Ruslan Miftakhov - AI Research
Ruslan Miftakhov - AI Research
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AI in Action: A Unified Approach to Oil & Gas Exploration
Discover the innovative application of AI in oil & gas exploration. We dive into a unified AI workflow that streamlines subsurface interpretation in reservoir exploration, drawing parallels with autonomous driving systems. Learn about each stage of this novel workflow, from repairing missing well log data to property estimation, using deep learning methods.
Remember to like, subscribe, and share your thoughts in the comments below!
📓 Resources:
"Deep learning for end-to-end subsurface modeling and interpretation: An example from the Groningen gas field" by Aria Abubakar; Haibin Di; Anisha Kaul; Cen Li; Zhun Li; Vanessa Simoes; Leigh Truelove; Tao Zhao - pubs.geoscienceworld.org/tle/article/41/4/259/612876/Deep-learning-for-end-to-end-subsurface-modeling
BE MY FRIEND:
🌎 My website/blog - ruslanmiftakhov.com/
🪢 LinkedIn - www.linkedin.com/in/ruslan-miftakhov/
WHO AM I:
I am Chief Technical Officer at a software company that develops AI/ML solutions for the Oil and Gas. I am passionate about AI and its application in Oil and Gas. For many years, I have been developing and launching solutions based on AI for various aspects of geoscience and petroleum engineering. I make videos about Deep Learning and Machine Learning applications within Oil and Gas.
LEARN AI/ML IN O&G WITH ME
#AI #OilAndGas #Exploration #SubsurfaceInterpretation #DeepLearning #ReservoirExploration
มุมมอง: 2 998

วีดีโอ

Missing No More: Using AI to Fill in the Gaps of Seismic Data
มุมมอง 1.1Kปีที่แล้ว
We dive deep into how seismic data interpolation, a critical aspect of geophysical exploration, is being revolutionized by innovative machine learning techniques. From the challenges of traditional methods to the exciting advancements brought by Auto-Encoder (AE) and Generative Adversarial Neural Networks (GAN). Special focus is given to a 2022 paper by Yimin Dou, which introduced a novel 3D GA...
SuperResolution & EFramework: Tools for Improved Seismic Data Analysis
มุมมอง 1.1Kปีที่แล้ว
Discover the power of SuperResolution within EFramework of enhancing seismic data resolution in our latest video! We'll walk you through the application of these this tools in the oil and gas industry. No prior coding or machine learning knowledge required! #SuperResolution #EFramework #OilAndGasIndustry 📓 Resources: Deep Learning for Simultaneous Seismic Image Super-Resolution and Denoising - ...
RGT Meets Deep Learning: Discover the Future of Geophysics
มุมมอง 1.1Kปีที่แล้ว
In this video, we explore an innovative research paper that presents a unified approach to the analysis of horizons and faults in seismic data through the application of deep learning. The paper introduces a volume-to-volume neural network, based on the UNet architecture, which estimates Relative Geologic Time (RGT) from seismic data. We will discuss the importance of RGT in determining the chr...
Introduction: Picking Horizons - The Evolution of Analytical and ML Methods
มุมมอง 1.8Kปีที่แล้ว
Dive into the world of seismic interpretation and discover how Machine Learning is transforming horizon tracking in the oil and gas industry. This video is perfect for geophysicists, data scientists, and curious minds alike who want to understand how cutting-edge technology is redefining the way we explore subsurface. 📓 Resources: Fast seismic horizon reconstruction based on local dip transform...
Breaking Boundaries in Geophysics: Improve Seismic Resolution using Machine Learning
มุมมอง 1.9Kปีที่แล้ว
In this video, we explore the latest breakthrough in seismic post-processing: machine learning. Learn how to enhance your low-resolution seismic data and turn it into a clear, accurate image with advanced algorithms and techniques. With improved faulting features and greater accuracy in subsurface interpretation, this is a game-changer for the field of geophysics. Join us as we dive into this c...
Seismic Resolution 101: How to Improve Subsurface Imaging
มุมมอง 2.2Kปีที่แล้ว
In this video, we explore the reasons for low seismic resolution and a range of methods to improve it. From hardware-level approaches to the latest in machine learning, we take you on a journey to enhance your subsurface imaging capabilities. 📓 Resources: Deep Learning for Simultaneous Seismic Image Super-Resolution and Denoising - ieeexplore.ieee.org/document/9364884 Random noise suppression a...
EFramework Update: Boost Your Seismic Data Analysis with a Powerful Fault Detection Network
มุมมอง 733ปีที่แล้ว
In this video, I'm excited to announce a new integration for the EFramework, a tool designed to democratize the use of machine learning applications in the industry. With this integration, you'll be able to use a highly performant open-source fault detection network on your seismic data. I'll show you how to get set up and run the network, and I'll provide a comparison to a previous network to ...
From 3 Hours to 12 Minutes: Automating Seismic-Well Ties with ML
มุมมอง 2.2Kปีที่แล้ว
Are you tired of spending hours manually aligning seismic and well data? In this video, I'll show you how machine learning can revolutionize the seismic-well tie process. You'll see how we used ML to automate the alignment and drastically reduce the time it takes to complete the task. Not only is the automated method faster, it also produces more stable results than the manual approach. 📓 Resou...
Introduction: Seismic-to Well Tie
มุมมอง 6Kปีที่แล้ว
Here I discuss the seismic well tie, beginning with a basic understanding and advancing to methods for an automated alignment. 📓 Resources: DTW - github.com/bdowdell/automatic_well_tie/blob/master/nb/prototyping.ipynb BE MY FRIEND: 🌎 My website/blog - ruslanmiftakhov.com/ 🪢 LinkedIn - www.linkedin.com/in/ruslan-miftakhov/ WHO AM I: I am Chief Technical Officer at a software company that develop...
Test out 3D Fault Detection on your data
มุมมอง 1.3Kปีที่แล้ว
In this video I will show you how to experience machine learning fault segmentation on your seismic project. It's a part of an open-source ML framework - EFramework. 📓 Resources: EFramework - github.com/RMiftakhov/EFramework Kerry 3D dataset - wiki.seg.org/wiki/Kerry-3D BE MY FRIEND: 🌎 My website/blog - ruslanmiftakhov.com/ 🪢 LinkedIn - www.linkedin.com/in/ruslan-miftakhov/ TIMECODE: 00:00 Intr...
Geoscience: How to Explain AI/ML ?
มุมมอง 977ปีที่แล้ว
In this video, I speak with the KAUST team who took first place in the EAGE hackathon for Explainable AI. 📓 Resources: * EAGE hackathon GitHub: github.com/EAGE-Annual-Hackathon/ * EAGE Newsletter: eage.org/eage_news/eage-ai-committee-newsletter-on-ai-ml-and-all-things-digitalization-7-2022/ BE MY FRIEND: 🌎 My website/blog - ruslanmiftakhov.com/ 🪢 LinkedIn - www.linkedin.com/in/ruslan-miftakhov/...
Remove Random Noise from Seismic Data with this Add-on
มุมมอง 1.1Kปีที่แล้ว
In this video, I'll show you the first add-on that implements the latest ML noise removal in seismic images. 🔥 Geoplat AI - AI based integrated geoscience solutions www.geoplat.ai/ 📓 Resources: *EFramework - github.com/RMiftakhov/EFramework *EFramework-SeismicSelfDenoise2D - github.com/RMiftakhov/EFramework-SeismicSelfDenoise2D *USGS 2D dataset - walrus.wr.usgs.gov/namss/survey/b-25-92-la/datas...
Learn about the 3 most popular deep learning methods for seismic impedance inversion!
มุมมอง 969ปีที่แล้ว
We're going to talk about the paper that summarizes neural network improvements for seismic inversion. Plus recommendations to reconstruct high-frequency information. 🔥 Geoplat AI - AI based integrated geoscience solutions www.geoplat.ai/ 📓 Resources: A comparison of deep learning methods for seismic impedance inversion [Si-Bo Zhang, Hong-Jie Si, Xin-Ming Wu, Shang-Sheng Yan] www.sciencedirect....
Energy Framework for EVERY AI/ML Application
มุมมอง 1Kปีที่แล้ว
I introduce EFramework, an open-source platform that will house a wide variety of AI/ML projects. You might forget how hard it was to use those tools on your data. If you use EFramework, you may worry less about programming and more about experimenting with various ML tools to achieve better and faster outcomes. 🔥 Geoplat AI - AI based integrated geoscience solutions www.geoplat.ai/ 📓 Resources...
First Break Picking: The Complete Guide
มุมมอง 1.9Kปีที่แล้ว
First Break Picking: The Complete Guide
Geophysical Newsletter #6: EAGE Courses, BEST Paper Pick and More
มุมมอง 4262 ปีที่แล้ว
Geophysical Newsletter #6: EAGE Courses, BEST Paper Pick and More
Random Noise Suppression In Seismic Data Using Self-Supervised Learning
มุมมอง 1K2 ปีที่แล้ว
Random Noise Suppression In Seismic Data Using Self-Supervised Learning
CycleGAN For Seismic Inversion: A Deep Learning Approach Using Only Few Examples
มุมมอง 3.7K2 ปีที่แล้ว
CycleGAN For Seismic Inversion: A Deep Learning Approach Using Only Few Examples
How AI is Revolutionising Oil&Gas Reservoir Simulation and History Matching
มุมมอง 3.8K2 ปีที่แล้ว
How AI is Revolutionising Oil&Gas Reservoir Simulation and History Matching
Building Interactive Seismic Visualization in just a Few Minutes
มุมมอง 4.7K2 ปีที่แล้ว
Building Interactive Seismic Visualization in just a Few Minutes
Advances in Seismic Monitoring for Carbon Sequestration
มุมมอง 1.1K2 ปีที่แล้ว
Advances in Seismic Monitoring for Carbon Sequestration
Well Logs in 3D with ML
มุมมอง 2K2 ปีที่แล้ว
Well Logs in 3D with ML
Deep Learning On Seismic For Automatic Channel Detection
มุมมอง 7462 ปีที่แล้ว
Deep Learning On Seismic For Automatic Channel Detection
Google’s PALM Network | Geomodeling | Lithology Paper | ML Book
มุมมอง 7242 ปีที่แล้ว
Google’s PALM Network | Geomodeling | Lithology Paper | ML Book
9 AI Tech. that Improves Drilling Engineering
มุมมอง 3.4K2 ปีที่แล้ว
9 AI Tech. that Improves Drilling Engineering
AI DIGITAL PAL with a SECOND OPINION on YOUR Interpretation
มุมมอง 3652 ปีที่แล้ว
AI DIGITAL PAL with a SECOND OPINION on YOUR Interpretation
Get up-to-date with AI/ML news that makes a difference [#4, April 2022]
มุมมอง 2732 ปีที่แล้ว
Get up-to-date with AI/ML news that makes a difference [#4, April 2022]
Machine Learning For Fault Detection And Why It's Not Ready Yet
มุมมอง 1.5K2 ปีที่แล้ว
Machine Learning For Fault Detection And Why It's Not Ready Yet
Learn BASICS of 3D Geological Modeling with GemPy
มุมมอง 14K2 ปีที่แล้ว
Learn BASICS of 3D Geological Modeling with GemPy

ความคิดเห็น

  • @deceiver444
    @deceiver444 27 วันที่ผ่านมา

    Will AI solve our issue when eventually run out of extractible oil and gasses ?

  • @deceiver444
    @deceiver444 27 วันที่ผ่านมา

    Will AI provide solutions when we eventually run of extractible oil

  • @profmatteomirabilio550
    @profmatteomirabilio550 หลายเดือนก่อน

    Can you share oyur tested data by mail Thanks

  • @revogym
    @revogym 3 หลายเดือนก่อน

    Thanks a lot Mr Ruslan for this beautiful content. Really helps in my assignment report about ML

  • @geoscienceskills4839
    @geoscienceskills4839 3 หลายเดือนก่อน

    Perfect explanation ... Thank you

  • @sunjaysunjay6062
    @sunjaysunjay6062 4 หลายเดือนก่อน

    Excellent great task greetings

  • @supriyochakrabortybme
    @supriyochakrabortybme 4 หลายเดือนก่อน

    great presentation.

  • @lantian811
    @lantian811 5 หลายเดือนก่อน

    Thank you for the great video! Please help! I am getting stuck on line 20, it doesn't seem to finish loading but I did get the pop up 3D figure on PyVista but the cell won't finish running and I cannot proceed with the rest of the code!

  • @reinaldofernandez677
    @reinaldofernandez677 6 หลายเดือนก่อน

    Thank you Ruslan for creating this amazing and helpfull codding

  • @reinaldofernandez677
    @reinaldofernandez677 6 หลายเดือนก่อน

    Hello Mr. Ruslan, can I get the basic codding from that. I am a student East Timor And At this moment I am doing a Reasearch about evaluating the Potential of Hydrocarbon using Seismic data and Well Log. Please Repply Thank You

  • @Quest-1122
    @Quest-1122 8 หลายเดือนก่อน

    th-cam.com/channels/YPdE5FSb8UdOhfoLsRtzmg.html

  • @ArshKumar-i7o
    @ArshKumar-i7o 9 หลายเดือนก่อน

    Could you please provide a brief explanation of how we can resample the amplitudes corresponding to each time value after scaling the time (stretching and squeezing)? can we do it by interpolation

  • @ГеоргийВячеславовичАрапов
    @ГеоргийВячеславовичАрапов 9 หลายเดือนก่อน

    Сделайте пожалуйста субтитры на русском языке.

  • @mahisaajy
    @mahisaajy 9 หลายเดือนก่อน

    thank you sir

  • @nurainigama
    @nurainigama 9 หลายเดือนก่อน

    please keep making AI, machine learning, image processing in geophysics videos. Because currently I need some information for my phd proposal.

  • @Kerhuz
    @Kerhuz 10 หลายเดือนก่อน

    How does it work with non grid (engineering) parameters like fault transmissibilities, skin effects or AE inter connectivity multipliers?

  • @tedmsxu
    @tedmsxu 10 หลายเดือนก่อน

    Do you have the code for making the examples presented here?

  • @HanzoHasashi-bv7rm
    @HanzoHasashi-bv7rm 10 หลายเดือนก่อน

    Sir. I have a question, when you entered the correct byte number for inline you entered 223, but shouldn't it be 221 according to the header info?

  • @knubbe
    @knubbe 11 หลายเดือนก่อน

    Amazing tutorial. However, I downloaded the Delft dataset but its .zip not .segy and i cannot find any segy files inside. what do i do?

  • @sodiqabid279
    @sodiqabid279 11 หลายเดือนก่อน

    Good day just started following you and I really love your videos but I have a question. which Artificial Intelligence do you think is the best and most recent in the field of fault detection on transmission line??

  • @HanzoHasashi-bv7rm
    @HanzoHasashi-bv7rm 11 หลายเดือนก่อน

    Can you update the seismic data link? Its broken and sometimes it says that no permission to access.

  • @pankajrvapr22
    @pankajrvapr22 11 หลายเดือนก่อน

    Please make another video on this please ..

  • @mustafaali7907
    @mustafaali7907 ปีที่แล้ว

    Thanks so much

  • @ezeagwunankemakonam9328
    @ezeagwunankemakonam9328 ปีที่แล้ว

    I need your help

  • @ezeagwunankemakonam9328
    @ezeagwunankemakonam9328 ปีที่แล้ว

    Hello

  • @lyna5227
    @lyna5227 ปีที่แล้ว

    Thank you

  • @luisnazareth9193
    @luisnazareth9193 ปีที่แล้ว

    how about 2D data seismic? can you give the tutorial too?

  • @bisratweldemikael6270
    @bisratweldemikael6270 ปีที่แล้ว

    Have you done anything on gravitational data

  • @reinaldofernandez677
    @reinaldofernandez677 ปีที่แล้ว

    Thank You Mr. Ruslov I am trying to reach you through Geoplat web. I am hopping this Software could help me improve my study result in mu research about evaluating the hidrocarbon in our Country.Thank you

  • @emmanuelkalibbala510
    @emmanuelkalibbala510 ปีที่แล้ว

    You seem to be quite knowledgeable, from geoscience to front end devt to back end devt to .....

  • @reinaldofernandez677
    @reinaldofernandez677 ปีที่แล้ว

    Hello Mr. Ruslan i am hoppin you to make a video about well and Logging interpretation using AI thank You

  • @reinaldofernandez677
    @reinaldofernandez677 ปีที่แล้ว

    Thank you Mr. Ruslan for the Video. I am a student of Geology and Petroleum and want to know how to use the Geoplat Ai for Research. Thank you

  • @reinaldofernandez677
    @reinaldofernandez677 ปีที่แล้ว

    Hello i am Student of Geology and Petroleum from East Timor Would you mind to Share your Software about seismic interpretation to Me. Thank You

  • @RuslanMiftakhov
    @RuslanMiftakhov ปีที่แล้ว

    🔥 Geoplat AI - AI based integrated geoscience solutions www.geoplat.ai/

  • @MuhammadRashid-uz9wy
    @MuhammadRashid-uz9wy ปีที่แล้ว

    Impressive, keep it up bro. People underestimate the seismic data although its tough to handle with a lot of factors effecting the seismic data. Your work is Amazing and Inspiring, I Am graduate and currently working with Schlumberger as a trainee Geophysicist. Learning and Exploring the seismic is actually exciting and I hope one day I would be able to integrate AI with Geoscience

  • @RuslanMiftakhov
    @RuslanMiftakhov ปีที่แล้ว

    🔥 Geoplat AI - AI based integrated geoscience solutions www.geoplat.ai/

  •  ปีที่แล้ว

    Great please let me know more to show this in Mexico

    • @RuslanMiftakhov
      @RuslanMiftakhov ปีที่แล้ว

      Sure, drop me a letter at research@geoplat.com

  • @dr.douglashaywick9517
    @dr.douglashaywick9517 ปีที่แล้ว

    is there any license for educational purposes for Geoplat?

    • @RuslanMiftakhov
      @RuslanMiftakhov ปีที่แล้ว

      yes, reach out us through this link www.geoplat.ai/#demo

  • @RuslanMiftakhov
    @RuslanMiftakhov ปีที่แล้ว

    🔥 Geoplat AI - AI based integrated geoscience solutions www.geoplat.ai/

  • @guidram
    @guidram ปีที่แล้ว

    thanks to share this models!!

  • @alexeychernyavskiy4193
    @alexeychernyavskiy4193 ปีที่แล้ว

    Подача огненная)

  • @andreybazanov8276
    @andreybazanov8276 ปีที่แล้ว

    U’re my geoscience hero❤

  • @user-qv3xc1tt3v
    @user-qv3xc1tt3v ปีที่แล้ว

    Hello, do i want to ask you if you have a code for the seismic attribute called "RMS amplitude"?

    • @RuslanMiftakhov
      @RuslanMiftakhov ปีที่แล้ว

      Hello, I have jot down the code. Let me know if it works for you. import numpy as np # Load the seismic volume into a numpy array seismic_volume = np.load('seismic_volume.npy') # Set the window size for computing RMS amplitude window_size = 21 # Compute the squared amplitude values for each trace squared_amplitude = np.square(seismic_volume) # Compute the mean squared amplitude for each window along each trace mean_squared_amplitude = np.zeros_like(seismic_volume) for i in range(seismic_volume.shape[1]): start_idx = max(0, i - window_size//2) end_idx = min(seismic_volume.shape[1], i + window_size//2 + 1) mean_squared_amplitude[:, i, :] = np.mean(squared_amplitude[:, start_idx:end_idx, :], axis=1) # Compute the square root of the mean squared amplitude for each window along each trace rms_amplitude = np.sqrt(mean_squared_amplitude) # Save the RMS amplitude volume to a file np.save('rms_volume_windowed.npy', rms_amplitude)

  • @razo786
    @razo786 ปีที่แล้ว

    Great clip, just wondering how that would work with Borehole Images in carbonates

  • @sunjaysunjay6062
    @sunjaysunjay6062 ปีที่แล้ว

    Excellent

  • @danielestebanquintanagutie1793
    @danielestebanquintanagutie1793 ปีที่แล้ว

    maaan! what a quality video, congratulation your content is geourgeous, hope you can continue with this <3

    • @RuslanMiftakhov
      @RuslanMiftakhov ปีที่แล้ว

      Thanks for the awesome feedback! I'll keep it up!

  • @TheLoboc
    @TheLoboc ปีที่แล้ว

    Hi Rusland, We need contact with you... We want make bussiness with you... We have 4 seismic cubes that we want enhaced its quality, generate attributes / acoustic impedance, and interpretate the structure, stratigraphy and fracture zones...

    • @RuslanMiftakhov
      @RuslanMiftakhov ปีที่แล้ว

      Thank you for reaching out to me regarding your business needs. I would be more than happy to discuss how we can assist you. Please feel free to contact me directly through LinkedIn or email at support@geoplat.com.

  • @RuslanMiftakhov
    @RuslanMiftakhov ปีที่แล้ว

    🔥 Geoplat AI - AI based integrated geoscience solutions www.geoplat.ai/

  • @RuslanMiftakhov
    @RuslanMiftakhov ปีที่แล้ว

    🔥 Geoplat AI - AI based integrated geoscience solutions www.geoplat.ai/

  • @GeophysicsInsight
    @GeophysicsInsight ปีที่แล้ว

    The result of FWI is an impedance or a velocity model, how it can contribute to the seismic resolution?

    • @RuslanMiftakhov
      @RuslanMiftakhov ปีที่แล้ว

      FWI can improve seismic resolution by generating a more accurate velocity model, which allows for better imaging of subsurface structures. By accurately capturing the details of subsurface geology, FWI can help identify previously undetected features, ultimately leading to a better understanding of the subsurface