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Distributed Resource Allocation and Performance Optimization for Video Communication Over Mesh Networks Based on Swarm Intelligence

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Release : 2007
Genre : Ad hoc networks (Computer networks)
Kind : eBook
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Book Synopsis Distributed Resource Allocation and Performance Optimization for Video Communication Over Mesh Networks Based on Swarm Intelligence by : Bo Wang

Download or read book Distributed Resource Allocation and Performance Optimization for Video Communication Over Mesh Networks Based on Swarm Intelligence written by Bo Wang. This book was released on 2007. Available in PDF, EPUB and Kindle. Book excerpt: Mesh networking technologies allow a system of communication devices to communicate with each other over a dynamic and self-organizing wired or wireless network from everywhere at anytime. Large-scale mesh communication networks involve a large number of heterogeneous devices, each with different on-board computation speeds, energy supplies, and communication capabilities, communicating over the dynamic and unreliable networks. How to coordinate the resource utilization behaviors of these devices in a large-scale mesh network remains a challenging task. And an effective solution to this type of problems needs to meet the following three requirements: distributed, asynchronous, and non-convex. In this work, based on swarm intelligence principles, we develop a set of distributed and asynchronous schemes for resource allocation and performance optimization for a wide range of mesh networking-based applications, including particle swarm optimization (PSO) with convex mapping, decentralized PSO, distributed and asynchronous PSO, and energy efficient DAPSO. Our extensive experimental results in distributed resource allocation and performance optimization demonstrate that the proposed schemes work efficiently and robustly. Compared to existing algorithms, including gradient search and Lagrange optimization, the proposed approach had the advantage of faster convergence and the ability to handle generic network utility functions. Compared to centralized performance optimization schemes, the proposed approach significantly reduces communication overhead while achieving similar performance. The distributed algorithms for resource allocation and performance optimization provide analytical insights and important guidelines for practical design of large-scale video mesh networks.

Optimal Resource Allocation for Distributed Video Communication

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Release : 2016-04-19
Genre : Computers
Kind : eBook
Book Rating : 162/5 ( reviews)

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Book Synopsis Optimal Resource Allocation for Distributed Video Communication by : Yifeng He

Download or read book Optimal Resource Allocation for Distributed Video Communication written by Yifeng He. This book was released on 2016-04-19. Available in PDF, EPUB and Kindle. Book excerpt: While most books on the subject focus on resource allocation in just one type of network, this book is the first to examine the common characteristics of multiple distributed video communication systems. Comprehensive and systematic, Optimal Resource Allocation for Distributed Video Communication presents a unified optimization framework for resour

Enhancing Quality of Video Services Over Wireless Networks

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Author :
Release : 2012
Genre :
Kind : eBook
Book Rating : 606/5 ( reviews)

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Book Synopsis Enhancing Quality of Video Services Over Wireless Networks by : Xiaolin Cheng

Download or read book Enhancing Quality of Video Services Over Wireless Networks written by Xiaolin Cheng. This book was released on 2012. Available in PDF, EPUB and Kindle. Book excerpt: As development of wireless networking technologies continues, it has been increasingly expected to support content-rich multimedia communications (e.g., video) in such networks. In this dissertation, we study the important problems of enhancing QoS support for video applications in wireless mesh networks and LTE networks. We begin our investigation with a video performance evaluation study in a wireless mesh test-bed. The goal is to clearly understand the nature of video streaming and its performance in wireless mesh networks. By extensive experiments in various scenarios we analyze the network parameters and settings which impact video performance. Compared with simulation or network-layer statistics based approaches, our investigation is directly focused on video quality in multi-hop scenarios. The experimental results better represent the characteristics of real networks and reveal the interesting aspects of video performance in mesh networks, which may benefit the design of efficient QoS solutions for multimedia services in wireless mesh networks. Next, we explore the interference issue in wireless mesh networks, and propose an interference-aware admission control and QoS routing scheme, towards enhancing video streaming experience in wireless mesh networks. Interference is characterized using a conflict graph based model. Nodes exchange their flow information periodically and compute their available residual bandwidth based on the local maximal clique constraints. Admission decision is made based on the residual bandwidth at each node. An on-demand routing scheme is implemented to explicitly incorporate the interference model in the route discovery process. By avoiding the "hot-spots" with severe interference, it discovers the routes with less interference and enhances video performance significantly. We also leverage MAC layer retransmission counts to design a combined queuing and routing scheme which achieves better video quality than the existing approaches. A case study is performed focusing on MAC layer retransmission, which helps us better understand the impacting factors on video quality in multi-hop mesh networks. Our scheme is proposed from a cross-layer perspective which leverages the information across network (routing) layer and link (MAC) layer. MAC layer retransmission count is exploited to guide the interface queue management for video packets as well as a metric to construct a retransmission-aware QoS routing scheme. In our approach, the upper layers are aware of the dynamic network status via retransmission count, so timely QoS decision can be made to enhance video quality effectively. For LTE networks, our focus is radio resource management. We first investigate the important problem of downlink resource allocation in recently enhanced LTE-Advanced systems where a newly added feature, carrier aggregation, provides more flexibility in resource allocation in addition to the existing resource block level packet scheduling. The resource allocation problem is formulated as a complex combinatorial problem with multiple constraints. We decompose this highly complex optimization problem and construct a two-tier resource allocation framework which incorporates dynamic component carrier assignment and novel backlog based scheduling schemes with intelligent link adaptation based on weighted CQI. The proposed schemes offer both better throughput and delay performance as well as user fairness. Finally, we address the downlink scheduling problem in LTE networks by directly optimizing video quality. Unlike the conventional scheduling rules which exploit network layer metrics, our scheme is directly targeted on optimizing application-layer video quality. Video quality optimized scheduling is formulated as a complex combinatorial optimization problem, and solved by exploiting a GA (genetic algorithm) based metaheuristic approach. The intrinsic strength of population based solution of GA offers a superior advantage for this type of scheduling problems. Simulation results demonstrate the effectiveness of GA based scheduling scheme compared with the well-known M-LWDF scheduling rule and the simulated annealing method. It can offer better video quality at the receiver within the required delay bound.

Swarm, Evolutionary, and Memetic Computing and Fuzzy and Neural Computing

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Release : 2020-01-02
Genre : Computers
Kind : eBook
Book Rating : 381/5 ( reviews)

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Book Synopsis Swarm, Evolutionary, and Memetic Computing and Fuzzy and Neural Computing by : Aleš Zamuda

Download or read book Swarm, Evolutionary, and Memetic Computing and Fuzzy and Neural Computing written by Aleš Zamuda. This book was released on 2020-01-02. Available in PDF, EPUB and Kindle. Book excerpt: This volume constitutes the thoroughly refereed post-conference proceedings of the 7th International Conference on Swarm, Evolutionary, and Memetic Computing, SEMCCO 2019, and 5th International Conference on Fuzzy and Neural Computing, FANCCO 2019, held in Maribor, Slovenia, in July 2019. The 18 full papers presented in this volume were carefully reviewed and selected from a total of 31 submissions for inclusion in the proceedings. The papers cover a wide range of topics in swarm, evolutionary, memetic and other intelligent computing algorithms and their real world applications in problems selected from diverse domains of science and engineering.

Distributed Resource Allocation in Communication Networks

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Release : 2008
Genre :
Kind : eBook
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Book Synopsis Distributed Resource Allocation in Communication Networks by : Yufang Xi

Download or read book Distributed Resource Allocation in Communication Networks written by Yufang Xi. This book was released on 2008. Available in PDF, EPUB and Kindle. Book excerpt:

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