Digital rock analysis. 4 million by 2030, up from an estimated USD 312.
Digital rock analysis. We propose a deep learning–based approach for automated segmentation which is validated using the extracted ground-truth. Microscopy Solutions for natural resources Digital Rock Physics and Core Analysis Advanced Platform for Multiscale Digital Rock Physics Complex subsurface systems, particularly unconventional resources, are dominated by nanoscale pore structures such as organic-hosted porosity, complex pyritization and inter/intra-granular microporosity. Over the long term, factors such as an increase in the complexity of production from unconventional reservoirs to maximize production are expected to drive the market during the forecast period. Mar 1, 2025 · To address these intricate CO 2 flow and storage challenges, we sourced two sandstone rock samples, an unconsolidated sandstone and a coarse sandstone, from a drillhole in an offshore basin in China. Jun 28, 2024 · Introduction Digital rock analysis involves the examination of rock formations, employing advanced imaging techniques to capture the intricate pore structures [1]. 5 billion by 2032, growing at a compound annual growth rate (CAGR) of 7. May 1, 2025 · The oil and gas industry is undergoing a digital transformation, with Digital Rock Analysis (DRA) emerging as a crucial technology for optimizing reservoir management and reducing exploration costs. Although 2D CT images provide valuable pore-scale data, the scarcity of real-world datasets limits the effectiveness of advanced analysis. Nov 1, 2024 · To address this challenge, we propose novel Generative Adversarial Networks (GANs) to controllably generate 3D digital rock samples according to porosity distribution. Sep 25, 2022 · Digital rock physic (DRP), digital rock analysis, or computational rock physic techniques are becoming a standard tool in special core/sample analysis in many areas, including enhanced hydrocarbon recovery, mineral exploration, geothermal energy, groundwater resources, hydrogen storage, CO 2 sequestration, geomechanics, and others. 30% during the forecast period. Dmitriy effectively combines domain, business, and information technology knowledge and experience to accelerate Energy workflows and deliver value to customers. Jun 1, 2025 · Digital rock analysis (DRA) is fundamental for geo-energy research, enabling the characterisation of microstructures for applications like hydrocarbon recovery, carbon storage, and groundwater modelling. Oil and Gas Digital Rock Analysis Market Forecasts to 2032 - Global Analysis By Digital Rock Physics Technique (Micro-CT Scanning, NMR Analysis, Ultrasonic Velocity Measurements and Pore Scale Modeling), Service Type, Deployment Mode, Application, End User and By Geography 4. 9 million in 2023 and is anticipated to project robust growth in the forecast period with a CAGR of 8. Jan 27, 2025 · Oil & Gas Digital Rock Analysis Market, The global market was valued at USD 145 Million in 2023, growing at a CAGR of 8. Jun 11, 2024 · The oil and gas digital rock analysis market is forecasted to grow by USD 119. To address this issue, we introduce a novel multiscale rock image fusion framework based on a generative Avizo Software digital rock analysis reveals the geological properties and petrophysical properties of rock samples imaged with computed tomography and FIB SEM. The DRA approach was proposed to obtain a digital This poses a significant challenge for digital rock analysis since a single resolution image and associated simulation model can-not capture all the relevant length scales in suficient detail due to limitations in computer memory and speed. Jan 25, 2023 · The complex and multiscale nature of shale gas transport imposes new challenges to the already well-developed techniques for conventional reservoirs, especially digital core analysis. Through digital analysis and the application of numerical methods, this technology, which first emerged in the 1990 s, has developed into a versatile set of tools. Petricore is the pioneer of digital rock technology, and through decades of continuous research and development, we stand at the forefront of delivering quality digital rock analysis. 2 billion in 2024 to USD 3. On the flip side, the high cost of Jun 28, 2024 · However, in stark contrast, the field of digital rock analysis finds itself grappling with a conspicuous dearth of data, a challenge that casts a formidable shadow over the effective deployment of computer vision techniques for rock image analysis. Dec 10, 2024 · In the early stages of image analysis, various filters are commonly used for noise reduction, and segmentation is directly performed based on the grayscale information of the original image. From whole-core CT to SEM, Thermo Scientific Avizo Software for Digital Rock Analysis (DRA) represents a unique solution for digital rock analysis trusted by oil & gas peers. Nov 10, 2023 · Our research advances rock image segmentation by combining the diffusion model with cutting-edge neural networks, reducing dependency on extensive expert data and boosting segmentation accuracy and robustness. Improved prediction of bulk-flow parameters through understanding the physics at the pore scale is the goal of the pore-scale direct numerical simulation (DNS) simulations of multiphase flow (Digital Rock). The market for oil and gas DRA is experiencing robust growth, driven by the increasing need for enhanced oil recovery (EOR) techniques, improved reservoir characterization, and the adoption of May 21, 2025 · Boosting digital rock images with AI-powered augmentation and quality analysis could improve subsurface engineering decisions. In the standard workflow, 3D images of rock samples are acquired via X-ray computed tomography and processed, to reconstruct pore geometries that are Nov 17, 2023 · This has spurred interest in advanced semi-supervised and unsupervised segmentation techniques in digital rock image analysis, promising more efficient, accurate, and less labour-intensive methods. 5 billion by 2033 at a CAGR of 15. To generate the ground-truth, we utilize the a priori knowledge of minerals and pores. GANs generate realistic images of rock features, enhancing the accuracy and efficiency of estimating rock properties. The Oil and Gas Digital Rock Analysis Market report estimates $2. However, the multiscale characteristics of rock pores often exceed the capabilities of single-resolution imaging, which is inadequate for a comprehensive description of their characteristics. Digital rock analysis gives petroleum engineers a unique look into the pore spaces of rocks by combining experimental and numerical studies that help evaluate fluid transport and petrophysical properties at pore scale. Process workflow ‘Digital Rock’ is the application of imaging from the pore-scale to the Darcy scale and simulations to predict complex rock properties including multi-phase fluid flow. Its visualization, processing, and analysis of 2D and 3D digital rock imagery enable improved evaluation of reservoir quality and faster understanding of static and dynamic rock properties that impact production. SmartRocks is a digital rocks platform designed for geologists, reservoir engineers and researchers, specializing in the processing and analysis of 2D and 3D rock images. Halliburton offers a broad array of core analysis solutions that leverage digital rock analysis and physical laboratory methods. Nov 1, 2019 · What is Digital Rock Physics? Application of Numerical Modeling to rock properties Digital Rocks IS NOT Digital Image Analysis Porosity Digital petrography and granulometry Fracture mapping and analysis Discover comprehensive analysis on the Oil and Gas Digital Rock Analysis Market, expected to grow from USD 1. The Global Oil And Gas Digital Rock Analysis Market is projected to grow at a CAGR of 13. The steps of this process include image acquisition Digital rock analysis refers to the process of examining rock samples using advanced imaging techniques and computational analysis methods. Traditional methods of rock analysis involved physical testing and laboratory experiments, which were time-consuming and costly. 2%. This collaboration combines Core Lab's industry-leading expertise in reservoir description and optimization technologies with Halliburton’s specialization in pore-scale digital rock analysis. Aug 1, 2017 · This article provides an overview of the current state of digital rock technology, with emphasis on industrial applications. Using the constructed multi-scale digital rock, we calculated the porosity and elastic moduli of tight sandstone samples. Image segmentation is a crucial step in the process of digital rock analysis that can influence pore-scale characterization studies and/or the numerical simulation of petrophysical properties. By employing a style-transfer generator, multi-scale information of 3D digital rock is integrated into the generation process, effectively reducing the risk of mode collapse. However, it is usually complicated for natural heterogeneous porous media due to the presence of multiscale pore structures. In this hands-on seminar, we show you how to use GeoDict to efficiently and non-destructively calculate the physical properties of reservoir rocks. Different methods to obtain a digital model of the pore space from pore scale images are presented, and the strengths and weaknesses of the different methods are Sep 27, 2021 · The use of 2D and 3D imaging techniques to capture these properties, known as Digital Rock Analysis (DRA), is becoming a common practice in the above-mentioned industrial applications 1, 2, 3. Jan 8, 2025 · To address this issue, this study presents a multi-scale digital rock modeling method that integrates 3D micro-CT images acquired at different resolutions with nanoscale 2D images obtained via SEM. Digital fluid flow simulations for fast dynamic properties in weeks versus months The FastSCAL service leverages fifteen years of digital rock physics expertise to combine physical laboratory methods with our state-of-the-art computational fluid dynamics engines. . Apr 21, 2022 · Computation of petrophysical properties on digital rock images is becoming important in geoscience. 20 million by 2032 exhibiting a CAGR of 7. Download FREE sample report now! Apr 9, 2024 · PDF | On Apr 9, 2024, Yutian Ma and others published Stable diffusion for high-quality image reconstruction in digital rock analysis | Find, read and cite all the research you need on ResearchGate Digital rock analysis (DRA) has exhibited strong ability and significant potential to help people to image geological microstructures and understand transport mechanisms in rocks underground, especially for unconventional reservoirs like tight sandstone and shale. 5 million in 2024, according to Strategic Market Research. This article explores the application of Generative Adversarial Networks (GANs) in improving subsurface rock analysis. Integrated rock analysis solutions, has led the market with commercial-scale workflows for integrated rock analysis in core, plugs, sidewall cores, cuttings, rock chips, and thin sections. Apr 2, 2023 · Three-dimensional digital rock reconstruction, image resolution enhancement, image segmentation, and rock parameters prediction are all crucial steps in enabling the overall analysis of digital rocks to overcome the shortcomings and limitations of traditional methods. Apr 9, 2024 · Abstract. Nov 1, 2022 · Digital rock physics, finite element analysis, and Lattice Boltzmann Methods were integrated to obtain a quick estimation of the rock permeability using micro-CT images without the need for repetitive laboratory experiments. Aug 11, 2025 · The size of the Oil and Gas Digital Rock Analysis Industry market was valued at USD XX Million in 2023 and is projected to reach USD XXX Million by 2032, with an expected CAGR of 8. Mar 11, 2022 · In this study, we present applications of several convolutional neural networks (CNN) for rapid image denoising, deblurring and super-resolving digital rock images. 4 mn during 2023-2028, accelerating at a CAGR of 3. Digital Rock Analysis Using Drill Cuttings Reservoir characterization while drilling – a vision Use drill cuttings during well drilling to obtain the basic reservoir properties; e. Jun 1, 2017 · Faster, lower-cost measures of multiphase permeability of conventional reservoirs are promised by a digital rock analysis method developed by BP and Exa, which is marketing software to measure relative permeability. Digital innovation Jan 5, 2025 · Oil And Gas Digital Rock Analysis - Market Share Analysis, Industry Trends & Statistics, Growth Forecasts (2025 - 2030) - The Oil And Gas Digital Rock Analysis Market is expected to register a CAGR of 8. Leveraging digital rock analysis technology, we meticulously characterized their micro-pore structures. We used micro-CT to obtain pore-scale 3D digital images of a fractured rock sample in the air-filed and contrasting agent saturated conditions. Using high resolution This latest report helps you to gain a quick and comprehensive understanding of the Global Oil and Gas Digital Rock Analysis Market. By combining experimental and numerical studies, petroleum Feb 15, 2023 · The analysis of a digital rock cliff model, built by airborne photogrammetric data and infrared thermal images, is herein presented as an alternative tool for rock mass study in restricted and poorly accessible areas. Multiscale complicated pore systems and distinctive properties limit most reconstruction methods not applicable. The first step of the digital rock physics workflow is to construct an accurate digital model. Jan 1, 2013 · The key paradigm of digital rock physics (DRP) “image and compute” implies imaging and digitizing the pore space and mineral matrix of natural rock and then numerically simulating various physical processes in this digital object to obtain such macroscopic rock properties as permeability, electrical conductivity, and elastic moduli. Nevertheless Jul 1, 2025 · The introduction of deep learning techniques has revolutionized the automated segmentation of digital rock images. More and more new technologies have been developed for higher resolutions, which always come with higher expense. After uploading the image and running selected analyses, users navigate easily through the results to see computed petrophysical properties and 3D visualizations. 51 billion in 2024, growing to $7. 25% May 3, 2025 · Our workflow suggests that AI-based digital rock augmentation, combined with topological dimensionality reduction offers a powerful tool for enhanced quality assessment and diagnostic of digital rock augmentation and improved interpretation to support decision-making. Since 2024. Generative models are adept at creating a vast number of images while ensuring high resolution and quality. Due to the clear principles and simplicity of operation, most current digital rock physics analysis workflows still use these methods. However, the Oct 31, 2012 · Digital Rock Physics (DRP) investigates and calculates the physical and fluid flow properties of porous rocks. Image analysis using X-ray CT has enabled a more detailed characterization of lacustrine pre-salt carbonate rock samples by segmenting the mineral phases and calculating porosity. Jun 28, 2024 · In response to this pressing issue, this paper presents a pioneering methodology designed to surmount the hurdles posed by data limitation in the realm of digital rock analysis. The report offers an up Jul 13, 2022 · Watch the recording of the Deep Dive Virtual Workshop Series on digital rock analysis data collection ABSTRACT The lithology and rock-physical properties of tight sandstone reservoirs become increasingly complex, resulting in a more challenging reservoir evaluation process. We provide these services worldwide with laboratories in South America and the Middle East. In this approach, high-resolution images of the rock’s pores and mineral grains are obtained and processed, and the rock properties are evaluated by numerical simulation at the pore scale. Visualize | Analyze | UnderstandAvizo is an advanced 3D visualization and analysis software application for exploring and characterizing core samples and dig Feb 5, 2025 · Oil & Gas Digital Rock Analysis Market Analysis The Oil And Gas Digital Rock Analysis Market is expected to register a CAGR of 8. Diffusion Model for Digital Rock Images Welcome to the official GitHub repository for the paper titled " Enhancing Digital Rock Analysis through Generative Artificial Intelligence: Diffusion Models. Firstly, the selected tight rock is scanned by X-ray computed tomography (XCT), and then the natural tight digital rock is reconstructed by filtering and binary segmentation. Jul 1, 2017 · Predicting petrophysical properties by means of digital core analysis strongly relies on the operator expertise and becomes very challenging when dealing with clay microporosity, due to resolution limits and a general lack of recommendations. Recently, the emerging digital rock-physics (DRP) technology effectively overcomes these constraints. 4 % during the forecast period 2024-32 Digital rock physics (DRP) is an effective approach to characterize pore microstructures and predict effective physical properties of porous medium using digital image data obtained using different imaging techniques such as X-ray microtomography and electron microscopy. Photogrammetric and infrared thermography techniques were combined for the geostructural and morphological characterization of an unstable cliff located in a nature reserve Apr 14, 2023 · Summary Digital rock physics has become an effective tool for predicting petrophysical properties of porous media as well as understanding their pore-scale transport mechanisms. 63 million in 2025 to $453. This powerful tool enables rapidly simulating flow performance under diverse production scenarios. Uncover critical growth factors, market dynamics, and segment forecasts. Oil and Gas Digital Rock Analysis Market to Grow CAGR of 13. " This repository hosts the generative artificial intelligence models that were developed and generated as part of the research. In this paper, we present ground-truthing of digital rock images using texture analysis. This process helps address your real-world challenges of forecasting primary production, waterflooding, various enhanced oil How to extract maximum actionable insights from rock and mineral imaging data Geology plays a critical role in supporting today’s clean energy infrastructure from optimizing fossil fuel extraction and storing CO₂ in suitable geological formations, to harnessing natural hydrogen and advancing deep geothermal energy. These methods enable precise evaluations of critical properties such as porosity The digital rock analysis market encompasses diverse rock types, each presenting unique analytical challenges and opportunities. Carbonate formations, subdivided into dolomite and limestone, often display complex pore geometries and dissolution features that require high-resolution imaging to accurately characterize reservoir permeability. There are two types of micro-fractures, one is unfilled, and the other is filled with minerals, mud, paleo soils and other debris, or asphaltenes. High-precision imaging experiments play a key role in the characterization of pore structures and Apr 3, 2020 · The fundamental aim of rock physics is to determine, understand and model relations between remotely-sensed geophysical observations and in-situ rock properties. In this paper, a method for segmentation and quantitatively characterization of micro-fractures based on digital rock is proposed. 2 version released in December 2024, Avizo 3D imaging data visualization and analysis software has been enhanced with new Digital Rock Analysis extensions, offering a near-equivalent, scalable, and supported solution equivalent to PerGeos Software, which is now discontinued. The objective is to advance the field of subsurface rock analysis, offering insights into the potential of GAN techniques. The report on the oil and gas digital rock analysis market provides a holistic analysis, market size and forecast, trends, growth drivers, and challenges, as well as vendor analysis covering around 25 vendors. To capture the heterogeneity of rocks, we develop a method based on deep generative adversarial networks to assimilate multiscale imaging data for the generation of Aug 1, 2021 · In recent years, considerable efforts have been devoted to developing the digital rock physics (DRP) approach used to replace sophisticated experimental core analysis to allow fluid flow and solute transport in porous rocks to be assessed. Jan 30, 2020 · Abstract Pore-scale digital images are usually obtained from microcomputed tomography data that has been segmented into void and grain space. 9%, reaching USD 676. Sep 29, 2025 · The global oil and gas digital rock analysis market size is projected to grow from $277. Across inscrutable shale plays to the harshest environments, our reservoir laboratory services provide analysis and interpretation toward solving your unique challenges. g. It offers robust tools for modeling and calculating rock properties, all within a cloud-based system for easy accessibility. The fastest path from rock to results, the DigitalROCK approach starts by imaging a sample - whether whole core, sidewall/rotary core, or even cuttings. Conventional rock-physics experiments are too restrictive to adequately investigate formation properties. Oct 30, 2023 · Dmitriy Tishechkin Dmitriy Tishechkin is HPC and AI Technical Leader for Energy at Amazon Web Services where he works on Energy industry digital transformation by enabling customers globally with the latest cloud technologies. 27% during the forecast period. Feb 7, 2025 · Computer simulations with GeoDict help reservoir engineers and geoscientists to digitalize and automate the analysis of physical rock properties. From physical measurements to digital analysis, our broad spectrum of rock and fluid analysis services employs the latest technology and industry-leading software. The Digital Rocks Portal repository has been re-branded and is now the Digital Porous Media Portal. Jan 1, 2025 · The results show that the U-Net-based deep learning algorithms are highly promising for digital core analysis, which can significantly improve the accuracy and efficiency in identifying fracture and pore space, providing an effective alternative to digital rock modeling of the deformed multi-scale fracture-porous media in deep hydrocarbon Jan 1, 2025 · This will significantly enhance the efficiency of digital rock analysis and related computational simulations. 4% during the forecast period. Aug 11, 2023 · The use of X-ray CT image processing approach allowed non-destructively to analyze rock samples, and to obtain detailed information about their internal structure. It seamlessly integrates digital rock analysis, physical rock analysis, and fluid analysis to create a dynamic 3D reservoir model. , absolute and relative permeabilities, capillary pressures, residual saturations, petrophysical characteristics, formation factor, sonic velocities, NMR relaxation. It is of critical importance for various subsurface applications, such as water resources, oil and gas recovery and carbon The global oil and gas digital rock analysis market size was valued at USD 800 million in 2023 and is projected to reach USD 1. 04% through 2029 Dec 6, 2023 · Discover a revolutionary approach to reservoir modeling with SLB digital special core analysis (SCAL). 3% during the forecast period. These results include: Pore space analysis - Porosity, connected porosity, and Nov 1, 2024 · Digital rock analysis has become increasingly crucial in earth sciences and geological engineering. 04% through 2029 Apr 9, 2024 · Abstract. The article reviews recent Global Oil & Gas Digital Rock Analysis Market was valued at USD 146. Nov 1, 2023 · Digital rock technology provides an effective approach for analyzing the pore structure and physical properties of rocks in geophysics and petroleum science. 4 million by 2030, up from an estimated USD 312. DigitalROCK uses high-resolution digital images of rock samples to simulate and analyze essential, flow-related properties, including absolute and relative permeability. 6(87 reviews) Published: 2025 ID: SMRC29633 Apr 1, 2021 · In Digital Core Analysis, a common tool in Earth Sciences, imaging the nano- and micro-scale structure of the pore space of rocks can be enhanced past hardware limitations, while identification of minerals and phases can be automated, with reduced bias and high physical accuracy. Instead of time-consuming laboratory experiments that often take months, we use a digital workflow for rapid material characterization. , 2021). 6(87 reviews) 4. Apr 22, 2023 · In light of the intricate nature of micro-fractures, digital rock analysis technology is utilized to address this issue instead of traditional experimental methods. This study used scanning electron microscopy (SEM) images of shale from a certain region in China to investigate the relationship between the microscopic structure of shale pores and the macroscopic permeability. e analysis of conventional data augmentation and generative model-based augmentation within digital rock im ging studies. Leveraging the advanced dedicated technology previously available in PerGeos Software, the new Avizo 3D Software Digital Rock Analysis extensions provide unique, proven capabilities for improved petroleum reservoir evaluation with meaningful and actionable data, from whole-core CT to SEM. 18% By 2035, by driving industry size, share, top company analysis, segments research, trends and forecast report 2025 to 2035. We show how imaging and image analysis can be applied for rock typing and modeling of end-point saturations. One such technology that is gaining significant traction is digital rock analysis. TransU-Net sets a new standard in digital rock physics, paving the way for future geoscience and engineering breakthroughs. Nov 1, 2017 · This resulted in calibrated 3D binary images in which flow simulation can be performed for computation of rock permeability. We Improved prediction of bulk-flow parameters through understanding the physics at the pore scale is the goal of the pore-scale direct numerical simulation (DNS) simulations of multiphase flow (Digital Rock). The oil and gas digital rock analysis industry is transforming how companies assess and understand subsurface reservoirs by leveraging advanced imaging and computational techniques Oil & Gas Digital Rock Analysis Market Analysis The oil and gas industry is driven by the increasing adoption of digital technologies to improve exploration, production, and profitability. In this webinar, we will explore a range of modern analytical approaches Dec 1, 2023 · It is well known that the physical properties of rocks are characterized and predicted by simulation in digital rock analysis, and are highly dependent on the quality of micro-CT data (Niu et al. Aug 1, 2024 · High-resolution digital rock images are vital in studying microstructure and fluid flow characterization of oil and gas reservoirs. The integration of advanced hardware, software, and workflows aims to streamline geological data Apr 16, 2019 · Analyzing rock samples at multiple scales A 2D and 3D visualization and analysis platform for the full spectrum of digital rock analysis, PerGeos Software helps geoscientists process the digital images of reservoir rock samples using automated workflows and an intuitive graphical interface. 27 billion in 2032 at CAGR 14. IBM / flowdiscovery-digital-rock Public generated from IBM/repo-template Notifications You must be signed in to change notification settings Fork 0 Star 2 Jun 27, 2023 · Image segmentation is an important part of the standard digital rock physics (DRP) workflows. Computed tomography (CT) is currently the primary tool to acquire digital rock images because of its non-destructiveness and three-dimensional imaging capability. The combined offerings provide customers with early-time insight from digital rock analysis. Although deep learning techniques have significantly improved the efficiency of digital rock reconstruction, existing works within this field often lack necessary constraints. 5%. y5yhjmjewm2tytajpkjydyap5dpij9yz4pql5prptje