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DSML.KZ
Researchers

Samson Dawit Bekele

@samsondawit

Machine Learning Research Engineer

I’m Samson, an ML research engineer interested in intelligence, causality, and reasoning. I research ML for physical systems and also build AI agents. CS Master’s student at KazNU.

Google ScholarOpenAlex
publications
19
citations
64
h-index
5
Publications per year
6
5
3
5
20232026

Publications19

  1. Coupled pressure and saturation prediction for two-phase flow in porous media using physics-informed neural networks (PINNs)

    Article · Computer Methods in Applied Mechanics and Engineering

    232025

  2. Development of an Intelligent Video Surveillance System Based on YOLO Algorithm

    Talk · IEEE International Conference on Smart Information Systems and Technologies

    152024

  3. Enhancing Oil Recovery Predictions by Leveraging Polymer Flooding Simulations and Machine Learning Models on a Large-Scale Synthetic Dataset

    Article · Energies · Open access

    62024

  4. Development and Evaluation of an Intelligent Control System for Sustainable and Efficient Energy Management

    Article · WSEAS TRANSACTIONS ON ELECTRONICS · with Bibars Amangeldy, Nurdaulet Tasmurzayev · PDF

    62023

  5. A Systematic Analysis of Physics-Informed Neural Networks for Two-Phase Flow with Capillarity: The Muskat–Leverett Problem

    Article · Applied Sciences · PDF

    52025

  6. Performance and stability of physics-informed Kolmogorov-Arnold networks for two-phase transport in porous media: A comparative study with physics-informed neural networks

    Article · Results in Engineering · Open access

    22025

  7. On the Effectiveness of Kolmogorov—Arnold Networks for Enhanced Oil Recovery Prediction in Polymer Flooding

    Talk · International Conference on Algorithms, Computing and Artificial Intelligence

    22024

  8. Development of an Intelligent Oil Field Management System based on Digital Twin and Machine Learning

    Article · WSEAS TRANSACTIONS ON ELECTRONICS · with Nurdaulet Tasmurzayev, Bibars Amangeldy · PDF

    22023

  9. DIGITAL TWIN-BASED HVAC CONTROL FOR SMART BUILDING MANAGEMENT AND SUSTAINABILITY

    Article · Journal of problem in computer science and information technologies · with Nurdaulet Tasmurzayev, Bibars Amangeldy · Open access

    22023

  10. Intelligent Control System for Efficient Energy Management in the Oil and Gas Industry

    Talk · IEEE Asia-Pacific Conference on Computer Science and Data Engineering · with Nurdaulet Tasmurzayev, Bibars Amangeldy

    12023

  11. Separating Artificial-Viscosity Annealing from the L-BFGS Viscosity in Physics-Informed Neural Networks for Two-Phase Flow

    Article · Big Data and Cognitive Computing · Open access

    —2026

  12. Identifiability and Conditioning of Flux-Parameter Inversion for the Buckley–Leverett Equation

    Article · Mathematics · Open access

    —2026

  13. Artificial-viscosity schedules for Buckley–Leverett PINNs: code and reproducibility archive

    Code · Zenodo · Open access

    —2026

  14. Physics-Informed Neural Networks for Coupled Non-Isothermal Two-Phase Flow in Porous Media: Training Pathologies, Remedies, and the Role of Gradient Conflict

    Article · Machine Learning and Knowledge Extraction · Open access

    —2026

  15. Reference dataset and MRST simulation script for "Entropy-Satisfying Physics-Informed Neural Networks for the Two-Dimensional Buckley–Leverett Equation"

    Dataset · Zenodo · Open access

    —2026

  16. Predicting oil recovery factor using dense and cascade neural networks

    Article · Bulletin of the National Engineering Academy of the Republic of Kazakhstan · PDF

    —2024

  17. DEVELOPMENT OF A COMPREHENSIVE SOFTWARE SOLUTION FOR PROCESSING HIGH-SULFUR, COPPER-POOR CONCENTRATES IN THE COPPER SMELTING INDUSTRY

    Article · Bulletin of Shakarim University Technical Sciences · PDF

    —2024

  18. Intelligent Control System for Efficient Energy Management in the Oil and Gas Industry

    Talk · International Conference on Sustainable Technology and Engineering · with Bibars Amangeldy, Nurdaulet Tasmurzayev

    —2023

  19. Smart control system for optimal energy use in the oil and gas sector

    Talk · with Nurdaulet Tasmurzayev, Bibars Amangeldy · PDF

    —2023