Solving fuzzy job-shop scheduling problem using DE algorithm improved by a selection mechanism

D Gao, GG Wang, W Pedrycz - IEEE Transactions on Fuzzy …, 2020 - ieeexplore.ieee.org
The emergence of fuzzy sets makes job-shop scheduling problem (JSSP) become better
aligned with the reality. This article addresses the JSSP with fuzzy execution time and fuzzy …

[PDF][PDF] Deepweave: Accelerating job completion time with deep reinforcement learning-based coflow scheduling

P Sun, Z Guo, J Wang, J Li, J Lan, Y Hu - Proceedings of the Twenty-Ninth …, 2021 - ijcai.org
To improve the processing efficiency of jobs in distributed computing, the concept of coflow
is proposed. A coflow is a collection of flows that are semantically correlated in a multi-stage …

Scheduling coflows of multi-stage jobs to minimize the total weighted job completion time

B Tian, C Tian, H Dai, B Wang - IEEE INFOCOM 2018-IEEE …, 2018 - ieeexplore.ieee.org
Datacenter networks are critical to Cloud computing. The coflow abstraction is a major leap
forward of application-aware network scheduling. In the context of multistage jobs, there are …

Efficient scheduling of weighted coflows in data centers

Z Wang, H Zhang, X Shi, X Yin, Y Li… - … on Parallel and …, 2019 - ieeexplore.ieee.org
Traditional network resource management mechanisms are mainly flow or packet based.
Recently, coflow has been proposed as a new abstraction to capture the communication …

On scheduling coflows

S Ahmadi, S Khuller, M Purohit, S Yang - Algorithmica, 2020 - Springer
Applications designed for data-parallel computation frameworks such as MapReduce
usually alternate between computation and communication stages. Coflow scheduling is a …

Near optimal coflow scheduling in networks

M Chowdhury, S Khuller, M Purohit, S Yang… - The 31st ACM …, 2019 - dl.acm.org
The coflow scheduling problem has emerged as a popular abstraction in the last few years
to study data communication problems within a data center [6]. In this basic framework, each …

Scheduling coflows with dependency graph

M Shafiee, J Ghaderi - IEEE/ACM Transactions on Networking, 2021 - ieeexplore.ieee.org
Applications in data-parallel computing typically consist of multiple stages. In each stage, a
set of intermediate parallel data flows (Coflow) is produced and transferred between servers …

Regularization-based coflow scheduling in optical circuit switches

H Tan, C Zhang, C Xu, Y Li, Z Han… - IEEE/ACM Transactions …, 2021 - ieeexplore.ieee.org
To improve the application-level data efficiency, the scheduling of coflows, defined as a
collection of parallel flows sharing the same objective, is prevailing in recent data centers …

Scheduling to minimize age of information with multiple sources

K Saurav, R Vaze - IEEE Journal on Selected Areas in …, 2023 - ieeexplore.ieee.org
Finding an optimal/near-optimal scheduling algorithm to minimize the age of information
(AoI) in a multi-source G/G/1 system is well-known to be a hard problem, more so if there is a …

Cloud computing value chains: Research from the operations management perspective

S Chen, K Moinzadeh, JS Song… - … & Service Operations …, 2023 - pubsonline.informs.org
Problem definition: Cloud computing is recognized as a critical driver of information
technology–enabled innovations. The operations management (OM) community, however …