Ehud Altman, Kenneth R. Brown, et al.
PRX Quantum
Approximation techniques are developed to evaluate the performance of symmetric fork-join synchronization delays for K M/G/1 queues. For a server utilization ρ, the mean response time for fork-join requests is expressed as the sum of the mean response time at one of the queues and the mean synchronization delay as follows: RKF/J(ρ) = R1(ρ) + FKαK(ρ)σ1(ρ), where FK is obtained from the previous equation at ρ = 0 (since αK(0) exterior product = 1), R1(ρ) and σ1(p) are the mean and the standard deviation of response time at any one of the queues, respectively, and αK(ρ) is a low-degree service-time distribution dependent polynomial in ρ, whose coefficients are determined from simulation results. We also use simulation results to show that when fork-join requests share the servers with local requests, a good approximation (and an upper bound) to the fork-join response time is obtained by treating the components of fork-join response time as independent, i.e., the mean fork-join response time can be approximated by the expected value of the maximum of the response times at the K queues.
Ehud Altman, Kenneth R. Brown, et al.
PRX Quantum
R.B. Morris, Y. Tsuji, et al.
International Journal for Numerical Methods in Engineering
Imran Nasim, Michael E. Henderson
Mathematics
Jianke Yang, Robin Walters, et al.
ICML 2023