Carbonate reservoir fracture‐cavity system identification based on the improved YOLOv5s deep learning algorithm DOI Creative Commons

Xiaoyong Feng,

Kai Zhao, Jianguo Zhang

et al.

Energy Science & Engineering, Journal Year: 2024, Volume and Issue: 12(6), P. 2643 - 2660

Published: May 27, 2024

Abstract In carbonate reservoirs characterized by the fracture‐cavity system as storage spaces, drilling process is highly prone to loss of fluid. This not only affects efficiency but can also lead severe accidents, such blowouts. Therefore, it crucial understand distribution pattern these fractures. However, formation rock systems, being controlled various factors, difficult precisely identify. limitation hampers efficient development types oil and gas fields. paper presents a case study M5 5 sub‐section reservoir in Sulige gasfield, proposing an improved You Only Look Once v5s (YOLOv5s) deep learning algorithm. It utilizes enhanced training with conventional logging data identify response characteristics fractures reservoirs. And its identification results have been confirmed be accurate fracture obtained through different means, core samples, cast thin section photographs, imaging data, seismic attributes. method incorporates Ghost convolution module replace Conv backbone network YOLOv5s model, modifies C3 into Bottleneck module, effectively making model more lightweight. Additionally, Convolutional Block Attention Module integrated Neck network, enhancing model's feature extraction capabilities. Finally, employs Efficient Intersection over Union Loss function instead Complete Loss, reducing network's regression loss. The validation using actual demonstrate that this achieves average recognition accuracy 87.3% for system, which 3% improvement baseline (YOLOv5s). enhancement beneficial locating fluid positions

Language: Английский

Evaluation of facies heterogeneity in reef carbonate reservoirs: A case study from the oil field, Perm Krai, Central-Eastern Russia DOI
Dmitriy A. Martyushev,

Polina O. Chalova,

Shadfar Davoodi

et al.

Geoenergy Science and Engineering, Journal Year: 2023, Volume and Issue: 227, P. 211814 - 211814

Published: May 2, 2023

Language: Английский

Citations

35

Subsurface Hydrogen Storage in Limestone Rocks: Evaluation of Geochemical Reactions and Gas Generation Potential DOI
Ahmed Al‐Yaseri, Ahmed Fatah, Bidoor Alsaif

et al.

Energy & Fuels, Journal Year: 2024, Volume and Issue: 38(11), P. 9923 - 9932

Published: May 14, 2024

Underground hydrogen storage (UHS) in carbonate reservoirs is a suitable solution for safe and efficient recovery during the cycling process. The uncertainties associated with potential geochemical reactions between hydrogen, rock, brine may impact long-term containment of produced formations. Despite current interest studying hydrogen-rock reactions, only limited work available literature. In this study, we experimentally evaluate reactivity rocks to address gas generation induced by reactions. Limestone samples are treated under 1500 psi 75 °C temperature duration 6 13 months using simple reaction cells. Scanning electron microscopy (SEM) analysis performed examine dissolution/precipitation hydrogen. contrast, chromatography (GC analyzer) inductively coupled plasma optical emission spectroscopy (ICP-OES) conducted detect ion precipitation. experimental results indicate no significant treatment on surface morphology pore structure even after treatment, suggesting that abiotic unlikely occur first stages UHS. Furthermore, presence brine, there apparent indications occurring calcite, traces any other gases detected treatment. Besides, solutions' pH remains almost unchanged, minor increase calcium (Ca2+) ions solution, which attributed water, not promisingly support utilization storage.

Language: Английский

Citations

11

Diagenetic evolution in marine carbonate rocks based on the typical case studies: review and perspectives DOI
Deng Li,

Chenlin Hu,

Xin Li

et al.

Marine and Petroleum Geology, Journal Year: 2025, Volume and Issue: unknown, P. 107352 - 107352

Published: Feb. 1, 2025

Language: Английский

Citations

1

Multiscale and diverse spatial heterogeneity analysis of void structures in reef carbonate reservoirs DOI
Dmitriy A. Martyushev, Shadfar Davoodi, Ali Kadkhodaie

et al.

Geoenergy Science and Engineering, Journal Year: 2023, Volume and Issue: 233, P. 212569 - 212569

Published: Dec. 8, 2023

Language: Английский

Citations

22

Pore structure analysis of storage rocks during geological hydrogen storage: Investigation of geochemical interactions DOI
Ahmed Al‐Yaseri, Ahmed Fatah, Abdulrauf R. Adebayo

et al.

Fuel, Journal Year: 2023, Volume and Issue: 361, P. 130683 - 130683

Published: Dec. 26, 2023

Language: Английский

Citations

20

Integrated analysis of wireline logs analysis, seismic interpretation, and machine learning for reservoir characterisation: Insights from the late Eocene McKee Formation, onshore Taranaki Basin, New Zealand DOI Creative Commons
John Oluwadamilola Olutoki, Numair Ahmed Siddiqui,

AKM Eahsanul Haque

et al.

Journal of King Saud University - Science, Journal Year: 2024, Volume and Issue: 36(6), P. 103221 - 103221

Published: April 27, 2024

Language: Английский

Citations

6

Geological modeling of diagenetic logs of the Sarvak reservoir in Dezful Embayment, southwestern Iran: implications for geostatistical simulation and reservoir quality assessment DOI Creative Commons
Vali Mehdipour, Ahmad Reza Rabbani, Ali Kadkhodaie

et al.

Journal of Petroleum Exploration and Production Technology, Journal Year: 2023, Volume and Issue: 13(10), P. 2083 - 2107

Published: July 7, 2023

Abstract Reservoir quality in carbonate reservoirs is significantly influenced by diagenetic processes. Although diagenesis studied as a common reservoir damaging/enhancing process many previous studies, literature limited about the spatial modeling of processes using advanced geostatistical algorithms. In current study, 3D models main which affect Sarvak an Iranian oilfield located north Dezful Embayment were constructed geostatistics. According to petrographic total 10 microfacies identified. addition, significant this include dolomitization, cementation, dissolution, and compaction. electrofacies determined “multi-resolution graph clustering” method based on quantitative results studies. The provided average maps used investigate lateral variation those properties their relationship with effective porosity. It shows that trends secondary porosity velocity deviation log (VDL) are generally correlatable confirming impact dissolution enhancement. most observed Lower Sarvak-E2 zone where correlation coefficient 0.75. between VDL some zones high indicating effect it exceeds 0.61 Sarvak-A1 zone. occurrence has dual constructive destructive effects quality. dolomitization Sarvak-E1 Sarvak-F coefficients 0.476 − 0.456, respectively. low developing stylolites, solution seams.

Language: Английский

Citations

14

Understanding the Mechanism of Hydraulic Fracturing in Naturally Fractured Carbonate Reservoirs: Microseismic Monitoring and Well Testing DOI
Dmitriy A. Martyushev, Yongfei Yang, Yousef Kazemzadeh

et al.

Arabian Journal for Science and Engineering, Journal Year: 2023, Volume and Issue: 49(6), P. 8573 - 8586

Published: Dec. 11, 2023

Language: Английский

Citations

13

An improved permeability estimation model using integrated approach of hybrid machine learning technique and shapley additive explanation DOI Creative Commons
Christopher N. Mkono, Chuanbo Shen,

Alvin K. Mulashani

et al.

Journal of Rock Mechanics and Geotechnical Engineering, Journal Year: 2024, Volume and Issue: unknown

Published: Sept. 1, 2024

Language: Английский

Citations

5

The chemical damage of sandstone after sulfuric acid-rock reactions with different duration times and its influence on the impact mechanical behaviour DOI Creative Commons
Qinghe Niu, Mingwei Hu,

Jiabin He

et al.

Heliyon, Journal Year: 2023, Volume and Issue: 9(12), P. e22346 - e22346

Published: Nov. 28, 2023

The low-permeability characteristic of sandstone-type uranium deposits has become the key geological bottleneck during in-situ leaching mining, seriously restricting development and utilization resources in China. At present, blasting-enhanced permeability (BEP) acidizing-enhanced (AEP) are confirmed to be mainstream approaches enhance reservoir deposit (LPSUD). To clarify synergistic effect BEP AEP, acid-rock reaction dynamic impact experiments were conducted, aiming study chemical reactions on pore structure, mechanical properties failure pattern sandstone. Results show that with increasing time, total volume samples is promoted largely exhibits obvious damage. change depends size, 100-1000 nm 1000-10000 pores more susceptible reactions. peak strength elastic modulus decreased strain rate increased when lengthening whose evolution laws can fitted by logistic expression, linear expression exponential respectively. also have an influence fracture after impact. damaged fractures end faces grow from isolated short fracture, long network, sides develop non-penetration fractures, penetration multi-branch fractures. This clarifies physical combined damage mechanism, demonstrates potential stimulation uniting provides a theoretical reference for LPSUD.

Language: Английский

Citations

13