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Abdulquadri O . Alabere
  • Abu Dhabi

Abdulquadri O . Alabere

Sonic logs are very essential for rock type identification, hydrocarbon typing, rock physics modelling, and reservoir characterization. However, they are seldom available due to high costs of acquisition or measurement errors. Empirical... more
Sonic logs are very essential for rock type identification, hydrocarbon typing, rock physics modelling, and reservoir characterization. However, they are seldom available due to high costs of acquisition or measurement errors. Empirical formulas and petroelastic models that are often used to predict missing sonic log data may not produce accurate velocity profiles and are limited to specific geologic settings. Using sonic logs from wells in the CONDA field located in the deep offshore Niger delta basin of the Gulf of Guinea, we demonstrate that machine learning algorithms can be used to predict sonic log data if suitable quantitative relationships exists between it and available well logs. Preprocessing such as outlier removal, missing data filling and normalization was applied to the well logs before using them as training datasets for the model prior to applying several machine learning algorithms to build a predictor model for missing DTP and DTS sonic logs. The results of the training using several machine learning algorithms showed that the Gradient Boost Regressor (GBRT) Algorithm was more robust based on higher accuracy and lower root-mean-squared errors (RMSE). Validation of the prediction model at blind wells was quite good, with coefficient of determination or goodness-of-fit (R2) scores of 0.88 to 0.99 and generally low root mean square errors (RMSE). QC of the predictive model performed using qualitative well correlation analysis between a well with actual DTP and DTS sonic logs and another with predicted DTP and DTS sonic logs gave very satisfactory results based on similarities in log character and trend. The results of our study show that in comparison to sonic log prediction using empirical formulas and/or petroelastic models which is fraught with limitations, machine learning can be used as a robust alternative.
Characterization and prediction of reservoir heterogeneity are crucial for hydrocarbon production. This study applies the multifractal theory using both numerical and experimental data to characterize quantitatively the heterogeneity of... more
Characterization and prediction of reservoir heterogeneity are crucial for hydrocarbon production. This study applies the multifractal theory using both numerical and experimental data to characterize quantitatively the heterogeneity of pore structures in Lower Cretaceous limestone reservoir from the United Arab Emirates. Fractal dimensions calculated from digital images showed good correlation (R2 = +0.69) with experimental high-pressure mercury injection (HPMI) measurements. Moreover, both experimental and numerical fractal dimensions correlate well with experimental HPMI porosity measurements. Multifractal parameters such as the non-uniformity degree of the pore structures Δα, the asymmetry degree in the vertical axis Δf(α), the concentration of pore size distribution α0 and the asymmetry degree in the horizontal axis Rd estimated from digital and experimental data correlated well and revealed ability to quantitatively describe samples heterogeneity. The ranges of digital and exp...
Exploration onshore Niger Delta is moving into deeper HP/HT plays where pore pressure prediction is challenging due to secondary overpressure mechanisms and lack of data for calibration. Accurate pore pressure prediction is required to... more
Exploration onshore Niger Delta is moving into deeper HP/HT plays where pore pressure prediction is challenging due to secondary overpressure mechanisms and lack of data for calibration. Accurate pore pressure prediction is required to ensure safe and economic drilling campaign. This study aims at finding acceptable parameters and building models for predicting pore pressure where secondary overpressure mechanisms are observed in addition to undercompaction. Well logs and 3D seismic data were used to understand the evolution of pore pressure in the field. This was established from offset well data by making cross-plots of acoustic velocity versus density, temperature vs depth, geothermal gradient computation, computation of normal compaction trends, overburden gradients, shale pore pressure and fracture gradients. Then cube models were built for the field. Post-drilling pore pressure and fracture gradient estimation of eleven offset wells were done using Eaton's and Matthews & Kelly's methods respectively. Velocity analysis results from 3D seismic data were then used to predict 1D pore pressure models at six selected prospect locations. Analyses reveal depths shallower than 3800m TVD/MSL with geothermal gradient 3.0°C/100m and pressure gradient less than 1.50sg EMW are affected mainly by undercompaction and depths greater than 3800m TVD/MSL with geothermal gradient of 4.1°C/10m and pressure gradients reaching 1.82sg – 2.12sg EMW are affected by unloading. A general regression in pore pressure between 2000 – 3600m TVD/MSL interval were due to depletion by ongoing production from the developed reservoirs. The results of pore pressure modeling reveal a narrow drilling margin for the HP/HT prospect intervals.
This research investigates the palynomorph and palynofacies assemblages within the Maastrichtian Mamu Formation, Anambra Basin, shedding light on the vegetation and ecological conditions during this period. The diverse taxa identified,... more
This research investigates the palynomorph and palynofacies assemblages within the Maastrichtian Mamu Formation, Anambra Basin, shedding light on the vegetation and ecological conditions during this period. The diverse taxa identified, including Arecipites sp., Dictyophyllidites harissii, Monocolpites marginatus, Proxapertites operculatus, and Longapertites marginatus, reveal the prevalence of specific plant groups, offering valuable paleoenvironmental insights. Additionally, the presence of Amaranthaceae and Cyperaceae indicates wetland or marshy environments. Our study suggests a stable and diverse ecosystem with moderate temperatures and sufficient precipitation during the Maastrichtian in the Anambra Basin. The identification of terrestrial palynomorphs also hints at significant hydrocarbon potential within the Mamu Formation, warranting further investigation. Overall, this research contributes to our understanding of the Maastrichtian paleoenvironment and global changes during this critical phase of Earth's history. In conclusion, our study provides significant insights into the paleoenvironment and paleoclimate of the Maastrichtian in the Mamu Formation, Anambra Basin. The diverse palynomorph assemblage, along with the identification of specific palynofacies indicators, enables a robust reconstruction of the paleoflora, paleoenvironmental conditions, and hydrocarbon potential within the formation. These findings contribute to our understanding of past global changes during this critical phase of Earth's history and have implications.
Petrographic and petrophysical analyses of a Lower Cretaceous limestone reservoir, Abu Dhabi, United Arab Emirates provide new insights into the formation and diagenetic evolution of bimodal pore network. The most important diagenetic... more
Petrographic and petrophysical analyses of a Lower Cretaceous limestone reservoir, Abu Dhabi, United Arab Emirates provide new insights into the formation and diagenetic evolution of bimodal pore network. The most important diagenetic controls include: (i) widespread development of microporosity by micritization of allochems and partial cementation by grain-rimming calcite during eogenesis at or below the seafloor, (ii) partial to complete dissolution of peloids and concomitant precipitation of equant calcite cement during early mesogenesis, and (iii) stylolitization and development of tension gashes and concomitant massive cementation of the macropores by coarse-crystalline calcite and partial cementation of the micropores by calcite micro-overgrowths around micrite during late mesogenesis. Lateral compression owing to ophiolite obduction in late Cretaceous allowed flow of hot basinal brines along stylolites and tension gashes, which resulted in the precipitation of saddle dolomite and pyrite. Abundant depositional interparticle macropores were preserved in the grainstones by sparse grain rimming, dogtooth-like calcite cement that reduced the effect of mechanical compaction. Micro-and macropores are well interconnected yet the moldic, fracture pores, and intraparticle micropores within peloids are less well connected with the pore system. Hydrocarbon emplacement in the naturally oil/mixed-wet carbonate reservoir both increases the fluid pore pressure within the pore spaces of the rock thus reducing overburden stress and effective compaction; and reduces nucleation sites for cement growth thus retarding chemical diagenesis. However, the hydrocarbon emplacement occurred gradually and selectively filled the crestal limestones from the top to bottom in a way that its effect on rate of diagenesis differ vertically and spatially across the study area. Constraining the formation, evolution, and distribution of multimodal porosity network, including abundant micropores and mesopores allows better detection and evaluation of low-resistivity pay zones in carbonate successions.
Petrographic and petrophysical analyses of a Lower Cretaceous limestone reservoir, Abu Dhabi, United Arab Emirates provide new insights into the formation and diagenetic evolution of bimodal pore network. The most important diagenetic... more
Petrographic and petrophysical analyses of a Lower Cretaceous limestone reservoir, Abu Dhabi, United Arab Emirates provide new insights into the formation and diagenetic evolution of bimodal pore network. The most important diagenetic controls include: (i) widespread development of microporosity by micritization of allochems and partial cementation by grain-rimming calcite during eogenesis at or below the seafloor, (ii) partial to complete dissolution of peloids and concomitant precipitation of equant calcite cement during early mesogenesis, and (iii) stylolitization and development of tension gashes and concomitant massive cementation of the macropores by coarse-crystalline calcite and partial cementation of the micropores by calcite micro-overgrowths around micrite during late mesogenesis. Lateral compression owing to ophiolite obduction in late Cretaceous allowed flow of hot basinal brines along stylolites and tension gashes, which resulted in the precipitation of saddle dolomite and pyrite. Abundant depositional interparticle macropores were preserved in the grainstones by sparse grain rimming, dogtooth-like calcite cement that reduced the effect of mechanical compaction. Micro-and macropores are well interconnected yet the moldic, fracture pores, and intraparticle micropores within peloids are less well connected with the pore system. Hydrocarbon emplacement in the naturally oil/mixed-wet carbonate reservoir both increases the fluid pore pressure within the pore spaces of the rock thus reducing overburden stress and effective compaction; and reduces nucleation sites for cement growth thus retarding chemical diagenesis. However, the hydrocarbon emplacement occurred gradually and selectively filled the crestal limestones from the top to bottom in a way that its effect on rate of diagenesis differ vertically and spatially across the study area. Constraining the formation, evolution, and distribution of multimodal porosity network, including abundant micropores and mesopores allows better detection and evaluation of low-resistivity pay zones in carbonate successions.
Exploration onshore Niger Delta is moving into deeper HP/HT plays where pore pressure prediction is challenging due to secondary overpressure mechanisms and lack of data for calibration. Accurate pore pressure prediction is required to... more
Exploration onshore Niger Delta is moving into deeper HP/HT plays where pore pressure prediction is challenging due to secondary overpressure mechanisms and lack of data for calibration. Accurate pore pressure prediction is required to ensure safe and economic drilling campaign. This study aims at finding acceptable parameters and building models for predicting pore pressure where secondary overpressure mechanisms are observed in addition to undercompaction. Well logs and 3D seismic data were used to understand the evolution of pore pressure in the field. This was established from offset well data by making cross-plots of acoustic velocity versus density, temperature vs depth, geothermal gradient computation, computation of normal compaction trends, overburden gradients, shale pore pressure and fracture gradients. Then cube models were built for the field. Post-drilling pore pressure and fracture gradient estimation of eleven offset wells were done using Eaton's and Matthews & K...
Sonic logs are very essential for rock type identification, hydrocarbon typing, rock physics modelling, and reservoir characterization. However, they are seldom available due to high costs of acquisition or measurement errors. Empirical... more
Sonic logs are very essential for rock type identification, hydrocarbon typing, rock physics modelling, and reservoir characterization. However, they are seldom available due to high costs of acquisition or measurement errors. Empirical formulas and petroelastic models that are often used to predict missing sonic log data may not produce accurate velocity profiles and are limited to specific geologic settings. Using sonic logs from wells in the CONDA field located in the deep offshore Niger delta basin of the Gulf of Guinea, we demonstrate that machine learning algorithms can be used to predict sonic log data if suitable quantitative relationships exists between it and available well logs. Preprocessing such as outlier removal, missing data filling and normalization was applied to the well logs before using them as training datasets for the model prior to applying several machine learning algorithms to build a predictor model for missing DTP and DTS sonic logs. The results of the tr...
Coastal plain sands in some selected areas of Ikoyi, in Lagos, Dahomey basin southwestern Nigeria have been investigated with respect to their geotechnical properties to determine their suitability as construction materials and to... more
Coastal plain sands in some selected areas of Ikoyi, in Lagos, Dahomey basin southwestern Nigeria have been investigated with respect to their geotechnical properties to determine their suitability as construction materials and to recommend suitable foundation type for the proposed developments. Representative samples collected from each sites were subjected to standard engineering tests and CPT method was used for calculating the bearing capacity of the soil. The cone resistance values (Qc) ranges from 8-158 kg/cm, 20-160 kg/cm, 32-166 kg/cm for Sokoto street site, Parkview estate site, and Delta street site respectively. Correlating this result with standard penetration test values, it shows dense soil at 3m, 10m and 45m for Delta Street site, medium dense soil at 2m and 30m for Parkview estate site, and medium dense soil at 3m, 29m and 30m for Sokoto Street site. The undrained triaxial test revealed that undrained cohesion ranges from 47-70 KNm, 44-95 KNm, and 15-30 KNm with no a...
Few wells targeting high temperature, high pressure intervals in most tertiary sedimentary basins have achieved their objective in terms of technicalities and cost. Since most shallow targets have been drilled, exploration focus is... more
Few wells targeting high temperature, high pressure intervals in most tertiary sedimentary basins have achieved their objective in terms of technicalities and cost. Since most shallow targets have been drilled, exploration focus is drifting into deeper plays both onshore and in deep offshore areas. To ensure safe and economic drilling campaigns, pore pressure prediction methodologies used in the region needs to be improved. The research aims at generating and testing a modification of Eaton’s equation fit for high temperature, high pressure intervals on a field. The evolution of pore pressure in the field was established from offset well data by making several crossplots, and fracture gradient was computed using Mathew and Kelly’s equation. Eaton’s equation parameters were then calibrated using several wells until a desired field scale result was achieved when compared with information from already drilled intervals i.e., kicks and RFT data. Seismic velocity data resulting from high...
Few wells targeting high temperature, high pressure intervals in most tertiary sedimentary basins have achieved their objective in terms of technicalities and cost. Since most shallow targets have been drilled, exploration focus is... more
Few wells targeting high temperature, high pressure intervals in most tertiary sedimentary basins have achieved their objective in terms of technicalities and cost. Since most shallow targets have been drilled, exploration focus is drifting into deeper plays both onshore and in deep offshore areas. To ensure safe and economic drilling campaigns, pore pressure prediction methodologies used in the region needs to be improved. The research aims at generating and testing a modification of Eaton's equation fit for high temperature, high pressure intervals on a field. The evolution of pore pressure in the field was established from offset well data by making several crossplots, and fracture gradient was computed using Mathew and Kelly's equation. Eaton's equation parameters were then calibrated using several wells until a desired field scale result was achieved when compared with information from already drilled intervals i.e., kicks and RFT data. Seismic velocity data resulting from high density, high resolution velocity analysis done to target deep overpressured intervals were then used to predict 1D pore pressure models at six selected prospect locations. Analyses reveal depths shallower than 3800 m TVD/MSL with geothermal gradient 3.0 °C/100 m and pressure gradient less than 1.50sg EMW are affected mainly by undercompaction; depths greater than 3800 m TVD/MSL with geothermal gradient of 4.1 °C/10 m and pressure gradients reaching 1.82-2.12sg EMW are affected by unloading with a narrow drilling margin for the deep highly pressured prospect intervals. Eaton's n-exponent was modified to 6, and it proved accurate in predicting high overpressure in the first prospect wells drilled.
Reservoir characterization and structural mapping using integration of well logs and 3-D seismic data was carried out to determine the prolificacy of OVU field, onshore Niger delta. The distribution of reservoir physical parameters... more
Reservoir characterization and structural mapping using integration of well logs and 3-D seismic data was carried out to determine the prolificacy of OVU field, onshore Niger delta. The distribution of reservoir physical parameters (porosity, permeability etc.) and availability of traps that favour hydrocarbon accumulation in the field were evaluated. Four hydrocarbon bearing reservoirs were delineated out of several identified sands in the field out of which three horizons were mapped. Two major growth faults, an antithetic fault and five synthetic faults were delineated. Structural closures were identified as rollover anticlines with the trapping mechanism delineated as a Fault assisted anticlinal structure. The computed range of values for gross thickness, volume of shale, net to gross, water saturation, hydrocarbon saturation, total porosity and absolute permeability with respect to each reservoir are: 18-125m, 9-17%, 83-92%, 18-28%, 62-82%, 21-23%, and 736-3965mD respectively. Hydrocarbon reserves calculations reveals a total reserve of 30.9 billion stock tank barrels of oil. With the very good to excellent calculated values of petrophysical parameters and high hydrocarbon reserve together with the suitable trapping mechanisms makes the study field prolific. Few wells exist in the southwestern corner of the field where a closure is identified in this study. The area should therefore be subjected to further evaluation with a view to increasing the number of wells there.
A detailed sequence stratigraphic and petrophysical analysis was performed on six (6) wells in the "AJE" field, Niger Delta. The purpose is to re-evaluate the petrophysical properties, determine the depositional environment of reservoirs... more
A detailed sequence stratigraphic and petrophysical analysis was performed on six (6) wells in the "AJE" field, Niger Delta. The purpose is to re-evaluate the petrophysical properties, determine the depositional environment of reservoirs as well as the sequence stratigraphic attributes of hydrocarbon bearing section of six wells in AJE Field in the Niger delta. Four (4) sand reservoirs were identified across the field. Biofacies and shape of well logs signatures; funnel, cylindrical or blocky shapes were used to infer the depositional environment. Based on biostratigraphic data, two maximum flooding surfaces dated 9.5Ma and 7.4Ma and three type 1 sequence boundaries dated 10.36Ma, 8.5Ma and 5.7Ma were recognized. Petrophysical parameters estimated for all the reservoirs in the six wells shows that: porosity estimation varies between (8-31) %, volume of shale is between (5-24) %, hydrocarbon saturation is between (81-99) % and water saturation varies between 0.3 and 15%. All the reservoirs have a good hydrocarbon saturation, low water content, good porosity and permeability value. Most reservoirs were completely saturated with gas. The encountered facies within the wells comprises of deltaic distributary channels, shoreface sands, barrier bars, restricted mudstones, fluvial channels and turbiditic complexes. The most excellent reservoirs were turbidites and channel complexes of the lowstand system tract.
Background: The BidaBasin is the least studied of Nigeria's inland frontier basins but is believed to have oil and gas resources. No exploration wells have been drilled in the basin. However, it has recently become a subject of intense... more
Background: The BidaBasin is the least studied of Nigeria's inland frontier basins but is believed to have oil and gas resources. No exploration wells have been drilled in the basin. However, it has recently become a subject of intense debate because of the renewed commitment by the state oil company, NNPC to commence exploration in the Basin in a bid to raise the country reserves by 40 billion barrels by 2023. This has made it imperative to increase research efforts to characterize the basin in terms of its petroleum system elements and understand the environment of deposition of its sediments. Materials and Methods: The research involves outcrop studies of sedimentary road cut sections and quarry sections of the Patti Formation, grain size analysis, petrographic analysis, foraminifera analysis and Total organic carbon (TOC). The field work exercise involved detailed section measurement, description of lithologic unit and sample collection. The equipment and the materials used for the successful mapping of the area include the Global Positioning System (GPS), clinometers compass, sample bag, masking tape, hammer and chisel, topographic map, measuring tape, hand lens, digital camera and field note. Results: The result of the grain size analysis reveals that the samples are fine grained (average values of 2.777, 2.165, 2.475), poorly sorted samples (average values of 1.661, 1.534, 1.887) and texturally mature. They are mainly platykurtic siltstones. The nature of the histogram is an indication of slow water current. Deduction from thin section petrographic analysis of the ironstone samples suggested the presence of goethite, siderite, quartz and some clay minerals. Diagenetic processes identified are compaction and cementation. Goethite is the predominating mineral of the ironstones. Structures observed in the section were massive bedding, laminations, fractures, concretions and bioturbations. Thin section petrography of the ironstone facies reveals that weathering and changes in the oxidation to reduction condition of the inter particle fluid between the pores of the ironstones during diagenesis lead to the ferruginisation of the precursor sandstones and clays in an oxidizing environment. Foraminifera results for the shale samples yielded generally low percentage of benthic foraminifera while the species observed include Bolivina spp., Bulimina spp., Miliammina spp. and Textularia spp. These benthic species dwells in an environment ranging from brackish to normal marine environment with oxic to dysoxic conditions. Total Organic Carbon (TOC) analysis of twelve shale samples was carried out which range from 1.08 wt. % to 4.07 wt. % revealed that the shale samples have a good potential for hydrocarbon. Conclusion:The Patti Formation consists of four lithofacies which are shale, siltstone, claystone and ironstone.The siltstone samples are fine grained, poorly sorted and majorly platykurtic which suggests that they were deposited in a low energy quiet water environment probably the fluvial environment. Deduction from the petrographic studies showed that the ironstones of the Patti Formation is composed of minerals such as siderite, goethite, quartz and clay matrix with the clay matrix serving as cementing minerals.Total Organic Carbon analysis of the shale samples revealed an average value of 2.51 wt. % which shows that the shales are good source rocks for hydrocarbon generation upon maturity.With the occurrence of species such as, Bolivina species, Bulimina species, Miliammina species and the Textularia species the shale samples are of shallow marine sources of anoxic conditions.
Background: The BidaBasin is the least studied of Nigeria's inland frontier basins but is believed to have oil and gas resources. No exploration wells have been drilled in the basin. However, it has recently become a subject of intense... more
Background: The BidaBasin is the least studied of Nigeria's inland frontier basins but is believed to have oil and gas resources. No exploration wells have been drilled in the basin. However, it has recently become a subject of intense debate because of the renewed commitment by the state oil company, NNPC to commence exploration in the Basin in a bid to raise the country reserves by 40 billion barrels by 2023. This has made it imperative to increase research efforts to characterize the basin in terms of its petroleum system elements and understand the environment of deposition of its sediments. Materials and Methods: The research involves outcrop studies of sedimentary road cut sections and quarry sections of the Patti Formation, grain size analysis, petrographic analysis, foraminifera analysis and Total organic carbon (TOC). The field work exercise involved detailed section measurement, description of lithologic unit and sample collection. The equipment and the materials used for the successful mapping of the area include the Global Positioning System (GPS), clinometers compass, sample bag, masking tape, hammer and chisel, topographic map, measuring tape, hand lens, digital camera and field note. Results: The result of the grain size analysis reveals that the samples are fine grained (average values of 2.777, 2.165, 2.475), poorly sorted samples (average values of 1.661, 1.534, 1.887) and texturally mature. They are mainly platykurtic siltstones. The nature of the histogram is an indication of slow water current. Deduction from thin section petrographic analysis of the ironstone samples suggested the presence of goethite, siderite, quartz and some clay minerals. Diagenetic processes identified are compaction and cementation. Goethite is the predominating mineral of the ironstones. Structures observed in the section were massive bedding, laminations, fractures, concretions and bioturbations. Thin section petrography of the ironstone facies reveals that weathering and changes in the oxidation to reduction condition of the inter particle fluid between the pores of the ironstones during diagenesis lead to the ferruginisation of the precursor sandstones and clays in an oxidizing environment. Foraminifera results for the shale samples yielded generally low percentage of benthic foraminifera while the species observed include Bolivina spp., Bulimina spp., Miliammina spp. and Textularia spp. These benthic species dwells in an environment ranging from brackish to normal marine environment with oxic to dysoxic conditions. Total Organic Carbon (TOC) analysis of twelve shale samples was carried out which range from 1.08 wt. % to 4.07 wt. % revealed that the shale samples have a good potential for hydrocarbon. Conclusion:The Patti Formation consists of four lithofacies which are shale, siltstone, claystone and ironstone.The siltstone samples are fine grained, poorly sorted and majorly platykurtic which suggests that they were deposited in a low energy quiet water environment probably the fluvial environment. Deduction from the petrographic studies showed that the ironstones of the Patti Formation is composed of minerals such as siderite, goethite, quartz and clay matrix with the clay matrix serving as cementing minerals.Total Organic Carbon analysis of the shale samples revealed an average value of 2.51 wt. % which shows that the shales are good source rocks for hydrocarbon generation upon maturity.With the occurrence of species such as, Bolivina species, Bulimina species, Miliammina species and the Textularia species the shale samples are of shallow marine sources of anoxic conditions.