Upset-conscious scheduling for continuous parallel-process and performance decaying unit system

•Olefin plant furnace maintenance brings inherently frequent upsets to downstream process.•A new MILP model is developed with product yield constraints for the furnace system.•The study can benefit both profitability and operability for the entire olefin plant.•The study could be applied to other parallel and performance-decaying systems.