Pakorn Uttayopas

Refined Environmental Design for Reinforcement Learning Framework in Job Shop Scheduling

Machine failures, which represent forms of performance degradation, are common in real-world manufacturing systems, however, they are often overlooked in job shop scheduling solutions that primarily focus on complete machine breakdowns. These subtle disruptions can lead to cascading delays and reduced system efficiency...