This application note discusses the decision-making process for replacing aging physical assets, highlighting the importance of assessing their remaining useful life (RUL) and the economic and risk factors involved. Key reasons for replacement include rising operational costs, increased risk of critical failure, legal demands, and advancements in technology. A structured methodology for evaluating these factors is essential for effective asset management and long-term investment planning.