Построение архитектуры интеллектуальной системы управления городской рельсовой транспортной системой

ВМ Алексеев, ЛА Баранов, МА Кулагин… - Мир …, 2021 - mirtr.elpub.ru
Аннотация Рост объёма пассажирских перевозок в условиях крупных городских
агломераций и мегаполисов эффективно обеспечивается объединением …

Online scheduling of coflows by attention-empowered scalable deep reinforcement learning

X Wang, H Shen - Future Generation Computer Systems, 2023 - Elsevier
With the abstraction of parallel data transmission flows being a coflow, data transmissions in
large-scale computing jobs can be modeled by a coflow directed acyclic graph (coflow DAG) …

[HTML][HTML] Job-Deadline-Guarantee-Based Joint Flow Scheduling and Routing Scheme in Data Center Networks

L Suo, H Ma, W Jiao, X Liu - Sensors, 2023 - mdpi.com
Many emerging Internet of Things (IoT) applications deployed on cloud platforms have strict
latency requirements or deadline constraints, and thus meeting the deadlines is crucial to …

Distributed reinforcement learning-based optimization of resource scheduling for telematics

J Wen - Computers and Electrical Engineering, 2024 - Elsevier
As a reliable computational model in telematics, Mobile Edge Computing (MEC) is utilized to
lighten the load on individual autonomous vehicles. It enables computationally expensive …

[HTML][HTML] Scheduling coflows for minimizing the total weighted completion time in heterogeneous parallel networks

CY Chen - Journal of Parallel and Distributed Computing, 2023 - Elsevier
Coflow is a network abstraction used to represent communication patterns in data centers.
The coflow scheduling problem encountered in large data centers is a challenging NP-hard …

Multi-Source Coflow Scheduling in Collaborative Edge Computing with Multihop Network

Y Sahni, J Cao, L Yang, S Wang - arXiv preprint arXiv:2405.19136, 2024 - arxiv.org
Collaborative edge computing has become a popular paradigm where edge devices
collaborate by sharing resources. Data dissemination is a fundamental problem in CEC to …

Integrality gap of time-indexed linear programming relaxation for coflow scheduling

T Fukunaga - Approximation, Randomization, and Combinatorial …, 2022 - drops.dagstuhl.de
Coflow is a set of related parallel data flows in a network. The goal of the coflow scheduling
is to process all the demands of the given coflows while minimizing the weighted completion …

Approximate Multicast Coflow Scheduling in Reconfigurable Data Center Networks

Y Wu, Q Chen, J Liu, F Li, L Cheng - International Conference on …, 2023 - Springer
The emerging optical circuit technology, capable of establishing circuit connections among
switches, has been proposed as a promising paradigm for data center networks. This paper …

A Scalable Deep Reinforcement Learning Model for Online Scheduling Coflows of Multi-Stage Jobs for High Performance Computing

X Wang, H Shen - arXiv preprint arXiv:2112.11055, 2021 - arxiv.org
Coflow is a recently proposed networking abstraction to help improve the communication
performance of data-parallel computing jobs. In multi-stage jobs, each job consists of …