TY - JOUR
T1 - Efficient scheduling in redundancy systems with general service times
AU - Anton, Elene
AU - Righter, Rhonda
AU - Verloop, Ina Maria
PY - 2022/6
Y1 - 2022/6
N2 - We characterize the impact of scheduling policies on the mean response time in nested systems with cancel-on-complete redundancy. We consider not only redundancy-oblivious policies, such as FCFS and ROS, but also redundancy-aware policies of the form $\Pi_1-\Pi_2$, where $\Pi_1$ discriminates among job classes (e.g., least-redundant-first (LRF), most-redundant-first (MRF)) and $\Pi_2$ discriminates among jobs of the same class. Assuming that jobs have independent and identically distributed (i.i.d.) copies, we prove the following: (i) When jobs have exponential service times, LRF policies outperform any other policy. (ii) When service times are New-Worse-than-Used, MRF-FCFS outperforms LRF-FCFS as the variability of the service time grows infinitely large. (iii) When service times are New-Better-than-Used, LRF-ROS (resp. MRF-ROS) outperforms LRF-FCFS (resp. MRF-FCFS) in a two-server system. Statement (iii) also holds when job sizes follow a general distribution and have identical copies (all the copies of a job have the same size). Moreover, we show via simulation that, for a large class of redundancy systems, redundancy-aware policies can considerably improve the mean response time compared to redundancy-oblivious policies. We also explore the effect of redundancy on the stability region.
AB - We characterize the impact of scheduling policies on the mean response time in nested systems with cancel-on-complete redundancy. We consider not only redundancy-oblivious policies, such as FCFS and ROS, but also redundancy-aware policies of the form $\Pi_1-\Pi_2$, where $\Pi_1$ discriminates among job classes (e.g., least-redundant-first (LRF), most-redundant-first (MRF)) and $\Pi_2$ discriminates among jobs of the same class. Assuming that jobs have independent and identically distributed (i.i.d.) copies, we prove the following: (i) When jobs have exponential service times, LRF policies outperform any other policy. (ii) When service times are New-Worse-than-Used, MRF-FCFS outperforms LRF-FCFS as the variability of the service time grows infinitely large. (iii) When service times are New-Better-than-Used, LRF-ROS (resp. MRF-ROS) outperforms LRF-FCFS (resp. MRF-FCFS) in a two-server system. Statement (iii) also holds when job sizes follow a general distribution and have identical copies (all the copies of a job have the same size). Moreover, we show via simulation that, for a large class of redundancy systems, redundancy-aware policies can considerably improve the mean response time compared to redundancy-oblivious policies. We also explore the effect of redundancy on the stability region.
U2 - 10.48550/arXiv.2206.10164
DO - 10.48550/arXiv.2206.10164
M3 - Article
SN - 2331-8422
VL - 2022
JO - arXiv
JF - arXiv
M1 - 2206.10164
ER -