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Channel assignment and power allocation for throughput improvement with PPO in B5G heterogeneous edge networks
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作者 Xiaoming He Yingchi Mao +3 位作者 Yinqiu Liu Ping Ping Yan Hong Han Hu 《Digital Communications and Networks》 SCIE CSCD 2024年第1期109-116,共8页
In Beyond the Fifth Generation(B5G)heterogeneous edge networks,numerous users are multiplexed on a channel or served on the same frequency resource block,in which case the transmitter applies coding and the receiver u... In Beyond the Fifth Generation(B5G)heterogeneous edge networks,numerous users are multiplexed on a channel or served on the same frequency resource block,in which case the transmitter applies coding and the receiver uses interference cancellation.Unfortunately,uncoordinated radio resource allocation can reduce system throughput and lead to user inequity,for this reason,in this paper,channel allocation and power allocation problems are formulated to maximize the system sum rate and minimum user achievable rate.Since the construction model is non-convex and the response variables are high-dimensional,a distributed Deep Reinforcement Learning(DRL)framework called distributed Proximal Policy Optimization(PPO)is proposed to allocate or assign resources.Specifically,several simulated agents are trained in a heterogeneous environment to find robust behaviors that perform well in channel assignment and power allocation.Moreover,agents in the collection stage slow down,which hinders the learning of other agents.Therefore,a preemption strategy is further proposed in this paper to optimize the distributed PPO,form DP-PPO and successfully mitigate the straggler problem.The experimental results show that our mechanism named DP-PPO improves the performance over other DRL methods. 展开更多
关键词 B5G Heterogeneous edge networks PPO channel assignment Power allocation THROUGHPUT
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Traffic-aware static channel assignment algorithm in wireless mesh networks
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作者 陶军 柳津 +1 位作者 邵碧锐 刘智杰 《Journal of Southeast University(English Edition)》 EI CAS 2011年第4期370-374,共5页
A channel assignment algorithm with awareness of link traffic is proposed in multi-radio multi-channel wireless mesh networks. First, the physical interference model based on the signal-to-interference-plus-noise rati... A channel assignment algorithm with awareness of link traffic is proposed in multi-radio multi-channel wireless mesh networks. First, the physical interference model based on the signal-to-interference-plus-noise ratio and successful transmission condition is described. The model is more suitable for a wireless communication environment than other existing models. Secondly, a pure integer quadratic programming (PIQP) model is used to solve the channel assignment problem and improve the capacity of wireless mesh networks. Consequently, a traffic- aware static channel assignment algorithm(TASC) is designed. The algorithm adopts some network parameters, including the network connectivity, the limitation of the number of radios and the successful transmission conditions in wireless communications. The TASC algorithm can diminish network interference and increase the efficiency of channel assignment while keeping the connectivity of the network. Finally, the feasibility and effectivity of the channel assignment solution are illustrated by the simulation results. Compared witb similar algorithms, the proposed algorithm can increase the capacity of WMNs. 展开更多
关键词 multi-radio multi-channel wireless mesh network static channel assignment traffic-aware
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On Channel Assignment for Multicast in Multi-Radio Multi-Channel Wireless Mesh Networks:A Survey 被引量:6
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作者 WANG Jihong SHI Wenxiao JIN Feng 《China Communications》 SCIE CSCD 2015年第1期122-135,共14页
The major challenge faced by wireless mesh networks is the capacity reduction caused by interference,and interference can be reduced or even eliminated through appropriate channel assignment.This article presents a co... The major challenge faced by wireless mesh networks is the capacity reduction caused by interference,and interference can be reduced or even eliminated through appropriate channel assignment.This article presents a comprehensive survey of channel assignment schemes for multicast in multi-radio multi-channel wireless mesh networks.We analyze the state-of-the-art channel assignment schemes for multicast and provide comprehensive taxonomy of the latest work.In general,we classify the channel assignment schemes for multicast into two types,that is,sequential multicast routing and channel assignment(SMRCA)and joint multicast routing and channel assignment(JMRCA).Detailed review of channel assignment schemes in each category is provided.Possible future research directions and corresponding solutions are also explored to motivate research interests in the field of channel assignment for multicast in wireless mesh networks. 展开更多
关键词 MULTICAST channel assignment INTERFERENCE partially overlapped channels
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Channel Assignment Method Using Parallel Tabu Search Based on Graph Theory in Wireless Sensor Networks 被引量:3
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作者 郑涛 秦雅娟 +1 位作者 高德云 张宏科 《China Communications》 SCIE CSCD 2011年第3期73-82,共10页
Wireless sensor networks are suffering from serious frequency interference.In this paper,we propose a channel assignment algorithm based on graph theory in wireless sensor networks.We first model the conflict infectio... Wireless sensor networks are suffering from serious frequency interference.In this paper,we propose a channel assignment algorithm based on graph theory in wireless sensor networks.We first model the conflict infection graph for channel assignment with the goal of global optimization minimizing the total interferences in wireless sensor networks.The channel assignment problem is equivalent to the generalized graph-coloring problem which is a NP-complete problem.We further present a meta-heuristic Wireless Sensor Network Parallel Tabu Search(WSN-PTS) algorithm,which can optimize global networks with small numbers of iterations.The results from a simulation experiment reveal that the novel algorithm can effectively solve the channel assignment problem. 展开更多
关键词 wireless sensor networks channel assignment graph theory Tabu search INTERFERENCE
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Joint channel assignment and cross-layer routing protocol for multi-radio multi-channel Ad Hoc networks 被引量:2
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作者 Yang Lu Junming Guan +1 位作者 Zhen Wei Qilin Wu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第6期1095-1102,共8页
To study multi-radio multi-channel (MR-MC) Ad Hoc networks based on 802.11, an efficient cross-layer routing protocol with the function of joint channel assignment, called joint channel assignment and cross-layer ro... To study multi-radio multi-channel (MR-MC) Ad Hoc networks based on 802.11, an efficient cross-layer routing protocol with the function of joint channel assignment, called joint channel assignment and cross-layer routing (JCACR), is presented. Firstly, this paper introduces a new concept called channel utilization percentage (CUP), which is for measuring the contention level of different channels in a node’s neighborhood, and deduces its optimal value for determining whether a channel is overloaded or not. Then, a metric parameter named channel selection metric (CSM) is designed, which actually reffects not only the channel status but also corresponding node’s capacity to seize it. JCACR evaluates channel assignment by CSM, performs a local optimization by assigning each node a channel with the smaller CSM value, and changes the working channel dynamically when the channel is overloaded. Therefore, the network load balancing can be achieved. In addition, simulation shows that, when compared with the protocol of weighted cumulative expected transfer time (WCETT), the new protocol can improve the network throughput and reduce the end-to-end average delay with fewer overheads. 展开更多
关键词 Ad Hoc network multi-radio multi-channel channel assignment routing protocol channel utilization percentage.
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Partially Overlapped Channels- and Flow-Based End-to-End Channel Assignment for Multi-Radio Multi-Channel Wireless Mesh Networks 被引量:3
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作者 WANG Jihong SHI Wenxiao 《China Communications》 SCIE CSCD 2016年第4期1-13,共13页
Capacity reduction is a major problem faced by wireless mesh networks. An efficient way to alleviate this problem is proper channel assignment. Current end-toend channel assignment schemes usually focus on the case wh... Capacity reduction is a major problem faced by wireless mesh networks. An efficient way to alleviate this problem is proper channel assignment. Current end-toend channel assignment schemes usually focus on the case where channels in distinct frequency bands are assigned to mesh access and backbone, but actually backbone network and access network can use the same IEEE 802.11 technology. Besides, these channel assignment schemes only utilize orthogonal channels to perform channel assignment, and the resulting network interference dramatically degrades network performance. Moreover, Internet-oriented traffic is considered only, and peerto-peer traffic is omitted, or vice versa. The traffic type does not match the practical network. In this paper, we explore how to exploit partially overlapped channels to perform endto-end channel assignment in order to achieve effective end-to-end flow transmissions. The proposed flow-based end-to-end channel assignment schemes can conquer the limitations aforementioned. Simulations reveal that loadaware channel assignment can be applied to networks with stable traffic load, and it can achieve near-optimal performance; Traffic-irrelevant channel assignment is suitable for networks with frequent change of traffic load,and it can achieve good balance between performance and overhead. Also, partially overlapped channels' capability of improving network performance is situation-dependent, they should be used carefully. 展开更多
关键词 channel assignment end-to-end partially overlapped channels load-aware traffic-irrelevant
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Centralized Quasi-Static Channel Assignment for Multi-Radio Multi-Channel Wireless Mesh Networks 被引量:3
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作者 Juan REN Zhengding QIU 《Wireless Sensor Network》 2009年第2期104-111,共8页
Employing multiple channels in wireless multihop networks is regarded as an effective approach to increas-ing network capacity. This paper presents a centralized quasi-static channel assignment for multi-radio multi-c... Employing multiple channels in wireless multihop networks is regarded as an effective approach to increas-ing network capacity. This paper presents a centralized quasi-static channel assignment for multi-radio multi-channel Wireless Mesh Networks (WMNs). The proposed channel assignment can efficiently utilize multiple channels with only 2 radios equipped on each mesh router. In the scheme, the network end-to-end traffics are first modeled by probing data at wireless access points, and then the traffic load between each pair of neighboring routers is further estimated using an interference-aware estimation algorithm. Having knowledge of the expected link load, the scheme assigns channels to each radio with the objective of mini-mizing network interference, which as a result greatly improves network capacity. The performance evalua-tion shows that the proposed scheme is highly responsive to varying traffic conditions, and the network per-formance under the channel assignment significantly outperforms the single-radio IEEE 802.11 network as well as the 2-radio WMN with static 2 channels. 展开更多
关键词 Wireless Mesh Networks MULTIHOP Network channel assignment MULTI-RADIO
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Distributed Low-Complexity Channel Assignment for Opportunistic Routing 被引量:2
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作者 He Shiming Zhang Dafang +2 位作者 Xie Kun Qiao Hong Zhang Ji 《China Communications》 SCIE CSCD 2012年第11期9-22,共14页
Opportunistic Routing (OR) involves multiple forwarding candidates to relay packets by taking advantage of the broadcast nature and multi-user diversity of a wireless medium. Compared with Traditional Routing (TR), OR... Opportunistic Routing (OR) involves multiple forwarding candidates to relay packets by taking advantage of the broadcast nature and multi-user diversity of a wireless medium. Compared with Traditional Routing (TR), OR is more suitable in the case of an unreliable wireless link and can evidently improve the end-to-end throughput of Wireless Mesh Networks (WMNs). In this paper, we focus on OR in Multi-Radio Multi-Channel WMNs (MRMC-WMNs). This problem has not been well examined and is considerably more challenging than the OR in single-radio wireless networks considered in the existing literature. First, we validate the advantage of OR in MRMC-WMNs. Second, we propose Low-complexity Channel Assignment for Opportunistic Routing (LcCAOR), which assigns channels to flows according to the interference state of every node. Third, we implement the LcCOAR in a fully distributed manner. The simulation result shows that compared with OR in Single-Radio Single-Channel WMNs (SRSC-WMNs), the proposed OR can significantly enhance the throughput to 87.11% and 100.3% in grid and tree WMNs, respectively. 展开更多
关键词 wireless mesh networks multi-radio and multi-channel opportunistic routing channel assignment
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Cooperative Channel Assignment for VANETs Based on Dual Reinforcement Learning 被引量:2
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作者 Xuting Duan Yuanhao Zhao +3 位作者 Kunxian Zheng Daxin Tian Jianshan Zhou Jian Gao 《Computers, Materials & Continua》 SCIE EI 2021年第2期2127-2140,共14页
Dynamic channel assignment(DCA)is significant for extending vehicular ad hoc network(VANET)capacity and mitigating congestion.However,the un-known global state information and the lack of centralized control make chan... Dynamic channel assignment(DCA)is significant for extending vehicular ad hoc network(VANET)capacity and mitigating congestion.However,the un-known global state information and the lack of centralized control make channel assignment performances a challenging task in a distributed vehicular direct communication scenario.In our preliminary field test for communication under V2X scenario,we find that the existing DCA technology cannot fully meet the communication performance requirements of VANET.In order to improve the communication performance,we firstly demonstrate the feasibility and potential of reinforcement learning(RL)method in joint channel selection decision and access fallback adaptation design in this paper.Besides,a dual reinforcement learning(DRL)-based cooperative DCA(DRL-CDCA)mechanism is proposed.Specifically,DRL-CDCA jointly optimizes the decision-making behaviors of both the channel selection and back-off adaptation based on a multi-agent dual reinforcement learning framework.Besides,nodes locally share and incorporate their individual rewards after each communication to achieve regional consistency optimization.Simulation results show that the proposed DRL-CDCA can better reduce the one-hop packet delay,improve the packet delivery ratio on average when compared with two other existing mechanisms. 展开更多
关键词 Vehicular ad hoc networks reinforcement learning dynamic channel assignment
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A TRUST MECHANISM-BASED CHANNEL ASSIGNMENT AND ROUTING SCHEME IN COGNITIVE WIRELESS MESH NETWORKS WITH INTRUSION DETECTION 被引量:1
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作者 Wu Guofeng Zhang Jing He Zhaopan 《Journal of Electronics(China)》 2010年第5期728-734,共7页
Cognitive Wireless Mesh Networks(CWMN) is a novel wireless network which combines the advantage of Cognitive Radio(CR) and wireless mesh networks.CWMN can realize seamless in-tegration of heterogeneous wireless networ... Cognitive Wireless Mesh Networks(CWMN) is a novel wireless network which combines the advantage of Cognitive Radio(CR) and wireless mesh networks.CWMN can realize seamless in-tegration of heterogeneous wireless networks and achieve better radio resource utilization.However,it is particularly vulnerable due to its features of open medium,dynamic spectrum,dynamic topology,and multi-top routing,etc..Being a dynamic positive security strategy,intrusion detection can provide powerful safeguard to CWMN.In this paper,we introduce trust mechanism into CWMN with intrusion detection and present a trust establishment model based on intrusion detection.Node trust degree and the trust degree of data transmission channels between nodes are defined and an algorithm of calcu-lating trust degree is given based on distributed detection of attack to networks.A channel assignment and routing scheme is proposed,in which selects the trusted nodes and allocates data channel with high trust degree for the transmission between neighbor nodes to establish a trusted route.Simulation re-sults indicate that the scheme can vary channel allocation and routing dynamically according to network security state so as to avoid suspect nodes and unsafe channels,and improve the packet safe delivery fraction effectively. 展开更多
关键词 Cognitive Wireless Mesh Networks (CWMN) Intrusion detection Trust mechanism channel assignment ROUTING
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3D placement of unmanned aerial vehicles and partially overlapped channel assignment for throughput maximization 被引量:1
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作者 Chengming Zou Xiaoxiao Li +1 位作者 Xing Liu Mengya Zhang 《Digital Communications and Networks》 SCIE CSCD 2021年第2期214-222,共9页
This paper investigates a wireless system with multi-Unmanned Aerial Vehicles(UAVs)for improving the overall throughput.In contrast to previous studies that optimize the locations of UAVs and channel assignment separa... This paper investigates a wireless system with multi-Unmanned Aerial Vehicles(UAVs)for improving the overall throughput.In contrast to previous studies that optimize the locations of UAVs and channel assignment separately,this paper considers the two issues jointly by exploiting Partially Overlapped Channels(POCs).The optimization problem of maximizing network throughput is formulated as a non-convex and non-linear problem.In order to find a practical solution,the problem is decomposed into two subproblems,which are iteratively optimized.First,the optimal locations of UAVs are determined under a fixed channel assignment scheme by solving the mixed-integer second-order cone problem.Second,an efficient POC allocation scheme is determined via the proposed channel assignment algorithm.Simulation results show that the proposed approach not only significantly improves system throughput and service reliability compared with the cases in which only orthogonal channels and stationary UAVs are considered,but also achieves similar performance using the exhaustive search algorithm with lower time complexity. 展开更多
关键词 Unmanned aerial vehicle Partially overlapped channel Throughput maximization channel assignment
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Radio channel assignment
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作者 王东滨 尚寿亭 +1 位作者 董继文 陆明 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2000年第4期75-78,共4页
Discusses how to assign a set of noninterference radio channels to a symmetric network of transmitter location over a large planar area, the minimum of the span and the assignment of the channels with the changing of ... Discusses how to assign a set of noninterference radio channels to a symmetric network of transmitter location over a large planar area, the minimum of the span and the assignment of the channels with the changing of minimum distance among the same channels and the changing of the minimum difference among the adjacent channels. The minimum interval in the frequency spectrum of 9 interger channels is proved and obtained by using the graphic theory and the reduction to absurdity on condition that interference from nearby transmitters is avoided in the whole given grid and the grid spreading arbitrarily far in all directions. 展开更多
关键词 COLOR channel assignment GRAPH
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Evolutionary algorithm based index assignment algorithm for noisy channel
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作者 李天昊 余松煜 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期431-435,共5页
A globally optimal solution to vector quantization (VQ) index assignment on noisy channel, the evolutionary algorithm based index assignment algorithm (EAIAA), is presented. The algorithm yields a significant reductio... A globally optimal solution to vector quantization (VQ) index assignment on noisy channel, the evolutionary algorithm based index assignment algorithm (EAIAA), is presented. The algorithm yields a significant reduction in average distortion due to channel errors, over conventional arbitrary index assignment, as confirmed by experimental results over the memoryless binary symmetric channel (BSC) for any bit error. 展开更多
关键词 joint source/channel coding vector quantization index assignment binary symmetric channel.
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A CHANNEL ASSIGNMENT ALGORITHM VIA CONFLICT SHIFTING FOR DISTRIBUTED COGNITIVE NETWORKS
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作者 Gong Minkang Ren Pinyi 《Journal of Electronics(China)》 2010年第5期647-654,共8页
Channel assignment is a challenge for distributed cognitive networks due to spectrum mobility and lack of centralized entity.We present a dynamic and efficient algorithm via conflict shifting,referred as Shifting-base... Channel assignment is a challenge for distributed cognitive networks due to spectrum mobility and lack of centralized entity.We present a dynamic and efficient algorithm via conflict shifting,referred as Shifting-based Channel Assignment(SCA).In this algorithm,the system was modeled with a conflict graph,and users cannot assign the channels that primary users(legacy users) and neighbors already occupied.In order to eliminate the conflicts between neighbors efficiently,secondary users(unlicensed users) try to transfer them through a straight path to the boundary,where conflicts are easier to solve as there are less neighbors for boundary users.Actions in one shift are executed in slots,and users act in a synchronous and separated manner.As a result,some of the conflicting channels are avoid from directly abandoned,and for this,utility of the entire network can be improved.Simulation results show that the proposed algorithm can provide similar utility performance while obviously reducing the communication cost than bargaining-base algorithms.In small scale networks with low user mobility(under 20%),it reduces 50% of the communication overhead than the later. 展开更多
关键词 Distributed cognitive network channel assignment Shifting-based channel assignment (SCA)
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GRAPH COLORING BASED CHANNEL ASSIGNMENT FRAMEWORK FOR RURAL WIRELESS MESH NETWORKS
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作者 Zuo Chao Xiong Cong +1 位作者 Zhang Han Fang Chang 《Journal of Electronics(China)》 2013年第5期436-446,共11页
IEEE 802.11 based wireless mesh networks with directional antennas are expected to be a new promising technology and an economic approach for providing wireless broadband services in rural areas.In this paper,we discu... IEEE 802.11 based wireless mesh networks with directional antennas are expected to be a new promising technology and an economic approach for providing wireless broadband services in rural areas.In this paper,we discuss interference models and address how they can affect the design of channel assignment in rural mesh networks.We present a new channel assignment framework based on graph coloring for rural wireless mesh networks.The goal of the framework is to allow synchronously transmitting or receiving data from multiple neighbor links at the same time,and continuously doing full-duplex data transfer on every link,creating an efficient rural mesh network without interference.Channel assignment is shown to be NP-hard.We frame this channel allocation problem in terms of Adjacent Vertex Distinguishing Edge Coloring(AVDEC).Detailed assignment results on grid topology are presented and discussed.Furthermore,we design an algorithm.Finally,we evaluate the performance of the proposed algorithm through extensive simulations and show the algorithm is effective to the regular grid topologies,and the number of colors used by the algorithm is upper bounded by+1.Hence the algorithm guarantees that the number of channels available in standards such as IEEE802.11a is sufficient to have a valid AVDEC for many grid topologies.We also evaluate the proposed algorithm for arbitrary graphs.The algorithm provides a lower upper bound on the minimum number of channels to the AVDEC index channel assignment problem. 展开更多
关键词 IEEE 802.11 Rural mesh networks channel assignment Adjacent Vertex Distinguishing Edge Coloring(AVDEC
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Partially Overlapping Channel Assignment Using Bonded and Non-Bonded Channels in IEEE 802.11n WLAN
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作者 MdSelim Al Mamun Fatema Akhter 《Computers, Materials & Continua》 SCIE EI 2022年第5期3161-3178,共18页
Nowadays,wireless local area network(WLAN)has become prevalent Internet access due to its low-cost gadgets,flexible coverage and hasslefree simple wireless installation.WLAN facilitates wireless Internet services to u... Nowadays,wireless local area network(WLAN)has become prevalent Internet access due to its low-cost gadgets,flexible coverage and hasslefree simple wireless installation.WLAN facilitates wireless Internet services to users with mobile devices like smart phones,tablets,and laptops through deployment of multiple access points(APs)in a network field.Every AP operates on a frequency band called channel.Popular wireless standard such as IEEE 802.11n has a limited number of channels where frequency spectrum of adjacent channels overlaps partially with each other.In a crowded environment,users may experience poor Internet services due to channel collision i.e.,interference from surrounding APs that affects the performance of the WLAN system.Therefore,it becomes a challenge to maintain expected performance in a crowded environment.A mathematical model of throughput considering interferences from surrounding APs can play an important role to set up a WLAN system properly.While set up,assignment of channels considering interference can maximize network performance.In this paper,we investigate the signal propagation of APs under interference of partially overlapping channels for both bonded and non-bonded channels.Then,a throughput estimation model is proposed using difference of operating channels and received signal strength indicator(RSSI).Then,a channel assignment algorithm is introduced using proposed throughput estimation model.Finally,the efficiency of the proposal is verified by numerical experiments using simulator.The results show that the proposal selects the best channel combination of bonded and non-bonded channels that maximize the performance. 展开更多
关键词 Wireless local area network partially overlapping channel throughput estimation model channel assignment algorithm
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Multi-channel Assignment in Multi-hop Wireless Network
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作者 ZHAO Chuan-xin WANG Ru-chuan 《南京邮电大学学报(自然科学版)》 2010年第1期18-25,共8页
Multiple channels are available for use in IEEE 802.11.Multiple channels can increase the available network's capacity,and how to efficiently assign these available channels to optimize the network performance is ... Multiple channels are available for use in IEEE 802.11.Multiple channels can increase the available network's capacity,and how to efficiently assign these available channels to optimize the network performance is a challenge.We survey current techniques to solve the problem,and category the techniques single-radio,multi-radio,cross-layer multi-channel assignment.This paper also discusses some interesting issues at last. 展开更多
关键词 IEEE802.11 计算机网络 网络协议 MANET
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Frequency Assignment through Combinatorial Optimization Approach 被引量:1
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作者 邵振东 《Northeastern Mathematical Journal》 CSCD 2006年第2期181-187,共7页
An L(2, 1)-labeling of a graph G is a function f from the vertex set V(G) to the set of all nonnegative integers such that |f(x) - f(y)| 〉 2 if d(x, y) = 1 and |f(x)-f(y)| ≥ 1 ifd(x, y) = 2. The ... An L(2, 1)-labeling of a graph G is a function f from the vertex set V(G) to the set of all nonnegative integers such that |f(x) - f(y)| 〉 2 if d(x, y) = 1 and |f(x)-f(y)| ≥ 1 ifd(x, y) = 2. The L(2, 1)-labeling number λ(G) of G is the smallest number k such that G has an L(2, 1)-labeling with max{f(v) : v ∈ V(G)} = k. We study the L(3, 2, 1)-labeling which is a generalization of the L(2, 1)-labeling on the graph formed by the (Cartesian) product and composition of 3 graphs and derive the upper bounds of λ3(G) of the graph. 展开更多
关键词 channel assignment L(2 1)-labeling graph product graph composition
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无蜂窝大规模MIMO系统信道估计中基于加权图的叠加导频分配
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作者 李驰 宋荣方 《电波科学学报》 CSCD 北大核心 2024年第3期526-533,共8页
针对无蜂窝大规模多输入多输出(cell-free massive multiple-input multiple-output, CF-mMIMO)系统信道估计中导频污染问题,提出了基于加权图的叠加导频(superimposed pilot, SP)分配方案。首先分析导频污染对SP信道估计的影响,引入一... 针对无蜂窝大规模多输入多输出(cell-free massive multiple-input multiple-output, CF-mMIMO)系统信道估计中导频污染问题,提出了基于加权图的叠加导频(superimposed pilot, SP)分配方案。首先分析导频污染对SP信道估计的影响,引入一种全新度量表示用户间潜在导频污染程度;其次根据接入点与用户间大尺度衰落系数完成用户加权干扰图构建,将系统吞吐量最大化问题转化为有容量最大k切割问题求解;最后采取顶点交换局部搜索算法实现SP次优分配。仿真结果表明:本文方案能够有效地改善SP信道估计误差以及系统吞吐量。 展开更多
关键词 无蜂窝大规模多输入多输出(CF-mMIMO) 信道估计 导频污染 叠加导频(SP)分配 加权图 局部搜索
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电力应急通信非合作博弈资源分配方法
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作者 吴庆 胡明 +4 位作者 孟子健 方爽 王志刚 赵训威 刘迪 《电讯技术》 北大核心 2024年第2期266-272,共7页
电力应急通信Mesh网络承载单兵装备业务能力受到现场无线信道质量、节点通信资源抢占等影响,不合适的信道资源分配将降低Mesh网络整体服务质量。在构建Mesh拓扑网络的基础上,提出考虑单兵装备业务类型的非合作博弈资源分配方法,构建节... 电力应急通信Mesh网络承载单兵装备业务能力受到现场无线信道质量、节点通信资源抢占等影响,不合适的信道资源分配将降低Mesh网络整体服务质量。在构建Mesh拓扑网络的基础上,提出考虑单兵装备业务类型的非合作博弈资源分配方法,构建节点报价-业务通信-节点惩罚机制,实现无线信道资源合理分配。仿真结果表明,在明确接入单兵装备业务类型的前提下进行节点报价和信道资源分配,能够提升Mesh网络整体服务质量,为应急作业效率优化提升提供参考。 展开更多
关键词 电力应急通信 无线自组网 MESH网 信道分配 博弈论
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