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Learning Multi-agent Communication under Limited-bandwidth Restriction for Internet Packet Routing [article]

Hangyu Mao, Zhibo Gong, Zhengchao Zhang, Zhen Xiao, Yan Ni
2019 arXiv   pre-print
However, when implementing the communication for real-world multi-agent applications, there is a more practical limited-bandwidth restriction, which has been largely ignored by the existing DRL-based methods  ...  Communication is an important factor for the big multi-agent world to stay organized and productive.  ...  the real-world routing systems with limited-bandwidth restriction.  ... 
arXiv:1903.05561v1 fatcat:fc5lr3sibzfjxo6oqfhnppgofi

Inductive Approaches Based on Trial/Error Paradigm for Communications Network [chapter]

Abdelhamid Mellouk
2008 Reinforcement Learning  
However, LS algorithms trade off communication bandwidth against computational time.  ...  After, we present our works based on reinforcement learning approaches in three different communication networking domains: wired networks, mobile ad hoc networks, and packet router's scheduling networks  ...  A system based reinforcement learning in packet scheduling communications network routing.  ... 
doi:10.5772/5289 fatcat:bpfxwalnp5grxpywql5363gqae

Scalable, self-healing, and self-optimizing routing overlays

Olivier Brun, Hassan Hassan, Josselin Vallet
2016 2016 IFIP Networking Conference (IFIP Networking) and Workshops  
After Internet routing was shown in a number of classic measurement papers to result in paths that are sub-optimal with respect to a number of metrics, routing overlays were proposed as a method for improving  ...  We describe the design objectives, the architecture and the implementation of SMART, as well as the online decision methods used for learning the optimal routes.  ...  We wish to thank the administrators of the NLNog ring for providing us access to this platform.  ... 
doi:10.1109/ifipnetworking.2016.7497209 dblp:conf/networking/Brun0V16 fatcat:xutdjymn6rdfjaofptbbdvmrzq

Learning Agent Communication under Limited Bandwidth by Message Pruning

Hangyu Mao, Zhengchao Zhang, Zhen Xiao, Zhibo Gong, Yan Ni
2020 PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE  
However, the practical limited bandwidth in multi-agent communication has been largely ignored by the existing DRL methods.  ...  Communication is a crucial factor for the big multi-agent world to stay organized and productive.  ...  Acknowledgments The authors would like to thank the anonymous reviewers for their comments. This work was supported by the Na-  ... 
doi:10.1609/aaai.v34i04.5957 fatcat:5rzpl6iaozgvboixmnbzneb3f4

Learning Agent Communication under Limited Bandwidth by Message Pruning [article]

Hangyu Mao, Zhengchao Zhang, Zhen Xiao, Zhibo Gong, Yan Ni
2019 arXiv   pre-print
However, the practical limited bandwidth in multi-agent communication has been largely ignored by the existing DRL methods.  ...  Communication is a crucial factor for the big multi-agent world to stay organized and productive.  ...  Acknowledgments The authors would like to thank the anonymous reviewers for their comments. This work was supported by the National Natural Science Foundation of China under Grant No.61872397.  ... 
arXiv:1912.05304v1 fatcat:4dqvnrmfb5gdjlmciwgwi7n3fi

OFDM based Foreign Agent for Communication between Wired and WIMAX Network

Ghanshyam Pandey, Piyush Singh, Gourav Shrivastava
2013 International Journal of Computer Applications  
WIMAX (Worldwide Interoperability for Microwave Access) is a telecommunications protocol that provides fixed and fully mobile internet access.  ...  Now this paper proposed a new hybrid network that is the communication between two different technologies on the basis of Foreign Agent (FA), Home Agent (HA) and Mobile Host (MH).  ...  Today's broadband Internet connections are restricted to wire line infrastructure using DSL, T1 or cable-modem base connection.  ... 
doi:10.5120/11679-6455 fatcat:w2gyeikfkrhqvdi56syunjh3um

Mobile and wireless Internet services: putting the pieces together

J.P. Macker, V.D. Park, M.S. Corson
2001 IEEE Communications Magazine  
spaces with little to no preexisting communications infrastructure.  ...  This article highlights some of the emerging technology efforts and provides insight into how some of these pieces may fit together to realize seamless Internet services for users on the move or in application  ...  Introduction Computer and communication networks such as the Internet are multi-layered, complex systems that rely on many different protocols and associated algorithms for seamless, reliable operation  ... 
doi:10.1109/35.925683 fatcat:zthihufevzg4tkyzbw3v7otyli

Autonomous Agents for Self-managed MPLS DiffServ-TE Domain [chapter]

Rana Rahim-Amoud, Leila Merghem-Boulahia, Dominique Gaiti
2006 Lecture Notes in Computer Science  
We also propose a novel architecture based on Multi-Agent Systems (MAS) in order to automatically manage an MPLS-DiffServ TE domain.  ...  The combination between DiffServ (Differentiated Services) and Multi-Protocol Label Switching (MPLS) presents a very attractive strategy to backbone network service providers.  ...  Indeed, a multi-agent system consists of a set of agents which [16] (1) are able to communicate together, (2) possess their own resources, (3) perceive their environment (until a limited degree), (4)  ... 
doi:10.1007/11880905_11 fatcat:kcuumddoybbdnnsxi7iy7j7vte

A Survey of VANET/V2X Routing from the Perspective of Non-Learning- and Learning-Based Approaches

Twinkle Chatterjee, Raja Karmakar, Georges Kaddoum, Samiran Chattopadhyay, Sandip Chakraborty
2022 IEEE Access  
Various routing protocols for V2X communication exist in the open technical literature.  ...  INDEX TERMS VANET, V2X, routing protocol, non-learning-based routing, learning-based routing.  ...  SDN controller serves as the learning agent to achieve an acceptable communication policy to help routing [151] Designs a deep learning based routing that takes packet forwarding decisions on the basis  ... 
doi:10.1109/access.2022.3152767 fatcat:z5lfokp4ynarjhpaczjf2btrme

Cross Layer Congestion Control in MANETs and Current State of Art

Author Prof.K.Srinivas, Author Prof.A.A.Chari
2011 International Journal of Computer Applications  
Because of the restricted wireless transmission ranges of each node, data packets are forwarded along multi-hop paths.  ...  Ad-hoc wireless networks are usually defined as an autonomous system of nodes connected by wireless links communicating in a multi-hop fashion whose main objective is to limit the delay and buffer overflow  ... 
doi:10.5120/3568-4921 fatcat:uw5pszraorcpjk3xhxs34po7vm

A Brief Review of Multipath TCP for Vehicular Networks

Luomeng Chao, Celimuge Wu, Tsutomu Yoshinaga, Wugedele Bao, Yusheng Ji
2021 Sensors  
MPTCP attracts tremendous attention from the academic and industry field due to the explosive data growth in recent times and limited network bandwidth for each single available communication interface  ...  In this paper, we first conduct a brief survey of existing MPTCP studies and give a brief overview to multipath routing.  ...  In [111] , Gupta et al. combined the connectivity aware routing (CAR) and MPTCP for file transfer between RSUs and vehicles in multi-hop communications.  ... 
doi:10.3390/s21082793 pmid:33921059 fatcat:o4xxd5xroncc5i6x77qlvv6p5i

Design and Performance Evaluation of Meghadoot - A Hybrid Wireless Network Architecture

B. Ramana, Devesh Agrawal, C. Ram Murthy
2006 2006 14th IEEE International Conference on Networks  
to the Internet.  ...  Meghadoot architecture combines the advantages of both single-hop and multi-hop wireless networks.  ...  In addition, the available bandwidths are limited and expensive.  ... 
doi:10.1109/icon.2006.302627 dblp:conf/icon/RamanaAM06 fatcat:iiwpz4bgijcl5lbri74j5molra

NAT-MANEMO: Route Optimization for Unlimited Network Extensibility in MANEMO

Hajime Tazaki, Rodney Van Meter, Ryuji Wakikawa, Keisuke Uehara, Jun Murai
2011 Journal of Information Processing  
routing of packets.  ...  The simulation shows the additional signaling overhead for the route optimization introduced by our proposal is negligible compare to the bandwidth of an IEEE 802.11 link.  ...  MANEMO was expected to satisfy two requirements simultaneously: 1) to provide connectivity to the Internet by communicating via a home agent, and 2) to optimize the routing path for efficient communication  ... 
doi:10.2197/ipsjjip.19.118 fatcat:jna7spfalrc3hk64tyqew34na4

Agent-based subsystem for multimedia communications

S.S. Manvi, P. Venkataram
2006 IEE Proceedings - Software  
The authors propose a subsystem called Protocol Engineering and Technology unit -Agent-based Subsystem for MultimediA Communications (PET-ASMAC) at the client side, which is an intelligent multimedia communication  ...  However, it can be easily extended for multipoint-to-point communication.  ...  Acknowledgments We acknowledge the anonymous reviewers for their valuable suggestions, which helped us to improve the quality of the paper.  ... 
doi:10.1049/ip-sen:20045008 fatcat:6y5ovpc57fgwhf5lhokcxsqrzy

An ant colony-based multi objective quality of service routing for mobile ad hoc networks

Perumalsamy Deepalakshmi, Shanmugasundaram Radhakrishnan
2011 EURASIP Journal on Wireless Communications and Networking  
For mobile ad hoc networks, the complexity of routing increases because of its characteristics such as dynamic topology, absence of centralized authority, time varying quality of service (QoS) requirements  ...  In this article, we are proposing AMQR, an ant-based multiobjective on demand QoS routing algorithm for mobile ad hoc network which will be highly adaptive, efficient, scalable, and mainly reduces end-to-end  ...  Average delay for various flow counts in a Packet delivery ratio under increasing node mobility for 100 nodes network with flow count as 25.  ... 
doi:10.1186/1687-1499-2011-153 fatcat:ykclxropabcudgsajr4ts5jvmi
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