1) Introduction  In industries like marine engineering, chemical processing, and power generation, material degradation due to corrosion is a persistent challenge. Seawater corrosion, in particular, causes severe damage to components, reducing their lifespan and increasing maintenance costs. Traditional materials often fail under such harsh condi