Özet:

Production of orders in the production systems of the workshop type, according to the business route they own, is done by assigning the business centers by making the processes. In terms of production management, the different rotating product diversity and the increase in the number of business centers make the decisions to be made according to the status of the system identified by real-time monitoring of the complex and dynamic structure. With the Fourth Industrial Revolution, information technology has begun to be used effectively and effectively in the industry. A large amount of data from the real-time system is obtained from the sensors in the manufacturing facilities with the ability to communicate with each other through the Internet of the objects that Industry 4.0 brings. In this study, a model of comparison with ARENA of a production system that can automatically collect data from a real-time system through sensors located in the business centers has been created and the appropriate working conditions have been determined.®Then business centers’ business loading strategies were compared according to delays in orders.The best business charging strategy found in three different demand speeds ARENA comparison model has been obtained data related to the delays of the orders run and the status of the business centers in the system.The obtained data is assessed by data mining classification algorithms and the rules relating to delayed work are determined. These rules are added to the ARENA comparison model by adding the real-time data obtained from the system, the work that is likely to be delayed is predicted and the decision to make use of external resources is further reduced by the delayed order unit with a developed approach that concerns a decision support system.

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