...). This underscores the capability of the proposed method to provide predictions as accurate as physics-based simulations while reducing substantial computational costs. 16 12 2024 17 4 2025 2 4 2025 15 5 2025 Copyright © 2025 Society of Petroleum Engineers geology mineral geologist...

... of Petroleum Engineers sedimentary rock structural geology mudrock clastic rock wellbore design fracture characterization complex reservoir geologist fracture rock type reservoir geomechanics shear fracture tensional fracture formation hmin injection rate enhanced recovery geological...

... geologist natural gas storage rock type reservoir characterization permeability permeability and porosity permeability value clastic rock complex reservoir ppd method geological subdiscipline pressure profile measurement permeability measurement equilibrium equation rock sample pressure...

... geologist deep learning mudrock petroleum play type evolutionary algorithm estimation training and testing gmdh-dde model coefficient china method sichuan basin accuracy correlation mae Global energy demand is increasing rapidly due to population growth, economic development...

... to minimize the difference between the model’s predictions and the actual data points, ensuring the coefficients converge toward optimal values for the given data set. (3) β t + 1 = β t − s ∇ E ( x ) , geologist geology reservoir simulation project...

... structural geology reservoir characterization geologist rock type geological subdiscipline seismic data reservoir model ckr karst reservoir accuracy trajectory real time system initial reservoir model karst system operation arc length drilling operation delineation drilling trajectory...

... sedimentary rock cutoff value method fluid dynamics structural geology geologist mudrock rock type artificial intelligence well logging reservoir characterization pore structure machine learning dimension dual cutoff value method heterogeneity fluid pore experiment shale gas log analysis...

... temperature load effect; ( b ) mechanism of alternating temperature load. wellbore design loading structural geology hydraulic fracturing geologist rock type complex reservoir reservoir geomechanics criterion thermal stress damage factor characteristic enhanced recovery thermal loading...

.... 28 10 2024 11 2 2025 9 2 2025 11 3 2025 14 5 2025 Copyright © 2025 Society of Petroleum Engineers scale inhibition drilling fluids and materials geologist asphaltene remediation remediation of hydrates drilling fluid formulation drilling fluid property...

... inhibition geologist mineral hydrate inhibition asphaltene remediation drilling fluid property wax inhibition hydrate remediation oilfield chemistry remediation of hydrates drilling fluid formulation rock type production chemistry scale remediation wax remediation scale inhibition efficiency...

... coefficient geologist inversion inversion result lagrange multiplier equation deep learning machine learning permeability physics-informed neural network seepage equation experiment constraint neural network lg-prnn model reservoir parameter inversion skin factor Physics-informed...

... 17 2 2025 10 2 2025 12 3 2025 14 5 2025 Copyright © 2025 Society of Petroleum Engineers sedimentary rock deep learning mudrock well logging mudstone geologist neural network rock type log analysis reservoir characterization structural geology lithofacies...

... ) ) } . wellbore seismic deep learning borehole imaging complex reservoir geologist structural geology sedimentary rock carbonate rock reservoir surveillance production monitoring vug intensity pixel identification well logging production control image log quantification potential vug spectrum...

... dynamics complex reservoir petroleum geology well logging stratigraphy carbonate rock mudrock sedimentary geology enhanced recovery geologist structural geology rock type artificial intelligence heterogeneity sedimentary rock clastic rock machine learning persian gulf tavakoli mudstone...

... ). remediation of hydrates asphaltene inhibition asphaltene remediation geology geologist production chemistry mineral wax inhibition scale remediation inhibitor flow assurance concentration pamam dendrimer paraffin remediation scale inhibitor formulation scale inhibition hydrate inhibition...

... simulation and tracer transport ( Sharma et al. 2014 ; Tham 2015 ; Shook et al. 2017 ), a numerical-based algorithm in Python was developed as explained next. geology machine learning tracer profile artificial intelligence geologist tracer test analysis concentration profile reservoir...

... in imbibition may be a key to oil displacement by water. carbonate rock rock type oil recovery geologist waterflooding elasticity geology recovery experiment displacement interfacial viscoelasticity interfacial elasticity phase angle correlation sedimentary rock pvt measurement enhanced...

... Society of Petroleum Engineers clastic rock mudrock geology rock type sedimentary rock gas lift ann model geologist reservoir surveillance machine learning physics-based model pipe flow model clustering-ann model production monitoring artificial lift system prediction correlation...

... ( Zhang et al. 2023 ), and coal seam permeability rapidly decreases ( Xu et al. 2022 ), hindering the initiation and propagation of hydraulic fractures and making it difficult to achieve high stimulated volumes. clastic rock sedimentary rock structural geology geologist fracturing fluid complex...

... modeling & simulation frac and pack erosion damage rate viscosity geologist drilling operation hydraulic fracturing erosion damage degree prediction model fracturing materials coefficient proppant ratio particle lateral hole rate and service life Loose sandstone reservoirs play...