60403

Автор(ы): 

Автор(ов): 

2

Параметры публикации

Тип публикации: 

Доклад

Название: 

Prediction of the Optimal Control in a Multi-Server Heterogeneous Queueing System

Электронная публикация: 

Да

ISBN/ISSN: 

1613-0073

Наименование конференции: 

  • The 2nd International Workshop on Stochastic Modeling and Applied Research of Technology (SMARTY 2020)

Наименование источника: 

  • Proceedings of the 2nd International Workshop on Stochastic Modeling and Applied Research of Technology (SMARTY 2020)

Обозначение и номер тома: 

Vol-2792

Город: 

  • Petrozavodsk

Издательство: 

  • Institute of Applied Mathematical Research Karelian Research Centre of the Russian Academy of Sciences

Год издания: 

2020

Страницы: 

102-112, http://ceur-ws.org/Vol-2792/paper7.pdf
Аннотация
In this paper we consider a multi-server heterogeneous queueing system where servers differ in service rates and operating costs. The optimal allocation policy for this system is of threshold type. Gathering data for evaluated optimal threshold levels and system parameters is performed using a policy iteration algorithm. We study the possibility to use these data-sets to provide predictions for optimal thresholds through artificial neural networks. The obtained results are accompanied by heuristic solution based on a fluid approximation. Numerical examples illustrate the quality of provided predictions.

Библиографическая ссылка: 

Ефросинин Д.В., Степанова Н.В. Prediction of the Optimal Control in a Multi-Server Heterogeneous Queueing System / Proceedings of the 2nd International Workshop on Stochastic Modeling and Applied Research of Technology (SMARTY 2020). Petrozavodsk: Institute of Applied Mathematical Research Karelian Research Centre of the Russian Academy of Sciences, 2020. Vol-2792. С. 102-112, http://ceur-ws.org/Vol-2792/paper7.pdf.