A distribuição espacial e o volume dos domínios litológicos são freqüentemente as maiores fontes de incerteza na modelagem geológica. Geralmente, a interpretação destas características é baseada em critérios subjetivos de observações, sem levar em consideração a incerteza inerente a este processo. Existem métodos de simulação geoestatísticos capazes de quantificar esta incerteza tipológica das unidades geológicas. A maioria desses métodos utiliza como medida de continuidade geológica os modelos de covariância. Entretanto, estas ferramentas de estatística de dois-pontos, raramente, conseguem capturar os padrões de geometrias complexas. Uma alternativa para esta limitação é utilizar métodos de estatística de múltiplos pontos para reproduzir os padrões espaciais de heterogeneidade que são informados por uma imagem de treinamento. Nessa dissertação, será aplicada a geoestatística de múltiplos pontos (SNESIM) para simular os litotipos de um depósito de minério de ferro. A imagem de treinamento foi baseada em seções interpretadas. Os furos de sondagem são utilizados como amostras primárias. As informações geológicas são acessadas por mapas de probabilidade utilizados como informações secundárias. A metodologia é testada na simulação de um depósito de ferro brasileiro com três diferentes litotipos. Os resultados das simulações são comparados contra um modelo de referência e novos furos de sondagens. As geometrias e distribuição espacial das tipologias foram reproduzidas de forma consistente. A incerteza das distribuições e dos volumes dos domínios tipológicos foi quantificada. O algoritmo de múltiplos pontos e a metodologia proposta mostraram grande potencial de aplicação na simulação de depósitos minerais. / The spatial distribution and volumes of lithological domains are often the biggest sources of uncertainty in geological modeling. Usually, the interpretation of these characteristics is based on subjective criteria of observations, without taking into account the uncertainty inherent in this process. There geostatistical simulation methods capable of quantifying this uncertainty typological geological units. Most of these methods uses as a measure of continuity in geological models covariance. However, these two-point statistical is rarely sufficient to capture the patterns of complex geometries. An alternative to this limitation is to use statistical methods of multiple points to reproduce the spatial patterns of heterogeneity that are informed by a training image. In this dissertation, will be applied to multi-point geostatistics (SNESIM) to simulate lithotypes a deposit of iron ore. The training image was based on sections interpreted. The drillholes are used as primary samples. Geologic information is accessed by probability maps used as secondary information. The methodology is tested in the simulation of a deposit of Brazilian iron with three different rock types. The simulation results are compared against a reference model and new drillholes. The geometries and spatial typologies were reproduced consistently. The uncertainty distributions and volumes of typological domains were quantified. The algorithm of multiple points and the proposed methodology showed great potential for application in the simulation of mineral deposits.

Um dos sistemas utilizados na geofísica de exploração são os sistemas gravimétricos aerotransportados. Estes sistemas, no entanto,necessitam parametrizações para aferir a qualidade dos levantamentos executados. Com a introdução da aerogravimetria no Brasil, através do levantamento da Bacia do Parnaíba, foi necessário desenvolver uma área de testes para aferição destes equipamentos. Em 2004 foram implantadas 166 estações gravimétricas na região da pista de teste, localizada no município de Tietê, SP. Devido ao crescente interesse na utilização do tensor gradiente da gravidade no estudo de localização de jazidas minerais tornou-se necessário gerar modelos geofísicos mais detalhados com o objetivo de localizar alvos rasos em subsuperfície. Com a finalidade de melhorar o limite de resolução dos testes realizados utilizando diferentes sistemas gravimétricos aerotransportados foi realizado um adensamento da malha gravimétrica da pista teste de Tietê. Para tanto, foram implementadas novas estações gravimétricas, distribuídas em diferentes espaçamentos, estabelecendo a primeira pista brasileira para calibração de aerogravimetria escalar e sistemas de aerogradiometria gravimétrica 3D. / Airborne gravimetric systems are among geophysical systems applied to expl oration. These systems rely on parametrization to gauge the quality of surveys. With the introduction of airborne gravity surveys in Brazil, with the Parnaiba Basin survey, demand for an equipment calibration lane arose.In 2004, 166 gravity stations were set in the test lane area located in the municipality of Tietê, SP. The need for more detailed geophysical models capable of identifying shallow targets resulted from surging interest in applying gravity gradiometric tensor to locate mineral deposits. The Tietê test lane was densified in order to improve the resolution limitation in tests of a range of airborne gravity systems. To achieve that, new gravity stations were set with different spacing. This stablished the first Brazilian calibration lane for scalar gravimetry and 3D airborne gravity gradiometry systems.

Um dos sistemas utilizados na geofísica de exploração são os sistemas gravimétricos aerotransportados. Estes sistemas, no entanto,necessitam parametrizações para aferir a qualidade dos levantamentos executados. Com a introdução da aerogravimetria no Brasil, através do levantamento da Bacia do Parnaíba, foi necessário desenvolver uma área de testes para aferição destes equipamentos. Em 2004 foram implantadas 166 estações gravimétricas na região da pista de teste, localizada no município de Tietê, SP. Devido ao crescente interesse na utilização do tensor gradiente da gravidade no estudo de localização de jazidas minerais tornou-se necessário gerar modelos geofísicos mais detalhados com o objetivo de localizar alvos rasos em subsuperfície. Com a finalidade de melhorar o limite de resolução dos testes realizados utilizando diferentes sistemas gravimétricos aerotransportados foi realizado um adensamento da malha gravimétrica da pista teste de Tietê. Para tanto, foram implementadas novas estações gravimétricas, distribuídas em diferentes espaçamentos, estabelecendo a primeira pista brasileira para calibração de aerogravimetria escalar e sistemas de aerogradiometria gravimétrica 3D. / Airborne gravimetric systems are among geophysical systems applied to expl oration. These systems rely on parametrization to gauge the quality of surveys. With the introduction of airborne gravity surveys in Brazil, with the Parnaiba Basin survey, demand for an equipment calibration lane arose.In 2004, 166 gravity stations were set in the test lane area located in the municipality of Tietê, SP. The need for more detailed geophysical models capable of identifying shallow targets resulted from surging interest in applying gravity gradiometric tensor to locate mineral deposits. The Tietê test lane was densified in order to improve the resolution limitation in tests of a range of airborne gravity systems. To achieve that, new gravity stations were set with different spacing. This stablished the first Brazilian calibration lane for scalar gravimetry and 3D airborne gravity gradiometry systems.

This is a study of the supergene mineralogy of the San Xavier West mine located in the Pima mining district, Pima County, Arizona. The number and composition of secondary species collected are found to be closely related to the relative amounts of the various primary minerals and to the manner in which they were emplaced in the host rock. Supergene mineral species were selected that appeared to be in equilibrium with their environment, and certain assumptions are made concerning the stability fields of these minerals. The equilibrium conditions in most cases can be narrowed and often closely defined by combining the stability fields of several secondary minerals. On this basis, two acid environments and one alkaline environment are found to exist and are separable on the basis of mineralogy. The fields of chalcanthite and melanterite define a highly acid environment while those of goslarite and malachite define an environment of lower acidity. The association of calcite, rosasite, hemimorphite, and malachite indicate an alkaline environment. The acidity of the environments is principally determined by the amount of pyrite present, and pH may be lower than 3 if pyrite is abundant and reactive carbonate material lacking. Also, knowledge of stability relations allowed the history of enrichment and subsequent oxidation to be followed in a case where a transitional species had been removed from reaction by inclusion with gypsum.

This thesis presents briefly the geology of the Cerro de Pasco district to acquaint the reader with the general geological setting of the district. A study of ore controls for a typical lead-zinc replacement body at the world famous Cerro de Pasco mine in Peru, 102 km northeast of Lima, was undertaken for purposes of better understanding. The particular body selected, the San Alberto Ore Body, occurs as a northeast extension of a main mass of pyrite, known as the "pyrite body", and is enclosed in Triassic- Jurassic limestone. Primary ore controls were determined to be a "Y"-like intersection formed by NS Longitudinal Faulting with a NE striking bedding fault. Resultant brecciation created the necessary permeable conditions whereby ore fluids were channeled away from the pyrite body into the limestone for ore emplacement. Three phases of hydrothermal rock alteration were identified as silicic alteration, chloritic alteration and an outer zone of bleaching and recrystallization. One peculiarity is found in the mineral composition of the silicic alteration, and a hypothesis is presented to explain it. The paragenetic sequence given for hypogene and gangue minerals was determined from the examination of more than 150 thin and polished sections.

The Cenozoic Ailaoshan – Red River shear zone marks the present day western margin of the South China Block. Along this margin are well preserved late Paleoproterozoic to early Neoproterozoic sedimentary and volcanic successions. This work examines the ages and tectonic environments for the formation of the successions, as well as significance of the regional tectono-magmatic events on the formation of widespread iron oxide-copper deposits. The oldest succession is the Paleoproterozoic Dahongshan Group. A new SHRIMP UPb age of 1675 ± 8 Ma for a tuffaceous schist unit confirms its Paleoproterozoic age. Detrital zircon ages of the Dahongshan Group range between Archean to Paleoproterozoic (ca. 2780 – 1860 Ma). They include a population of ca. 2400 – 2100 Ma grains, which have no known source region on the exposed Yangtze Block. Previous geochemical studies of metavolcanic rocks from the Dahongshan Group have suggested that these rocks were erupted in an oceanic setting. However, this study shows that the metavolcanics are extremely altered and cannot be used for reliable tectonic discrimination. Based on the characteristics of sedimentary rocks in the Dahongshan Group, it is suggested that these rocks were deposited in a continental setting. Overlying the Dahongshan Group is a thick sedimentary sequence which has been variably termed the Kunyang, Dongchuan, Huili or Xide Groups. In the past, these rocks have been considered as a Mesoproterozoic rift succession. However, no precise age constraints were available for the succession. In this study, this sequence is found to contain at least two separate tectonostratigraphic units. The oldest (ca.1140 Ma) is comprised of alkaline basalt with a geochemical and isotopic character similar to that of modern intracontinental rift basalts. The presence of Cathaysia-derived sediments in this unit indicates sedimentary transportation from the southerly Cathaysia Block to the northerly Yangtze Block (in present coordinates) in South China at that time, which suggests an “impactogen” scenario. The thick sedimentary sequence of what has traditionally been defined as the Kunyang Group has been found to have significantly younger depositional age of ca.1000 – 960 Ma. The composition of sedimentary rocks and the provenance of detrital zircons from the Kunyang Group are consistent with a foreland basin setting. The depositional age of this sequence coincides with the timing of Sibao Orogeny as determined elsewhere in the South China Block. Summary Page ii Numerous iron oxide - copper (gold) deposits occur within the rocks of the Dahongshan and Kunyang Groups. Previous studies have classified these deposits into two deposit styles: the Dahongshan-type Paleoproterozoic VMS mineralisation hosted within the Dahongshan Group, and the Dongchuan-type diagenetic carbonate and shale-hosted deposits hosted within the Kunyang Group. However, both deposit types share similarities with the iron oxide – copper (gold) deposit class, such as stratabound disseminated and massive copper ores, abundance of iron oxide occurring mostly as low Ti - magnetite and haematite, and variable enrichments in Au, Ag, Co, F, Mo, P and REE. 40Ar/39Ar data from both deposit types indicate mineralisation ages of ca. 850 – 830 Ma and 780 – 740 Ma.

Abstract At least 30 gold deposits verified by means of one or more notable diamond drill hole results have been discovered in Central Lapland in the last 20 years, and these can be divided spatially into groups, between which the metal composition varies. The deposits contain varying amounts of sulphides and sulpharsenides as well as gold. Pyrite is the most common sulphide mineral in the gold deposits associated with volcanic rocks, and usually pyrrhotite in those associated with sedimentary rocks. The principal sulphide minerals in those connected with banded iron formations are pyrite and arsenopyrite. A separate group of formations consists of the palaeoplacer gold deposits associated with the molasse-like quartzites and conglomerates of Central Lapland. The iron oxide-copper-gold deposits of Central Lapland, which are a significant potential source of copper and gold, are mostly associated with skarn rocks at the eastern contact of the acidic intrusive rocks of Western Lapland and with skarn rocks occurring as interlayers in metavolcanic and metasedimentary rocks. The gold deposits that have led to actual mining activities in Central Lapland are Saattopora in Kittilä and Pahtavaara in Sodankylä. Apart from the Laurinoja iron oxide-copper-gold ore body in Kolari, copper concentrate has been produced from the Saattopora gold ore deposit and the Pahtavuoma copper ore deposit. Only one gold ore in Central Lapland is being actively exploited at present, that of the Pahtavaara mine, which was worked in 1995–2000 and reopened in 2003. The best starting point for successful gold ore exploration in Central Lapland can be achieved through a thorough knowledge of the deformation zones and their structures and alteration processes and the application of geochemical methods. Magnetic surveys can be of help in identifying and locating deformation zones of interest for exploration purposes and the majority of the associated shear zones and faults. Ore-critical zones usually feature graphite-bearing schists and iron sulphide-bearing sequences that can be traced by electrical methods and used as marker zones to verify the results of geological mapping. Geological, geophysical and geochemical techniques have been used in great diversity, and in particular till geochemistry and bedrock drilling have been methods by which the gold and copper deposits in Central Lapland have been discovered. A total of 7.6 million tonnes of gold and copper ores, including the Laurinoja iron oxide-copper-gold ore, were extracted in Central Lapland over the period 1982–2000. The resulting production of gold during this period was 10 800 kg, together with 21 000 tonnes of copper in concentrates and 4500 kg of silver. The gold and copper ores have been concentrated by gravity separation and/or flotation, since the ores so far taken into production has been of the free milling type. However, a substantial proportion of the deposits in the area contain copper, nickel, cobalt and arsenic as well, in the form of sulphides or sulpharsenides, so that the achievement of commercially saleable products calls for the use of different leaching processes. Deposits have also been found in Central Lapland that have consisted partly or entirely of refractory gold ore in which gold is lying in the crystal lattice of pyrite and/or arsenopyrite, the processing of which by the above-mentioned methods is not economic, as it requires pre-treatment by bio-oxidation or pressure oxidation in order to convert the gold to a cyanide-soluble form.

Made available in DSpace on 2016-08-17T14:53:11Z (GMT). No. of bitstreams: 1 Jocielma Jerusa Leal Rocha.pdf: 3008647 bytes, checksum: 785c07837e5e5bb39cb7685000c9d145 (MD5) Previous issue date: 2010-07-01 / Classification of mineral deposits into types is traditionally done by experts. Since there are reasons to believe that computational techniques can aid this classification process and make it less subjective, the research and investigation of different methods of clustering and classification to this domain may be appropriate. The way followed by researches in this domain has directed for the use of information available in large public databases and the application of supervised machine learning techniques. This work uses information from mineral deposits available in grade-tonnage models published in the literature to conduct research about the suitability of these three techniques: Decision Tree, Multilayer Perceptron Network and Probabilistic Neural Network. Altogether, 1,861 mineral deposits of 18 types are used. The types refer to grade-tonnage models. Initially, each of these three techniques are used to classify mineral deposits into 18 types. Analysis of these results suggested that some deposits types could be treated as a group and also that the classification could be divided into two levels: the first level to classify deposits considering groups of deposits and the second level to classify deposits previously identified on a group into some of specific type belonging to that group. A series of experiments was carried out in order to build a two levels model from the combination of the techniques used, which resulted in an average accuracy rate of 85% of cases. Patterns of errors occurrence were identified within groups in types of deposits less representative in the database. This represents a promising way to achieve improvement in the process of mineral deposits classification that does not mean increasing in the amount of deposits used or in the amount of characteristics of the deposits. / A classificação de depósitos minerais em tipos tradicionalmente é feita por especialistas no assunto. A possibilidade de que técnicas computacionais auxiliem o processo de classificação e o torne menos subjetivo incentiva a pesquisa e aplicação de diferentes métodos de agrupamento e classificação sobre esse domínio de análise. A evolução das pesquisas nesse domínio tem direcionado os estudos para a utilização de informações disponíveis em grandes bases de dados publicadas e a aplicação de técnicas de aprendizado de máquina supervisionado. Este trabalho utiliza informações de depósitos minerais disponibilizadas em modelos teor-tonelagem publicados na literatura para proceder a investigação da adequabilidade de três dessas técnicas: Árvore de Decisão, Rede Percéptron Multicamadas e Rede Neural Probabilística. Ao todo, são 1.861 depósitos distribuídos em 18 tipos identificados pelo modelo teor-tonelagem. Inicialmente verificou-se o resultado apresentado por cada uma das três técnicas para a classificação dos depósitos em 18 tipos. A análise desses resultados sugeriu a possibilidade de agrupar esses tipos e dividir a classificação em dois níveis: o primeiro nível para classificar os depósitos considerando o agrupamento de tipos e o segundo nível para classificar os depósitos que resultaram em um grupo em um dos tipos específicos daquele grupo. Uma série de experimentos foi realizada no sentido de construir um modelo de classificação em dois níveis a partir da combinação das técnicas utilizadas, o que resultou em uma taxa de acerto média de 85% dos casos e as principais ocorrências de erros foram identificadas dentro de grupos em tipos de depósitos menos representativos na base de dados. Isso representa uma maneira promissora de conseguir melhoria no processo de classificação de depósitos minerais que não implica no aumento da quantidade de depósitos utilizada ou na quantidade de características dos depósitos.

In the San Dimas district, on the western flank of the Sierra Madre Occidental, near the small town of Tayoltita, Durango, gold and silver epithermal ore deposits are mined from the complex Arana fault system. The structural relationships of the Tayoltita system are well-mapped, but their kinematic relationship to ore deposition is unclear. In plan view and in cross-section, the Arana system has a horsetail or wedge-shaped geometry. Subsurface mapping of slickenside striae as movement indicators suggest that the N13°W-striking Arana fault, forming the eastern boundary of the system, is a normal slip fault with at least 250 m of throw. Subsidiary system faults display normal separation with varying degrees of dextral horizontal separation (which is a function of fault orientation). Experimental modeling of the Arana system indicated that the system formed under simple shear as the σ₂ and σ₃ stress axes rotated in a subhorizontal plane about σ₁. Rotational strain caused the developing fault strands to rotate and to be captured by the Arana fault, forming the typical wedge-shaped geometry. Later, a more complex rotation of the three major stress axes enabled hydrothermal fluids to progressively mineralize faults, which had more northerly strikes, by a process similar to progressive strain. This is documented by mineral assemblages that record the instants of fault opening and by the lack of mineralization along the high-angle, northwest- striking faults.

Nickel silicate laterite deposits developed on ultra-mafic rocks are similar in many general respects but they vary considerably in detail. The mineralogy of these surficial deposits is very complex and difficult to determine because of the fine grained nature and solid solution characteristics of the hydrous secondary minerals and because many of the phases are actually mineraloids that are poorly ordered or amorphous. To try some new approaches toward clarification of these phases, 24 samples from New Caledonia and Puerto Rico ranging from the ophiolite-ultramafic olivine-pyroxene-chromite-serpentine substrate rocks upward through intermediate phases of weathering to the final oxide -hydroxide iron cap phase were analyzed with the infrared spectrophotometer (IR -10) and with the automated X –ray diffractometer. Four limonite samples were also mineralogically analyzed. Goethite, secondary quartz, cryptomelane, hematite, chromite, talc, thuringite, and garnierite have been identified in various samples as weathering profile products.