Singapore's industrial environment is experiencing substantial growth fueled by the increasing use of automation solutions. Encouraged by national programs and a capable workforce , firms are implementing automated processes and machine learning to enhance efficiency and competitiveness . The movement towards Industry 4.0 promises continued support