Dynamic flexible job-shop scheduling is traditionally a challenge in real-world manufacturing systems, especially considering the constraints of transportation resources and transportation time. To address the dynamic optimisation problem in flexible manufacturing systems, this paper proposes a novel proactive-...
This work focuses on two different autonomous control methods applied to flexible flow shop problems with both of the extensions mentioned above. In order to evaluate these methods, various common scheduling heuristics and one genetic algorithm are taken as references. Problem instances are defined and...
Mansour, Dynamic flexible job shop scheduling with alternative process plans: an agent-based approach, The International Journal of Advanced Manufacturing Technology, vol. 54, pp. 1091-1107, 2011.A. Rajabinasab and S. Mansour, "Dynamic flexible job shop scheduling with alternative process plans: ...
The dynamic flexible job shop scheduling problem was first addressed in the literature by algorithms that do not use artificial intelligence. Resource-related and job-related are the two main categories into which dynamic events can be divided. Events related to resources include anything from disrupti...
patching rule in a dynamic flexible job shop scheduling problem with new job insertions. Two Q matrices were used to maintain the probabilities of choosing respectively a machine selection rule and a particular dispatching rule. Shahrabi et al. [15] used ...
This paper focuses on multi-objective dynamic flexible job shop scheduling problem (MODFJSP) with machine breakdown. First, a multi-objective dynamic scheduling model is established, with objectives to minimize...
This paper investigates the Dynamic Flexible Job Shop Scheduling Problem (DFJSP), which is based on new job insertion, machine breakdowns, changes in processing time, and considering the state of Automated Guided Vehicles (AGVs). The objective is to minimize the maximum completion time and improve...
Dynamic hoist scheduling problemFlexible manufacturing systemsElectroplatingJob-shop schedulingReal-time systemsRecognition methodsThe paper describes a conducted research in order to create the scheduling system for electroplating lines. We are interested in an order driven production organization. This type ...
Dynamic flexible job shop scheduling problem is studied under the events such as new order arrivals, changes in due dates, machine breakdowns, order cancellations, and appearance of urgent orders. This paper presents a constructive algorithm which can solve FJSP and DFJSP with machine capacity ...
For the flexible job shop scheduling problem (FJSP), a double deep Q-network was utilized to establish reasonable rescheduling rules and a deep learning method was used to solve the problem (J. R. Chang, Yu, Hu, He, & Yu, 2022; Liu, Piplani, & Toro, 2022; Luo, Zhang, & Fan, ...