels were detected at concentrations higher than the Maximum Concentration Level (MCL) of 10mg/L in downtown, urban, well located away from agricultural sites with no history of fertilizer or nitrogen application.

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ResumenLa información de las planillas semanales de la empresa González Flores para 1946 y 1961 sirve de base para un estudio de los ciclos laborales y sistemas de trabajo en varias plantaciones de café pertenecientes a ella. Junto con otros datos tomados del archivo de la empresa, de informantes y de fuentes secundarias, ello permite formular algunas conclusiones iniciales sobre los intentos de intensificar la producción mediante aplicación de más abonos e insumos laborales.AbstractInformation from weekly payrolls of the González Flores coffee firm, for the years 1946 and 1961, is applied to a study of labor cycles and systems on several coffee plantations belonging to the firm. Together with other data form the company archives, form informants and form secondary sources, certain initial conclusions are reached regarding attempts to intensify production by means of additional fertilizers and labor.

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A utilização do composto orgânico proveniente de resíduos da criação e abate de pequenos ruminantes pode elevar a produção de matéria seca do capim-elefante, tendo em vista o teor de nutrientes contidos nesse fertilizante orgânico, diminuindo os impactos da produção animal sobre o ambiente e reduzindo os custos de produção na área de capineira de capim-elefante. Dada à escassez de informações na literatura e a importância do manejo adequado da adubação orgânica na agropecuária, objetivou-se avaliar os atributos químicos e físicos do solo, o estado nutricional e a produção do capim-elefante submetido à aplicação de doses do composto orgânico proveniente de resíduos da produção e abate de pequenos ruminantes. O delineamento experimental adotado foi em parcelas subdivididas, com medidas repetidas no tempo, sendo as parcelas as doses (0; 13,3; 26,6; 39,9; 52,3; 79,8 t ha-1) de composto orgânico e um tratamento adicional com adubos minerais e as subparcelas os ciclos (1, 2, 3 e 4) com 4 blocos, totalizando 28 parcelas. As variáveis mensuradas foram atributos físicos e químicos do solo, a diagnose foliar e a produtividade de capim-elefante. Para o fator ciclo, a adubação orgânica incrementou a umidade gravimétrica e umidade volumétrica e ainda houve diminuição da densidade de partículas em função dos ciclos. Com as doses do fertilizante orgânico houve aumento nas concentrações da matéria orgânica, amônio, nitrato, amônio + nitrato, fósforo e saturação por base; houve redução do valor da acidez potencial, além da elevação dos teores de nitrogênio e fósforo nas plantas. As doses de composto orgânico aumentaram a biomassa de forragem total de capimelefante. A adubação mineral proporcionou maior incremento da produção do capim em relação à adubação orgânica no decorrer dos ciclos. Abstract: The use of organic compost from residues of production and slaughter of small ruminants can increase dry matter production of elephant grass, in due function of quantity nutrients in this compost, thus reducing the animal production impacts in the environment and production costs in elephant grass fields. Due to the Lack of information in literature and the importance regarding organic fertilization in agriculture, the aim of this work was evaluate chemical and physical soil attributes, nutritional status in plants and production of elephant grass in function of doses of organic compound of residues of production and slaughter of small ruminants. The experimental design was in split-plot, with the main treatment the doses (0; 13,3; 26,6; 39,9; 52,3; 79,8 t ha-1 ) of organic compost and one additional treatment with mineral fertilization and secondary treatments was the cycles (1, 2, 3 and 4) with 4 blocks, and 28 plots. The measured variables were physical and chemical attributes in the soil, nutritional diagnosis in plants and production of elephant grass. For cycle factor the organic fertilization increased gravimetric and volumetric humidity, yet, occurred decrease of density in function of cycles. With the doses of organic compost increased organic matter, ammonium, nitrate, ammonium + nitrate, phosphor and base saturation; and decreased the value of potential acidity; and increased content of N and P in plants. The doses of organic compost increased the elephant grass production. The mineral fertilization increased the elephant grass production in relation of organic fertilization over the cycles.

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No processo de formação de mudas, um dos pré-requisitos para se obterem plântulas com precocidade para enxertia é uma adequada recomendação de fertilizantes. Deste modo, com o objetivo de determinar os níveis de nitrogênio, fósforo e potássio adequados para a produção de plantas aptas para enxertia em viveiro de seringueira, foi conduzido um experimento em área de produtor, localizado em Açailândia, MA, em solo classificado como Podzólico Vermelho-amarelo, textura média. Os tratamentos correspondentes a quatro doses de nitrogênio (0; 120; 240; e 360kg.ha-1 de N) na forma de sulfato de amônia; fósforo (0; 160; 320; e 480kg.ha-1 de P2O5) na forma de superfosfato triplo, potássio (0; 140; 280 e 420kg.ha-1 de K2O) na forma de cloreto de potássio; e de magnésio (0; 50; 100 e 150kg.ha-1 de MgO) na forma de sulfato de magnésio. Pelos resultados obtidos recomendam-se as doses de 98,3kg.ha-1 de N, 130kg.ha-1 de P2O5, 188kg.ha-1 de K2O e 44kg.ha-1 de MgO, por terem proporcionado o índice de aproveitamento de 85% de plantas aptas para enxertia e a produção de 64.600 porta-enxertos comerciais por hectare.

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RESUMO: A avaliação participativa permite inferir se os sistemas agrícolas necessitam de melhorias e quais conhecimentos podem promover incrementos. Esse trabalho objetivou avaliar diferentes sistemas de produção na Comunidade Pé de Serra Cedro, Sobral-CE, utilizando metodologia participativa com agricultores locais através de indicadores de qualidade do solo e sanidade dos cultivos. Os sistemas de produção avaliados foram quatro, com as seguintes descrições: sistema tradicional: plantio de culturas anuais, com queima da área a 3 anos; sistema tradicional + esterco; sistema tradicional + esterco + leucena; e sistema roçado agroecológico. A inserção de práticas edáficas como aplicação de estercos e implantação de leguminosas incrementaram sistemas de produção tradicionais no semiárido cearense, mesmo em curto prazo de avaliação. A utilização de roçados agroecológicos diferenciou-se para indicadores do solo e sanidade dos cultivos em relação aos manejos tradicionais, com indicador médio para atributos do solo de 8,6 e para sanidade de cultivos em 8,4. [Participatory evaluation indicators of soil and crop shealth in production systems in comunity Pé de Serra Cedro in brazilian semi-arid]. Abstract: Participatory evaluation allows us to infer that the agricultural systems need to be improved and what knowledge can promote increments, thus aimed to evaluate different production systems in the Community Pé de Serra Cedro, Sobral, state of Ceará, Brazil, using participatory methodology with local farmers on soil properties and health of crops. The production systems evaluated were four, with the following descriptions: traditional system: planting annual crops, with burning area to 3 years; traditional system + manure; traditional system + manure + Leucaena leucocephala; and scuffed agroecological system. Inserting soil practices such as manure application and implementation of incresead legumes traditional production systems in semiarid region, even in short-term assessment. The use of agroecological scuffed differed for soil propertie sand health of crops over traditional managements with value 8.6 and 8.4 to soil and plant indicators, respectively.

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Resumo: O entendimento do fluxo de produção e do aporte de nutrientes via decomposição da serrapilheira e as interações do processo com parâmetros edáficos e ciclagem de nutrientes de espécies nativas da Caatinga têm sido pouco estudados. O conhecimento sobre ciclagem de nutrientes em florestas manejadas também permite inferências sobre as espécies com maior capacidade de reciclagem de nutrientes e seu potencial para recuperação de áreas degradadas. Objetivou-se com isso avaliar a produção e a degradação da serrapilheira de oito espécies lenhosas da Caatinga e mensurar os efeitos de sua aplicação sobre a fertilidade do solo e sobre a produção de sorgo em solo degradado. Para isso realizou-se três ensaios: para o ensaio I quantificou-se a produção de serrapilheira em um delineamento inteiramente casualizado com 6 repetições, por meio da instalação de coletores sob a projeção da copa das espécies (tratamentos): mofumbo, sabiá, jurema-preta, jucá, catingueira, pereiro, pau-branco e marmeleiro, sendo o material coletado mensalmente; foram quantificadas a produção das frações folhas, caule, material reprodutivo, miscelânea e total, bem como o aporte de nutrientes no período chuvoso e seco. Para o ensaio II avaliou-se a taxa de degradação da fração folhas de cada espécie citada por meio da utilização de litter bags, em delineamento inteiramente casualizado com 4 repetições, as coletas foram aos 0, 30, 60, 90, 120 e 150 dias, em seguida quantificou-se os macro e micronutrientes, celulose, lignina e carbono em cada tempo de amostragem. Para o ensaio III, realizou-se experimento em casa de vegetação para mensurar os efeitos da aplicação dos resíduos da serrapilheira das mesmas espécies mencionadas nos ensaios anteriores (I e II) sobre a fertilidade do solo e a produção de sorgo em solo degradado, neste experimento adotou-se o delineamento em blocos casualizados com 5 tratamentos e 5 repetições, sendo avaliadas doses equivalentes a: 0, 15, 30, 60 e 120 kg ha-1 de N dos resíduos de cada espécie e um tratamento adicional com adubação mineral, totalizando 30 unidades experimentais para cada espécie. As variáveis mensuradas foram biométricas, biomassa, teor relativo de clorofila e nitrogênio total, além de análises de fertilidade do solo. Com a análise dos dados verificou-se que a época de maior produção de serrapilheira ocorreu no final do período chuvoso para o início do período seco. A espécie jucá apresentou maior produção de serrapilheira, comparado às outras espécies. O nutriente cálcio apresentou maior acúmulo na serrapilheira para as espécies mofumbo, sabiá, catingueira, pereiro e marmeleiro e o nitrogênio foi superior para as espécies jurema-preta, jucá e pau-branco. Para todas as espécies avaliadas no ensaio de degradação houve redução significativa na sua biomassa em relação ao tempo zero, apresentando a seguinte ordem de velocidade de decomposição: jurema-preta > catingueira > pau-branco > jucá > marmeleiro > mofumbo > pereiro > sabiá. No ensaio de fertilização com os resíduos verificou-se que o marmeleiro promoveu efeitos negativos no solo, como acidificação. Porém, a aplicação dos resíduos da espécie pau-branco foi a que promoveu aumento nos valores de K, SB e CEC do solo e na produção do sorgo os resíduos de jurema-preta e pau-branco foram as que promoveram aumento na massa seca das plantas. Enquanto a adubação mineral proporcionou aumento na produção de massa seca do sorgo, demonstrando que a associação entre adubo mineral e o uso da serrapilheira de espécies da Caatinga pode ser uma opção viável para acelerar a recuperação de solos degradados. Abstract: The understanding of the production flow and nutrient supply via decomposition of litter and process interactions with edaphic parameters and nutrient cycling of native species of the Caatinga has been little studied. The knowledge of nutrient cycling in managed forests also allow inferences about species with capacity greater nutrient recycling capacity and its potential for recovery of degraded areas. This study aimed to evaluate the production and litter degradation 8 woody species of Caatinga and measure the effects of its application on soil fertility and production of sorghum in degraded soil. To this was carried out three tests: for the test I quantified the production of litter in a completely randomized design with 6 replications, by installing collectors under the canopy projection in the species (treatments): mofumbo, sabiá, jurema-preta, jucá, catingueira, pereiro, pau-branco and marmeleiro for each species, and the material collected monthly, were quantified the production of fractions leaves, stem, reproductive material, miscellany and total nutrient intake in the rainy and dry season. For II test evaluated the degradation rate of the fraction leaves through the use of litter bags, in a completely randomized design with 4 replications, the collected was 0, 30, 60, 90, 120 and 150 days and quantitated nutrients, cellulose, lignin and carbon at each evaluation time. For the III test, there was the experiment in a greenhouse to measure the effects of the application of litter waste of the same species of previous tests (I and II) on soil fertility and production of sorghum in degraded soil, was adopted the randomized block design with 5 treatments and 5 replications and evaluated doses equivalent to: 0, 15, 30, 60 and 120 kg ha-1 N of waste each species and an additional treatment with mineral fertilizer, totaling 30 experimental units for each species. Biometric analysis and biomass, relative chlorophyll content and total nitrogen were proceeded. In addition to soil fertility analysis. With the data analysis it was found that the time of greatest litterfall occurred at the end of the rainy season to the beginning of the dry season. The jucá species showed higher production compared to other species. The nutrient calcium had higher accumulation for the species mofumbo, sabiá, catingueira, pereiro and marmeleiro and nitrogen was higher for species jurema-preta, jucá and pau-branco. All species evaluated in degradation test had a significant reduction in biomass over time zero. They presented the following order of decomposition rate: jurema-preta > catingueira > pau-branco > jucá > marmeleiro > mofumbo > pereiro > sabiá. For fertility test it was found that marmeleiro promoted negative effects on soil, such as acidification. However, pau-branco was the specie that promoted further improvements in the K values, SB and CEC to the soil and for the production of sorghum, the waste jurema-preta and pau-branco promoted increase in dry matter plants. While the mineral fertilization provided an increase in dry matter production of sorghum, demonstrating that the combination of mineral fertilizer and the use of litter of Caatinga species may be a viable option to speed up the recovery of degraded soils.

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Introduction: Brazil, is one of the main agricultural producers in the world ranking 1st in the production of sugarcane, coffee and oranges. It is also 2nd as world producer of soybeans and a leader in the harvested yields of many other crops. The annual consumption of mineral fertilizers exceeds 20 million mt, 30% of which corresponds to potash fertilizers (ANDA, 2006). From this statistic it may be supposed that fertilizer application in Brazil is rather high, compared with many other countries. However, even if it is assumed that only one fourth of this enormous 8.5 million km2 territory is used for agriculture, average levels of fertilizer application per hectare of arable land are not high enough for sustainable production. One of the major constraints is the relatively low natural fertility status of the soils which contain excessive Fe and Al oxides. Agriculture is also often practised on sandy soils so that the heavy rainfall causes large losses of nutrients through leaching. In general, nutrient removal by crops such as sugarcane and tropical fruits is much more than the average nutrient application via fertilization, especially in regions with a long history of agricultural production. In the recently developed areas, especially in the Cerrado (Brazilian savanna) where agriculture has expanded since 1980, soils are even poorer than in the "old" agricultural regions, and high costs of mineral fertilizers have become a significant input factor in determining soybean, maize and cotton planting. The consumption of mineral fertilizers throughout Brazil is very uneven. According to the 1995/96 Agricultural Census, only in eight of the total of 26 Brazilian states, were 50 per cent or more of the farms treated "systematically" with mineral fertilizers; in many states it was less than 25 per cent, and in five states even less than 12 per cent (Brazilian Institute for Geography and Statistics; Censo Agropecuario1995/96, Instituto Brazileiro de Geografia e Estadistica; IBGE, www.ibge.gov.br). The geographical application distribution pattern of mineral fertilizers may be considered as an important field of research. Understanding geographical disparities in fertilization level requires a complex approach. This includes evaluation of the availability of nutrients in the soil (and related soil properties e.g. CEC and texture), the input of nutrients with fertilizer application, and the removal of nutrients by harvested yields. When all these data are compiled, it is possible to evaluate the balance of particular nutrients for certain areas, and make conclusions as to where agricultural practices should be optimized. This kind of research is somewhat complicated, because it relies on completely different sources of data, usually from incomparable data sources, e.g. soil characteristics attributed to soil type areas, in contrast to yields by administrative regions, or farms. A priority tool in this case is the Geographical Information System (GIS), which enables attribution of data from different fields to the same territorial units, and makes possible integration of these data in an "inputoutput" model, where "input" is the natural availability of a nutrient in the soil plus fertilization, and "output" export of the same nutrient with the removed harvested yield.

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2015