Resilient adaptive control based on renewal particle swarm optimization to improve production system energy efficiency

•Production system real-time performance are evaluated.•Improving system efficiency and resilience by a real-time adaptive control policy.•A novel RPSO algorithm is designed for updating controller parameters.•The control policy is well adapted to slowly varying system reliabilities.