Influence diagrams in analysis of discrete event simulation data
Winter Simulation Conference
Rapid modeling of field maintenance using discrete event simulation
Proceedings of the Winter Simulation Conference
Scheduling fighter aircraft maintenance with reinforcement learning
Proceedings of the Winter Simulation Conference
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We used discrete-event simulation to model the maintenance of fighter aircraft and improve maintenance-related decision making within the Finnish Air Force. We implemented the simulation model as a stand-alone tool that maintenance designers could use independently. The model has helped the designers to study the impact of maintenance resources, policies, and operating conditions on aircraft availability. It has also enabled the Finnish Air Force to advance the operational capability of its aircraft fleet. We designed the model to simulate both normal and conflict operating conditions. The main challenge of the project was the scarcity and confidentiality of data about the fighter aircraft, their maintenance, and various operational scenarios, especially during conflict situations.