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Issac John Jayachandran

affiliation not provided to SSRN

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Pores in Context: Leveraging Matrix-Informed CNN Embeddings for Transparent Carbonate Pore Classification

Number of pages: 41 Posted: 12 Dec 2025
Yemna Qaiser, Mohammed Ishaq, Mohammed Yaqoob, Mohammed Yusuf Ansari, Issac John Jayachandran, Talha Khan, Harris Rabbani, Juan Carlos Laya and Thomas Daniel Seers
affiliation not provided to SSRN, affiliation not provided to SSRN, Carnegie Mellon University, affiliation not provided to SSRN, affiliation not provided to SSRN, Texas A&M University at Qatar, Hamad Bin Khalifa University, affiliation not provided to SSRN and Texas A&M University at Qatar
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Abstract:

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Carbonate reservoirs, Pore typing, Thin-section petrography, Machine learning, Convolutional neural networks, Neighborhood features, Explainable AI, Reservoir characterization