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Wellbore integrity plays a vital role in ensuring safe and efficient oil and gas production. With continuous exploitation, wellbores can be susceptible to damage and deterioration, leading to potential failures that jeopardize well performance and environmental stability. To mitigate these risks, a range of reinforcement techniques are employed to