Singapore's commitment to Industry 4.0 is driving rapid expansion of industrial automation systems . Key directions include a rise in adoption of cobots , machine learning for preventative upkeep , and https://georgiacpyj545120.scrappingwiki.com/2420219/automation_systems_in_the_republic_developments_and_avenues