Singapore's industrial environment is witnessing significant expansion fueled by the rising implementation of automation solutions. Driven by local schemes and a capable labor force, companies are adopting automated processes and machine learning to boost efficiency and market position . The trend towards smart manufacturing suggests sustained inve