Submitted by MILENA CRISTINA ROSA null (mcr.geol@gmail.com) on 2016-11-14T15:14:03Z No. of bitstreams: 1 Dissertacao_Rosa_Milena.pdf: 19467400 bytes, checksum: fa91b5605b8ee38726bb63bf4d4271da (MD5) / Approved for entry into archive by Felipe Augusto Arakaki (arakaki@reitoria.unesp.br) on 2016-11-17T15:10:31Z (GMT) No. of bitstreams: 1 rosa_mc_me_rcla.pdf: 19467400 bytes, checksum: fa91b5605b8ee38726bb63bf4d4271da (MD5) / Made available in DSpace on 2016-11-17T15:10:31Z (GMT). No. of bitstreams: 1 rosa_mc_me_rcla.pdf: 19467400 bytes, checksum: fa91b5605b8ee38726bb63bf4d4271da (MD5) Previous issue date: 2016-09-20 / Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) / Na Bacia de Campos, os reservatórios carbonáticos da Formação Coqueiros do Grupo Lagoa Feia, de idade eobarremiana-neoaptiana, representaram grandes e importantes descobertas de campos produtores de hidrocarbonetos na década de 70. O avanço dos conceitos geodinâmicos e geotectônicos sobre as novas e potenciais acumulações na seção rifte das Bacias Marginais Brasileiras, a partir de 2007, retomaram os reservatórios formados por rochas carbonáticas como atrativos alvos de estudos, devidos principalmente a grande importância econômica atribuída a esses reservatórios. O principal objetivo deste trabalho foi compreender a distribuição das propriedades físicas dos reservatórios carbonáticos formados por depósitos do tipo coquinas (rudstones e grainstones de moluscos bivalves) e definir os principais fatores petrofísicos que caracterizam os níveis-reservatório (e.g. densidade, índice de radioatividade, composição mineralógica e de rocha, etc.) e os fatores que controlariam a qualidade do mesmo (e.g. porosidade, saturação de água e permeabilidade) com o intuito de compreender a distribuição geométrica do seu sistema permo-poroso. O presente estudo fez uso de métodos geológicos/geofísicos, como interpretação estratigráfica de perfis de poços, cálculos petrofísicos, interpretação de dados sísmicos 3D e interpretação e correlação de atributos sísmicos. Dentre os resultados obtidos, a análise estratigráfica permitiu definir os limites de sequências, em ciclos de 3°ordem, das quatro sequências deposicionais (Sequência Clástica Basal; Sequência Talco-Estevensíta; Sequência das Coquinas e Sequência Clástica-Evaporítica) que compõem o Grupo Lagoa Feia. A Sequência das Coquinas, que é o foco deste estudo, apresenta uma divisão, interna aos seus depósitos de coquinas, em seis níveis-reservatórios (um na Coquina Superior e cinco na Coquina Inferior) onde os limites estratigráficos estão associados a ciclos de 4°ordem. A análise petrofísica indicou que o principal nível produtor na área está na Coquina Inferior 4 (CI-4), e é o que apresenta as melhores respostas de espessura (35 à 100 m) e altas qualidades potenciais de reservatório para o Campo de Linguado (valores médios de Igr = 0,1; PHIE = 11%, Sw ≤ 18%), enquanto que no Campo de Pampo, os níveis CI-4 (valores médios de Igr = 0,15; PHIE = 7,5%, Sw ≤ 30%) e CI-2 (valores médios de Igr = 0,13; PHIE = 7%, Sw ≤ 26 %) apresentam potencial para reservatório. Finalmente, a análise dos mapas, construídos com a integração da informação de poço e os atributos sísmicos, mostra uma distribuição da propriedade PHIE, para o nível-reservatório CI-4, com alta influência da estruturação tectônica, indicando os mais altos valores seguindo as principais estruturas com direção NW-SE. O controle deposicional é um importante condicionante da qualidade permo-porosa, nesse principal nível-reservatório, isso porque a tectônica ativa e intermitente proporcionou a abertura de espaços de acomodação e a formação de barreiras que atuaram na seleção das fácies de alta energia, no acúmulo, no retrabalhamento e na consequente formação e preservação das melhores condições para a formação desses reservatórios. No entanto, para o nível-reservatório Coquina Superior (CS) a distribuição da propridade PHIE mostra que a tectônica-estrutural não influencia no seu sistema permo-poroso e consequente qualidade desse nível-reservatório, assim como na distribuição de suas espessuras. Tal análise nos leva a conclusão de que os fatores deposicionais como as oscilações climáticas foram os responsáveis na seleção e no retrabalhamento para a formação dos bancos de coquinas, assim como, os processos diagenéticos foram os que, possivelmente, mais influenciaram na distribuição permo-porosa dos níveis-reservatório superiores. / In the Campos Basin, the eobarremian-neoaptian carbonate reservoirs from Coqueiros Formation, Lagoa Feia Group, represented large and important discoveries of hydrocarbon fields in the 70´s. The advances in geodynamic and geotectonic concepts about new and potential accumulations on rift section of Marginal Brazilian Basins, from 2007, brought again the carbonate reservoirs rocks as attractive studies targets, mainly due to great economic importance attached to these reservoirs. The main objective was to understand the distribution of physical properties on carbonate reservoirs composed by coquinas deposits (rudstones and grainstones of bivalve molluscs), define the main petrophysical factors that characterize those reservoir levels (eg density, radioactivity content, mineralogical and rock composition, etc.) and factors that could control the quality (eg, porosity, water saturation and permeability) in order to understand the geometric distribution of its permo-porous system. This study employed geological/geophysical methods such as well logs stratigraphic interpretation, petrophysical calculations, 3D seismic interpretation and seismic attributes interpretation and correlation. Among the results, the stratigraphic analysis has identified limits, in 3 rd order cycles, to four depositional sequences (Basal Clastic Sequence, Talc-Stevensitic Sequence; Coquinas Sequence and Clastic-Evaporitic Sequence) that belong to Lagoa Feia Group. The Coquinas Sequence, focus of this work, shows a split, internally to its coquinas deposits in six reservoir levels (one in Upper Coquina and five in the Lower Coquina) where the stratigraphic limits are associated with 4 th order cycles. The petrophysical analysis indicated that the main producer level are at Lower Coquina 4 (CI-4), with the best thickness responses (35 to 100 m) and high potential reservoir qualities for Linguado Field (average values of Igr = 0,10; PHIE = 11%, Sw ≤ 18%), while in Pampo field, CI-4 level (average values of Igr = 0,15; PHIE = 7.5%, Sw ≤ 30%) and CI-2 level (average values of Igr = 0,13; PHIE = 7%, Sw ≤ 26%) have both reservoir potential. Finally, the map analysis, built with integration of well information and seismic attributes, shows a distribution of PHIE for CI-4 with high tectonicstructural influence, indicating higher values following the main structures with NW-SE direction. The depositional control is an important determinant of permo-porous system quality at CI-4 level, the main reservoir level, it is because the active and intermittent tectonic afforded the opening of depositional spaces and the formation of barriers to act on selection of high-energy facies, accumulation, reworking and consequent generation and preservation of the best conditions for reservoirs best quality. However, the Upper Coquina level reservoir distribution of PHIE shows that tectonic-structural does not influence its permo-porous system and reservoir quality, as well as the distribution of its thickness. This analysis leads us to the conclusion that the depositional factors, such as climatic variations were responsible to the selection and reworking of coquinas banks, as well as diagenetic processes were possibly most influenced the permo-porous system distribution on higher reservoir levels. / CNPq: 134409/2014-0

Submitted by Jesiel Ferreira Gomes (jesielgomes@ufcg.edu.br) on 2018-04-17T20:50:16Z No. of bitstreams: 1 CAYO CÉSAR CORTEZ PONTES – DISSERTAÇÃO (PPGEPM) 2017.pdf: 8158516 bytes, checksum: db5e0ee4565586d1704ae50ddc242d41 (MD5) / Made available in DSpace on 2018-04-17T20:50:16Z (GMT). No. of bitstreams: 1 CAYO CÉSAR CORTEZ PONTES – DISSERTAÇÃO (PPGEPM) 2017.pdf: 8158516 bytes, checksum: db5e0ee4565586d1704ae50ddc242d41 (MD5) Previous issue date: 2017-02-23 / Bandas de deformação são estruturas rúpteis que ocorrem em arenitos porosos e podem alterar as propriedades físicas, comportamento mecânico e hidráulico das rochas, resultando na compartimentação de reservatórios. O objetivo deste trabalho foi compreender a variação das propriedades de Resistência à Compressão Uniaxial (UCS), porosidade, Razão de Poisson, Módulos de Young e incompressibilidade nos diferentes elementos arquiteturais da zona de falha: protólito não deformado, zona de dano e núcleo da falha. Para isso realizamos perfis para medição de parâmetros estruturais e geomecânicos com auxílio do esclerômetro (Schmidt Hammer), análises laboratoriais de porosidade, tanto por meio digital em seção delgada como por permoporosímetro a gás, cálculos dos módulos de Young, incompressibilidade e Razão de Poisson. Os resultados indicam que no afloramento correspondente ao núcleo da falha os valores de UCS foram até três vezes maiores que aqueles na zona de dano e quatro vezes maiores que a zona não deformada. A porosidade apresenta decréscimo médio de 10% na zona de dano e até 75% no núcleo da falha. A porosidade estimada por medições em permoporosímetro a gás, módulos de Young, incompressibilidade e Razão de Poisson foram calculados no núcleo da falha. Nesse elemento arquitetural as zonas com bandas possuem resistência até duas vezes maior que a zona sem banda, com efeito no módulo de Young e no módulo de incompressibilidade, porém ambas com deformação ocorrida em caráter rúptil, evidenciado pelo atributo Razão de Poisson. Concluímos assim que bandas de deformação afetam diretamente as propriedades físicas de arenito em diferentes níveis de intensidade. A ocorrência de tais heterogeneidades podem ter impactos importantes na produção já que impõe anisotropias aos reservatórios. / Deformation bands are brittle structures that occur in porous sandstones and may change the physical properties, geomechanical and hydraulic behavior of the rock, leading to the compartmentation of reservoirs. The objective of this research was to understand the variation of the properties of uniaxial compressive strength (UCS), porosity, Poisson’s ratio, Young’s and incompressibility’s modulus in different architectural elements of fault zone: protolith, damage zone and fault core. For this we extracted profiles for the measurement of structural and geomechanics with aid of Schmidt hammer, laboratorial analysis of porosity, both thin section digital means and by gas permoporosimeter, and Young’s, incompressibility and Poisson’s ratio calculations. The results indicate that in outcroup corresponding to the nucleus of fault the UCS values were up to three times higher than those in the damage zone and four times higher than the protolith. The porosity shows an average decrease of 10% in the damage zone and up to 75% in the fault core. Porosity by gas, Young’s and incompressibility modulus and Poisson’s ratios was calculated in core fault. In this architectural element with bands have resistance up to twice times than zone without bands, marked in the Young’s mo dulus as well as the incompressibility’s modulus, however both with deformation occurring in a brittle character, evidenced by Poisson’s ratio. We conclude that deformation bands directly affect the physics properties of sandstones in different levels of intensity. The occurrence of such heterogeneities may have important impacts on the production since it imposes anisotropies to the reservoirs.

Orientadores: Euclides Jose Bonet, Marco Antonio Schreiner Moraes / Dissertação (mestrado) - Universidade Estadual de Campinas, Faculdade de Engenharia Mecanica / Made available in DSpace on 2018-07-26T08:21:56Z (GMT). No. of bitstreams: 1 DeGasperi_PatriciaMartinsSilva_M.pdf: 13462853 bytes, checksum: cff9140cfbd41d9dc52865fb52425605 (MD5) Previous issue date: 1999 / Resumo: Este trabalho tem como objetivos o estudo e a aplicação do processo de estimativa de propriedades petrofisicas a partir de informações obtidas em imagens petrográficas bidimensionais. O método assume a hipótese da homogeneidade estatística, e utiliza a simulação estocástica para a reconstrução do modelo tridimensional do meio poroso. A caracterização geométrica do meio simulado permite a elaboração de um modelo de rede para a simulação do fluxo e a estimativa da permeabilidade, fator de formação, pressão capilar por injeção de mercúrio e relação índice de resistividade versus saturação de água. Esta metodologia é aplicada a quatro sistemas porosos com diferentes níveis de heterogeneidade. Os resultados demonstram que estimativas confiáveis dependem da utilização de uma resolução apropriada de aquisição das imagens, que permita a identificação de poros e gargantas que efetivamente controlem as propriedades de fluxo do sistema. As curvas de pressão capilar simuladas sugerem a necessidade da composição de escalas. As propriedades elétricas são afetadas pela porosidade das amostras e sua confiabilidade é restrita a sistemas preferencialmente molháveis pela água / Abstract: The aim of this work is to investigate and apply a method for predicting petrophysical properties ftom bidimensional petrographic image data. Based on the assumption of statistical homogeneity, the method uses stochastic simulation to reconstruct the porous media tridimensional structure. The geometrical characterization of the simulated media allows the construction of a network model to simulate fluid flow and estimate permeability, formation factor, mercury capillary pressure curves and resistivity index as function of water saturation. This method is applied to four porous systems with different heterogeneity levels. The results demonstrate that good predictions depend on the appropriate image aquisition resolution, which identifies pores and throats that effectively control the flow properties of the system. The capillary pressure curves suggest the necessity of scale composition. The electrical properties are affected by samples porosity, with reliable estimates being restricted to water-wet systems / Mestrado / Mestre em Engenharia de Petróleo

Magister Scientiae - MSc / Commercial hydrocarbon production relies on porosity and permeability that defines the storage capacity and flow capacity of the resevoir. To assess these parameters, petrographic and petrophysical log analyses has been found as one of the most powerful approach. The approach has become ideal in determining reservoir quality of uncored reservoirs following regression technique. It is upon this background that a need arises to integrate petrographic and petrophysical well data from the study area. Thus, this project gives first hand information about the reservoir quality for hydrocarbon producibility. Five wells (A-J1, A-D1, A-H1, A-K1 and K-A2) were studied within the Orange Basin, Offshore South Africa and thirty five (35) reservoirs were defined on gamma ray log where sandstone thickness is greater than 10m. Eighty three (83) sandstone samples were gathered from these reservoirs for petrographic analyses within Hauterevian to Cenomanian sequences. Thin section analyses of these sediments revealed pore restriction by quartz and feldspar overgrowths and pore filling by siderite, pyrite, kaolinite, illite, chlorite and calcite. These diagenetic minerals occurrence has distructed intergranular pore space to almost no point count porosity in well K-A2 whilst in A-J1, A-D1, A-H1 and A-K1 wells porosity increases at some zones due to secondary porosity. Volume of clay, porosity, permeability, water saturation, storage capacity, flow capacity and hydrocarbon volume were calculated within the pay sand interval. The average volume of clay ranged from 6% to 70.5%. The estimated average effective porosity ranged from 10% to 20%. The average water saturation ranged from 21.7% to 53.4%. Permeability ranged from a negligible value to 411.05mD. Storage capacity ranged from 6.56 scf to 2228.17 scf. Flow capacity ranged from 1.70 mD-ft to 31615.82 mD-ft. Hydrocarbon volume varied from 2397.7 cubic feet to 6215.4 cubic feet. Good to very good reservoir qualities were observed in some zones of well A-J1, A-K1 and A-H1 whereas well A-D1 and K-A2 presented poor qualities.

Magister Scientiae - MSc / The Bredasdorp Basin is one of the largest hydrocarbon producing blocks within Southern Africa. The E-M field is situated approximate 50 km west from the FA platform and was brought into commission due to the potential hydrocarbons it may hold. If this field is brought up to full producing capability it will extend the lifespan of the refining station in Mosselbay, situated on the south coast of South Africa, by approximately 8 to 10 years. An unexpected pressure drop within the E-M field caused the suite not to perform optimally and thus further analysis was imminent to assess and alleviate the predicament. The first step within the project was to determine what might have cause the pressure drop and thus we had to go back to cores drilled by Soekor now known as Petroleum South Africa, in the early 1980’s. Analyses of the cores exposed a high presence of granulation seams. The granulation seams were mainly subjected within sand units within the cores. This was caused by rolling of sand grains over one another rearranging themselves due to pressure exerted through compaction and faulting, creating seal like fractures within the sand. These fractures caused these sand units to compartmentalize and prohibit flow from one on block to the next. With advance inquiry it was discovered that there was a shale unit situated within the reservoir dividing the reservoir into two main compartments. At this point it was determined to use Petrel which is windows based software for 3D visualization with a user interface based on the Windows Microsoft standards. This is easy as well as user friendly software thus the choice to go with it. The software uses shared earth modeling tool bringing about reservoir disciplines trough common data modelling. This is one of the best modelling applications in the available and it was for this reason that it was chosen to apply within the given aspects of the project A lack of data was available to model the granulation seams but with the data acquired during the core analyses it was possible to model the shale unit and factor in the influences of the granulation seams to asses the extent of compartmentalization. The core revealed a thick shale layer dividing the reservoir within two sections which was not previously noted. This shale layer act as a buffer/barrier restricting flow from the bottom to the top halve of the reservoir. This layer is thickest at the crest of the 10km² domal closure and thins toward the confines of the E-M suite. Small incisions, visible within the 3 dimensional models could serve as a guide for possible re-entry points for future drilling. These incisions which were formed through Lowstand and Highstand systems tracts with the rise and fall of the sea level. The Bredasdorp Basin consists mainly of tilting half graben structures that formed through rifting with the break-up of Gondwanaland. The model also revealed that these faults segregate the reservoir further creating bigger compartments. The reservoir is highly compartmentalized which will explain the pressure loss within the E-M suite. The production well was drilled within one of these compartments and when the confining pressure was relieved the pressure dropped and the production decrease. As recommendation, additional wells are required to appraise the E-M structure and determine to what extent the granulation seems has affected fluid flow as well as the degree of sedimentation that could impede fluid flow. There are areas still containing untapped resources thus the recommendation for extra wells. / South Africa

>Magister Scientiae - MSc / This study is aimed at illustrating the reservoir heterogeneity in the BCII - BCI interval of the Ga-field, offshore South Africa. This was achieved by generating a conceptual static model as a predictive tool for the BCII - BCI interval. The reservoir zones between BCII - BCI were sub divided into two major zones, viz: zone A and zone B. Petrophysical analysis was conducted on the three wells Ga-A3, Ga-Q1 and Ga-Q2. The application of the sequential gaussian algorithm ensured that all of the available data was honoured to the highest extent in generating the realisations to display the heterogeneity of the BCII – BCI sandstone reservoir. Sampling values from the well logs were extrapolated into the 3D grid. Each reservoir contained a percentage of shale or clay of about 45% -50%. Small scaled reservoir heterogeneity has been construed to the influence of the sedimentary structures. Large scaled reservoir heterogeneity has been identified, due to the lateral extent of the claystones which is widely distributed throughout the study area

Thesis (MSc)--Stellenbosch University, 2011. / ENGLISH ABSTRACT: This study presents an outcrop characterisation and modelling of the excellently exposed Permian Kookfontein Formation of the Ecca Group in the Tanqua-Karoo sub-Basin. The sedimentary modelling (i.e. facies architecture and geometry) and petrophysical characterisation followed a hierarchical and deterministic approach. Quantitative outcrop data were based on the thirteen sedimentary cycles that characterise this stratigraphic succession at the Pienaarsfontein se Berg locality; and these data were analysed using a combination of detailed sedimentary log, gamma ray log and photopanel analysis, as well as petrographic thin-section and grain size-based petrophysical analysis. Based on texture and sedimentary structures, twelve depofacies are recognised which are broadly grouped into four lithofacies associations i.e. sandstone facies, heterolithic facies, mudstone facies and soft-sediment deformation facies; these depofacies and lithofacies form the basic building blocks for the flooding surface-bounded facies succession (i.e. cycle). Also, based on sediment stacking and cycle thickness patterns as well as relative position to the shelf break, the succession is sub-divided into: (1) the lower Kookfontein member (i.e. cycles 1 to 5) exhibiting overall upward thickening and coarsening succession with progradational stacking pattern; representing deposition of mid-slope to top-slope/shelf-margin succession, and (2) the upper Kookfontein member (i.e. cycles 6 to 13) exhibiting overall upward thickening and coarsening succession with aggradational stacking pattern; representing deposition of top-slope/shelf-margin to outer shelf succession. Lateral juxtaposition of observed vertical facies variations across each cycle in an inferably basinwards direction exhibits upward change in features, i.e. decrease in gravity effects, increase in waves and decrease in slope gradient of subsequent cycles. This systematic upward transition in features, grading vertically from distal to proximal, with an overall upward thickening and coarsening progradational to aggradational stacking pattern indicates a normal regressive prograding delta. However, in detail, cycles 1-3 show some anomalies from a purely thickening and coarsening upward succession. Deposition of each cycle is believed to result from: (1) primary deposition by periodic and probably sporadic mouthbar events governed by stream flow dynamics, and (2) secondary remobilisation of sediments under gravity. The facies distribution, architecture and geometry which governs the sedimentary heterogeneity within the deltaic succession is therefore mainly a consequence of the series of mouthbar flooding events governed by sediment supply and base-level changes. These series of flooding events resulted in the delineation of the studied stratigraphic interval into two main parasequence sets, i.e. transgressive sequence set and the overlying regressive sequence set. This delineation was aided through the identification of a maximum flooding surface (i.e. maximum landwards shift in facies) above Cycle 3 in the field. The architecture and geometry of the ensuing deposystem is interpreted to have been a river-dominated, gravitationally reworked and waveinfluenced shelf edge Gilbert-type delta. Widespread distribution of soft-sediment deformation structures, their growth-style and morphology within the studied succession are empirically related to progradation of Gilbert-type mouthbars over the shelf break as well as the slope gradients of the Kookfontein deltaic clinoformal geometry. Analysis of hypothetical facies stacking and geometrical models suggests that the Kookfontein sedimentary cyclicity might not be accommodation-driven but rather sediment supply-driven. The workflow employed for petrophysical evaluation reveals that the distribution of reservoir properties within the Kookfontein deltaic sandbody geometries is strongly influenced both by depositional processes and by diagenetic factors, the latter being more important with increased burial depth. The reservoir quality of the studied sandstones decreases from proximal mouthbar sands, intermediate delta front to distal delta front facies. The major diagenetic factors influencing the reservoir quality of the studied sandstones are mechanical compaction, chemical compaction (pressure solution) and authigenic pore-filling cements (quartz cement, feldspar alteration and replacement, calcite cement, chlorite and illite). Mechanical compaction was a significant porosity reducing agent while cementation by authigenic quartz and clay minerals (i.e. illite and chlorite) might play a major role in permeability distribution. The porosity-permeability relationship trends obtained for the studied sandstones show that there is a linear relationship between porosity and permeability. The relative timing of diagenetic events as well as the percentages of porosity reduction by compaction and cementation indicates that compaction is much more responsible for porosity reduction than cementation. The described internal heterogeneity in this work is below the resolution (i.e. mm-scale) of most conventional well-logs, and therefore could supplement well-log data especially where there is no borehole image and core data. The combination of ‗descriptive‘ facies model and schematic geological model for this specific delta, and petrophysical characterisation make the results of this study applicable to any other similar ancient deposystem and particularly subsurface reservoir analogue. / AFRIKAANSE OPSOMMING: Hierdie studie bied ‘n dagsoomkarakterisering en -modellering van die duidelik blootgelegde Permiese Kookfontein-formasie van die Ecca-groep in die Tankwa-Karoo-subkom. Wat die sedimentêre modellering (d.w.s. fasiesargitektuur en -geometrie) en petrofisiese karakterisering betref is ‘n hiërargiese en deterministiese benadering gevolg. Kwantitatiewe dagsoomdata is gebaseer op dertien sedimentêre siklusse wat hierdie stratigrafiese opeenvolging in die Pienaarsfontein se Berg-lokaliteit kenmerk; en die data is geanaliseer met behulp van ‘n kombinasie van gedetailleerde sedimentêre seksie, gammastraal-profiel en fotopaneelanalises, asook petrografiese slypplaatjie- en korrelgrootte-gebaseerde petrofisiese analises. Op grond van tekstuur en sedimentêre strukture is twaalf afsettingsfasies onderskei wat rofweg in vier assosiasies van litofasies gegroepeer kan word: sandsteenfasies, heterolitiese fasies, moddersteenfasies en sagtesediment-deformasiefasies. Hierdie afsettingsfasies en litofasies vorm die basiese boustene vir die fasiesopeenvolging (d.w.s. siklus) wat oorstromingsoppervlakgebonde is. Verder word die opeenvolging aan die hand van sedimentstapeling en skilusdiktepatrone, asook relatiewe posisie tot die rakbreuk, in die volgende onderverdeel: (1) die benede-Kookfontein-deel (d.w.s. siklus 1 tot 5), wat in die geheel ‘n opwaartse verdikkings- en vergrowwingsopeenvolging met ‘n progradasiestapelpatroon vertoon en die afsetting van middelhelling-tot-boonstehelling- of rakrand-opeenvolging verteenwoordig, en (2) die benede-Kookfontein-deel (d.w.s. siklus 6 tot 13) wat in die geheel ‘n opwaartse verdikkings- en vergrowwingsopeenvolging met ‘n aggradasiestapelpatroon vertoon en die afsetting van boonste helling- of rakrand-tot-buiterakopeenvolging verteenwoordig. Die laterale jukstaposisie van waargenome vertikale fasiesvariasies oor elke siklus heen, in ‘n afleibare komwaartse rigting, vertoon opwaartse verandering wat kenmerke betref, naamlik afname in gravitasiegevolge, toename in golwe en afname in die hellinggradiënt van daaropvolgende siklusse. Hierdie stelselmatige opwaartse oorgang van kenmerke, wat vertikaal van distaal tot proksimaal gradiënteer en in die geheel opwaartse verdikking en vergrowwing in ‘n progradasie-tot-aggradasie-stapelpatroon vertoon, dui op ‘n normale regressiewe progradasiedelta. Van naby beskou, vertoon siklus 1-3 egter bepaalde afwykings van ‘n suiwer opwaartse verdikkings- en vergrowwingsopeenvolging. Die afsettings van elke siklus is vermoedelik die gevolg van: (1) primêre afsetting deur periodieke en waarskynlik sporadiese mondversperringsgebeure wat deur stroomvloeidinamika beheer word, en (2) sekondêre hermobilisering van sedimente deur gravitasie. Die fasiesverspreiding, -argitektuur en -geometrie wat die sedimentêre heterogeniteit in die deltaïese opeenvolging beheer, is dus hoofsaaklik ‘n gevolg van die reeks oorstromingsgebeure by die mondversperring, wat deur sedimentvoorsiening en basisvlakveranderings beheer word. Hierdie reeks oorstromingsgebeure het gelei tot die delineasie van die bestudeerde stratigrafiese interval volgens twee hoofparasekwensie stelle, naamlik die transgressiewe opeenvolgings- en die oordekkende, regressiewe opeenvolgingsgroep. Dié delineasie word ondersteun deur die feit dat ‘n maksimum oorstromingsoppervlak (d.w.s. maksimum landwaartse verskuiwing in fasies) bo siklus 3 in die veld uitgeken is. Die argitektuur en geometrie van die daaropvolgende afsettingstelsel word geïnterpreteer as behorende tot ‘n Gilbert-rakranddelta wat deur ‘n rivier gedomineer, deur gravitasie herbewerk en deur golfwerking beïnvloed is. Die wye verspreiding van sagtesediment-deformasiestrukture, en die groeiwyse en morfologie daarvan binne die bestudeerde opeenvolging, is empiries verwant aan die progradasie van Gilbertmondversperrings oor die rakbreuk heen, asook aan die hellinggradiënte van die Kookfontein-deltaïese, klinoformele geometrie. Die analise van hipotetiese fasiesstapeling en geometriese modelle dui daarop dat die Kookfontein-sedimentêre siklisiteit dalk nie deur akkommodasieruimte gedryf word nie, maar deur sedimentvoorsiening. Die werkvloei wat vir petrofisiese evaluering gebruik is dui daarop dat die verspreiding van reservoir-eienskappe in die Kookfontein- deltaïese sandliggaam geometries sterk beïnvloed word deur afsettingsprosesse en diagenetiese faktore. Die diagenetiese faktore word belangriker op groter begrawing diepte. Die reservoir-aard van die bestudeerde sandgesteentes neem algaande af van proksimale mondversperring-sandsoorte tot intermediêre deltafront tot distale deltafrontfasies. Die hoof-diagenetiese faktore wat die reservoir-kenmerke van die bestudeerde sandsteensoorte beïnvloed is meganiese verdigting, chemiese verdigting (oplossingsdruk) en outigeniese porievullingsement (kwartssement, veldspaatomsetting en -vervanging, kalsietsement, chloriet en illiet). Meganiese verdigting is ‘n beduidende poreusheidreduseermiddel, terwyl sementering deur outigeniese kwarts- en kleiminerale (d.w.s. illiet en chloriet) moontlik ‘n belangrike rol by permeabiliteitsverspreiding kan speel. Die poreusheid-permeabiliteit-verhoudingstendense wat bekom is vir die bestudeerde sandsteensoorte dui daarop dat daar ‘n lineêre verhouding tussen poreusheid en permeabiliteit bestaan. Die relatiewe tydberekening van diagenetiese gebeure, asook die persentasie poreusheidvermindering deur verdigting en sementering, dui daarop dat verdigting baie meer as sementering tot poreusheidvermindering bydra. Die interne heterogeniteit wat in hierdie werk beskryf word, is onder die resolusie (d.w.s. mm-skaal) van die meeste konvensionele boorgatopnames, en kan dus boorgatopnamedata aanvul, veral waar daar geen boorgatafbeelding en kerndata bestaan nie. Die kombinasie van die 'deskriptiewe‘ fasiesmodel en skematiese geologiese model vir hierdie spesifieke delta, asook petrofisiese karakterisering, beteken dat die resultate van hierdie studie op enige ander soortgelyke antieke afsettingstelsels toegepas kan word, maar veral op suboppervlakreservoir-analoogstelsels.

Prediction of rock and fluid properties such as porosity, clay content, and water saturation is essential for exploration and development of hydrocarbon reservoirs. Rock and fluid property maps obtained from such predictions can be used for optimal selection of well locations for reservoir development and production enhancement. Seismic data are usually the only source of information available throughout a field that can be used to predict the 3D distribution of properties with appropriate spatial resolution. The main challenge in inferring properties from seismic data is the ambiguous nature of geophysical information. Therefore, any estimate of rock and fluid property maps derived from seismic data must also represent its associated uncertainty. In this study we develop a computationally efficient mathematical technique based on neural networks to integrate measured data and a priori information in order to reduce the uncertainty in rock and fluid properties in a reservoir. The post inversion (a posteriori) information about rock and fluid properties are represented by the joint probability density function (PDF) of porosity, clay content, and water saturation. In this technique the a posteriori PDF is modeled by a weighted sum of Gaussian PDF’s. A so-called mixture density network (MDN) estimates the weights, mean vector, and covariance matrix of the Gaussians given any measured data set. We solve several inverse problems with the MDN and compare results with Monte Carlo (MC) sampling solution and show that the MDN inversion technique provides good estimate of the MC sampling solution. However, the computational cost of training and using the neural network is much lower than solution found by MC sampling (more than a factor of 104 in some cases). We also discuss the design, implementation, and training procedure of the MDN, and its limitations in estimating the solution of an inverse problem. In this thesis we focus on data from a deep offshore field in Africa. Our goal is to apply the MDN inversion technique to obtain maps of petrophysical properties (i.e., porosity, clay content, water saturation), and petrophysical facies from 3D seismic data. Petrophysical facies (i.e., non-reservoir, oil- and brine-saturated reservoir facies) are defined probabilistically based on geological information and values of the petrophysical parameters. First, we investigate the relationship (i.e., petrophysical forward function) between compressional- and shear-wave velocity and petrophysical parameters. The petrophysical forward function depends on different properties of rocks and varies from one rock type to another. Therefore, after acquisition of well logs or seismic data from a geological setting the petrophysical forward function must be calibrated with data and observations. The uncertainty of the petrophysical forward function comes from uncertainty in measurements and uncertainty about the type of facies. We present a method to construct the petrophysical forward function with its associated uncertainty from the both sources above. The results show that introducing uncertainty in facies improves the accuracy of the petrophysical forward function predictions. Then, we apply the MDN inversion method to solve four different petrophysical inverse problems. In particular, we invert P- and S-wave impedance logs for the joint PDF of porosity, clay content, and water saturation using a calibrated petrophysical forward function. Results show that posterior PDF of the model parameters provides reasonable estimates of measured well logs. Errors in the posterior PDF are mainly due to errors in the petrophysical forward function. Finally, we apply the MDN inversion method to predict 3D petrophysical properties from attributes of seismic data. In this application, the inversion objective is to estimate the joint PDF of porosity, clay content, and water saturation at each point in the reservoir, from the compressional- and shear-wave-impedance obtained from the inversion of AVO seismic data. Uncertainty in the a posteriori PDF of the model parameters are due to different sources such as variations in effective pressure, bulk modulus and density of hydrocarbon, uncertainty of the petrophysical forward function, and random noise in recorded data. Results show that the standard deviations of all model parameters are reduced after inversion, which shows that the inversion process provides information about all parameters. We also applied the result of the petrophysical inversion to estimate the 3D probability maps of non-reservoir facies, brine- and oil-saturated reservoir facies. The accuracy of the predicted oil-saturated facies at the well location is good, but due to errors in the petrophysical inversion the predicted non-reservoir and brine-saturated facies are ambiguous. Although the accuracy of results may vary due to different sources of error in different applications, the fast, probabilistic method of solving non-linear inverse problems developed in this study can be applied to invert well logs and large seismic data sets for petrophysical parameters in different applications.

3 ABSTRACT The work is focused on analysis of five structural well profiles penetrating sediments of the Bohemian Cretaceous Basin and the underlying Upper Palaeozoic continental basins to the crystalline basement. The objectives of well profile analysis are sedimentary formation evaluation from well log analysis and statistical analysis and evaluation of some physical properties of sedimentary rocks, which have been determined by measurements of drill cores. The aim of the work is to verify the possibility of porosity evaluation from well log analysis in the Bohemian Cretaceous Basin and the underlying Upper Palaeozoic continental basins. The next aim is to compare different geological environments with respect to physical properties of rocks. The content of the work involves presentation of well log curves, computation of porosity values and comparison between the resulting values of porosity from resistivity log, acoustic log and neutron-neutron log and from laboratory measurements of drill core samples. Data from five deep structural wells are used. Different geological environments were compared by statistical methods with respect to physical properties of rocks measured on well core samples from these five wells. Porosity evaluation from well log analysis is difficult but it is possible provided that...

Master of Science / Department of Geology / Abdelmoneam Raef / Amid increasing interest in geological sequestration of carbon dioxide (CO2), detailed rock formation characterization has emerged as priority to ensure successful sequestration. Utilizing recent advances in the field of 3D seismic attributes analysis, offers improved opportunities to provide more details when characterizing reservoir formations. In this study, several post-stack seismic attributes integrated with seismic modeling for highlighting critical structural elements and petrophysical facies variation of rock formations at Wellington and Anson-Bates fields, Sumner County, Kansas. A newly acquired 3D Seismic data set and several geophysical well logs are also used to achieve the objectives of this study. Results sought in this study are potentially important for understanding pathways for CO2 to migrate along. Seismic amplitude, coherency, and most negative curvature attributes were used to characterize the subsurface for structural effects on the rock formations of interest. These attributes detect multiple anomaly features that can be interpreted as small throw faults. However, in this study, there is a larger anomalous feature associated with the Mississippian formation that can be interpreted as a small throw fault or incised channel sand. Determining which of the two is very important for flow simulation models to be more exact. Modeling of the seismic was undertaken to help in the interpretation of the Mississippian amplitude anomaly. An artificial neural network, based on well log porosity cross-plots and three seismic attributes, was trained and implemented to yield a seismic petrophysical facies map. The neural network was trained using three volume seismic waveform attributes along with three wells with difference in well log porosity. A reworked lithofacies along small throw faults has been revealed based on comparing the seismic structural attributes and the seismic petrophysical facies. Arbuckle formation characterization was successful to a certain degree. Structural attributes showed multiple faults in the northern half of the survey. These faults are in agreement with known structure in the area associated with the Nemaha uplift. Further characterization of the Arbuckle was hindered by the lack of well data. This study emphasizes the need for greater attention to small-scale features when embarking upon characterization of a reservoir for CO2 based geosequestration.