TY - GEN
T1 - Performing Load Balancing under Constraints
AU - Fox, Andrea
AU - De Pellegrini, Francesco
AU - Altman, Eitan
AU - Ghosh, Arnob
AU - Shroff, Ness
N1 - Publisher Copyright:
© 2025 IFIP.
PY - 2025
Y1 - 2025
N2 - 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.
AB - 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.
KW - constrained MDP
KW - load balancing
KW - safe policies
UR - https://www.scopus.com/pages/publications/105015981842
UR - https://www.scopus.com/pages/publications/105015981842#tab=citedBy
U2 - 10.23919/WiOpt66569.2025.11123242
DO - 10.23919/WiOpt66569.2025.11123242
M3 - Conference contribution
AN - SCOPUS:105015981842
T3 - Proceedings of the International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks, WiOpt
SP - 103
EP - 110
BT - 2025 23rd International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks, WiOpt 2025
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 23rd International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks, WiOpt 2025
Y2 - 26 May 2025 through 29 May 2025
ER -