Latency-Aware Routing and Spectrum Assignment with Deep Reinforcement Learning

被引：0

作者：

Hernandez-Chulde, Carlos ^{[1
]}

Casellas, Ramon ^{[1
]}

Martinez, Ricardo ^{[1
]}

Vilalta, Ricard ^{[1
]}

Munoz, Raul ^{[1
]}

机构：

[1] Ctr Tecnol Telecomunicac Catalunya CTTC CERCA, Castelldefels, Barcelona, Spain

来源：

2022 18TH INTERNATIONAL CONFERENCE ON THE DESIGN OF RELIABLE COMMUNICATION NETWORKS (DRCN) | 2022年

关键词：

Deep reinforcement learning; elastic optical networks; routing and spectrum assignment; OPTICAL NETWORKS;

D O I：

10.1109/DRCN53993.2022.9758014

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

This paper evaluates different aspects of the performance of a solution for routing and spectrum allocation in elastic optical networks. The evaluation includes the experimentation under different traffic loads and the use of a previously trained deep reinforcement learning (DRL) agent. The obtained results show that the DRL agent further outperforms a traditional algorithm as network resources become scarce. Moreover, the results show the proper operation of the pre-trained agent when provisioning lightpaths.

引用

页数：4

共 50 条

[41] MnasFPN : Learning Latency-aware Pyramid Architecture for Object Detection on Mobile Devices
Chen, Bo
Ghiasi, Golnaz
Liu, Hanxiao
Lin, Tsung-Yi
Kalenichenko, Dmitry
Adam, Hartwig
Le, Quoc, V
2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2020), 2020, : 13604 - 13613
[42] Building latency-aware overlay topologies with QuickPeer
Ceccanti, A
Jesi, GP
2005 JOINT INTERNATIONAL CONFERENCE ON AUTONOMIC AND AUTONOMOUS SYSTEMS AND INTERNATIONAL CONFERENCE ON NETWORKING AND SERVICES (ICAS/ICNS), 2005, : 148 - 153
[43] Latency-Aware Optimisation Framework for Cloudlet Placement
Wong, Elaine
Mondal, Sourav
Das, Goutam
2017 19TH INTERNATIONAL CONFERENCE ON TRANSPARENT OPTICAL NETWORKS (ICTON), 2017,
[44] Trailer allocation and truck routing using bipartite graph assignment and deep reinforcement learning
Kalantari, Saeid
Ramhormozi, Reza Safarzadeh
Wang, Yunli
Sun, Sun
Wang, Xin
TRANSACTIONS IN GIS, 2023, 27 (04) : 996 - 1020
[45] HTLL: Latency-Aware Scalable Blocking Mutex
Yu, Ziqu
Gu, Jinyu
Wu, Zijian
Liu, Nian
Guo, Jian
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2025, 36 (03) : 471 - 486
[46] Latency-Aware Placement of Stream Processing Operators
Ecker, Raphael
Karagiannis, Vasileios
Sober, Michael
Ebrahimi, Elmira
Schulte, Stefan
EURO-PAR 2023: PARALLEL PROCESSING WORKSHOPS, PT I, EURO-PAR 2023, 2024, 14351 : 30 - 41
[47] Toward Latency-Aware Dynamic Middlebox Scheduling
Duan, Pengfei
Li, Qing
Jiang, Yong
Xia, Shu-Tao
24TH INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATIONS AND NETWORKS ICCCN 2015, 2015,
[48] Latency-aware publish/subscribe systems on MANET
Lahyani, Imene
Jmaiel, Mohamed
Drira, Khalil
Chassot, Christophe
International Journal of Wireless and Mobile Computing, 2015, 8 (03) : 236 - 248
[49] Reinforcement Learning and Energy-Aware Routing
Frohlich, Piotr
Gelenbe, Erol
Nowak, Mateusz
PROCEEDINGS OF THE 4TH FLEXNETS WORKSHOP ON FLEXIBLE NETWORKS, ARTIFICIAL INTELLIGENCE SUPPORTED NETWORK FLEXIBILITY AND AGILITY (FLEXNETS'21), 2021, : 26 - 31
[50] QEHLR: A Q-Learning Empowered Highly Dynamic and Latency-Aware Routing Algorithm for Flying Ad-Hoc Networks
Xue, Qiubei
Yang, Yang
Yang, Jie
Tan, Xiaodong
Sun, Jie
Li, Gun
Chen, Yong
DRONES, 2023, 7 (07)

← 1 2 3 4 5 →