Performing Load Balancing under Constraints

  • Andrea Fox
  • , Francesco De Pellegrini
  • , Eitan Altman
  • , Arnob Ghosh
  • , Ness Shroff

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

oin-the-shortest queue (JSQ) and its variants have often been used in solving load balancing problems. The aim of such policies is to minimize the average system occupation, e.g., the customer’s system time. In this paper, we extend the load balancing setting to include constraints that may be imposed, e.g., due to the communication network. First, we cast the problem in the framework of constrained MDPs: this permits us to address both action-dependent constraints, such as, e.g, bandwidth limitation, and state-dependent constraints, such as, e.g., minimum queue utilization. Hence, unlike the state-of-the-art approaches in load balancing, we derive new policies that satisfy the constraints while minimizing system occupancy. Extensive numerical simulations have evaluated their performance under various system settings.

Original languageEnglish (US)
Title of host publication2025 23rd International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks, WiOpt 2025
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages103-110
Number of pages8
ISBN (Electronic)9783903176737
DOIs
StatePublished - 2025
Event23rd International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks, WiOpt 2025 - Linkoping, Sweden
Duration: May 26 2025May 29 2025

Publication series

NameProceedings of the International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks, WiOpt
ISSN (Print)2690-3334
ISSN (Electronic)2690-3342

Conference

Conference23rd International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks, WiOpt 2025
Country/TerritorySweden
CityLinkoping
Period5/26/255/29/25

All Science Journal Classification (ASJC) codes

  • Modeling and Simulation
  • Computer Networks and Communications
  • Control and Optimization
  • Information Systems and Management

Keywords

  • constrained MDP
  • load balancing
  • safe policies

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