2019 IEEE International Conference on Communications Workshops (ICC Workshops)最新文献_第6页

Multi-Agent Reinforcement Learning-Based User Pairing in Multi-Carrier NOMA Systems 多载波NOMA系统中基于多智能体强化学习的用户配对

2019 IEEE International Conference on Communications Workshops (ICC Workshops) Pub Date : 2019-05-20 DOI: 10.1109/ICCW.2019.8757016

Shaoyang Wang, Tiejun Lv, Xuewei Zhang

{"title":"Multi-Agent Reinforcement Learning-Based User Pairing in Multi-Carrier NOMA Systems","authors":"Shaoyang Wang, Tiejun Lv, Xuewei Zhang","doi":"10.1109/ICCW.2019.8757016","DOIUrl":"https://doi.org/10.1109/ICCW.2019.8757016","url":null,"abstract":"This paper investigates the problem of user pairing in multi-carrier non-orthogonal multiple access (MC-NOMA) systems. Firstly, the hard channel capacity and soft channel capacity are presented. The former depicts the transmission capability of the system that depends on the channel conditions, and the latter refers to the effective throughput of the system that is determined by the actual user demands. Then, two optimization problems to maximize the hard and soft channel capacities are established, respectively. Inspired by the multiagent deep reinforcement learning (MADRL) and convolutional neural network, the user paring network (UP-Net), based on the cooperative game and deep deterministic policy gradient, is designed for solving the optimization problems. Simulation results demonstrate that the performance of the designed UP-Net is comparable to that obtained from the exhaustive search method via the end-to-end low complexity method, which is superior to the common method, and corroborate that the UP-Net focuses more on the actual user demands to improve the soft channel capacity. Additionally and more importantly, the paper makes a useful exploration on the use of MADRL to solve the resource allocation problems in communication systems. Meanwhile, the design method has strong universality and can be easily extended to other issues.","PeriodicalId":426086,"journal":{"name":"2019 IEEE International Conference on Communications Workshops (ICC Workshops)","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-05-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131717387","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 10

Data-Driven Beam Selection for mmWave Communications with Machine and Deep Learning: An Angle of Arrival-Based Approach 基于机器和深度学习的毫米波通信的数据驱动波束选择:基于到达角度的方法

2019 IEEE International Conference on Communications Workshops (ICC Workshops) Pub Date : 2019-05-20 DOI: 10.1109/ICCW.2019.8756991

C. Antón-Haro, X. Mestre

引用次数: 6

UAV Beamwidth Design for Ultra-Reliable and Low-Latency Communications with NOMA 基于NOMA的无人机超可靠低延迟通信波束宽度设计

2019 IEEE International Conference on Communications Workshops (ICC Workshops) Pub Date : 2019-05-20 DOI: 10.1109/ICCW.2019.8756803

Aitong Han, Tiejun Lv, Xuewei Zhang

{"title":"UAV Beamwidth Design for Ultra-Reliable and Low-Latency Communications with NOMA","authors":"Aitong Han, Tiejun Lv, Xuewei Zhang","doi":"10.1109/ICCW.2019.8756803","DOIUrl":"https://doi.org/10.1109/ICCW.2019.8756803","url":null,"abstract":"In this paper, we investigate the non-orthogonal multiple access (NOMA) based unmanned aerial vehicle (UAV) assisted ultra-reliable and low-latency communications (URLLC) without the presence of base station. To achieve URLLC, we minimize the block error probability by appropriately reducing the beamwidth. Since the user grouping approach can reduce the coverage of user-free area to achieve the beamwidth reduction by only covering the users in each group, we propose two user grouping algorithms for UAV-assisted NOMA transmission. The first one is the improved K-means algorithm. It needs to set the number of groups in advance and has good performance in solving the problem considered in this paper. The second one is an extended affinity propagation (AP) clustering algorithm. This algorithm is easier to implement than the first one because it does not need to pre-define the number of groups, but the performance is inferior to the first algorithm. After user grouping, we introduce a location-based beamwidth design for each group to further minimize the beamwidth and solve the optimization problem. Numerical results show that the performance of the proposed user grouping algorithms with the location-based beamwidth design schemes are superior to the benchmark schemes under the URLLC constraints.","PeriodicalId":426086,"journal":{"name":"2019 IEEE International Conference on Communications Workshops (ICC Workshops)","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-05-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130356017","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 10

User Scheduling for Full-Duplex Cellular Networks 全双工蜂窝网络的用户调度

2019 IEEE International Conference on Communications Workshops (ICC Workshops) Pub Date : 2019-05-20 DOI: 10.1109/ICCW.2019.8757172

Bin Li, Cheng Li, Chenchen Yang, Bin Xia

引用次数: 4

Ultrareliable SWIPT using Unscheduled Short Packet Transmissions 使用非计划短包传输的超可靠SWIPT

2019 IEEE International Conference on Communications Workshops (ICC Workshops) Pub Date : 2019-05-01 DOI: 10.1109/ICCW.2019.8756657

S. Kisseleff, S. Chatzinotas, B. Ottersten

{"title":"Ultrareliable SWIPT using Unscheduled Short Packet Transmissions","authors":"S. Kisseleff, S. Chatzinotas, B. Ottersten","doi":"10.1109/ICCW.2019.8756657","DOIUrl":"https://doi.org/10.1109/ICCW.2019.8756657","url":null,"abstract":"Large communication networks, e.g. Internet of Things (IoT), are known to be vulnerable to the co-channel interference from simultaneous transmissions. In the recent time, this problem has been extensively studied in various contexts. Due to a potentially very long duty cycle, orthogonal multiple access techniques are not well suited for such schemes. Instead, random medium access (RMA) seems promising, since it guarantees a lower bound for the network throughput even in presence of an infinite number of simultaneous transmissions while reducing the average length of the duty cycle. Such an RMA scheme is based on transmission of short data packets with unknown scheduling. Of course, a reliable symbol detection for this type of communication is very challenging not only due to a large amount of interference from the adjacent nodes, but also because of the uncertainty related to the presence or absence of overlapping packets. Interestingly, with increasing number of network nodes also the amount of energy, which can be harvested from the received signal, increases. This is especially beneficial for powering of a relay device, which may utilize the energy for further information processing and retransmission. In this paper, we address the design of a simultaneous information and power transfer scheme based on unscheduled short packet transmissions for ultrareliable communication.","PeriodicalId":426086,"journal":{"name":"2019 IEEE International Conference on Communications Workshops (ICC Workshops)","volume":"48 6","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"120903827","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 2

Exploiting NLOS Bias Correlation in Cooperative Localization 合作定位中NLOS偏差相关的研究

2019 IEEE International Conference on Communications Workshops (ICC Workshops) Pub Date : 2019-05-01 DOI: 10.1109/ICCW.2019.8756706

Yunlong Wang, Kai Gu, Ying Wu, Wei Dai, Yuan Shen

引用次数: 2

Management Optimization of Mobile Edge Computing (MEC) in 5G Networks 5G网络中移动边缘计算(MEC)管理优化

2019 IEEE International Conference on Communications Workshops (ICC Workshops) Pub Date : 2019-05-01 DOI: 10.1109/ICCW.2019.8756650

Zhi Wang, Yigang Cai

引用次数: 6

An Effective Suppression Method for 802.11 Transmission with Experimental Verification 一种有效的802.11传输抑制方法及实验验证

2019 IEEE International Conference on Communications Workshops (ICC Workshops) Pub Date : 2019-05-01 DOI: 10.1109/ICCW.2019.8756992

Zhiwen Liu, Peiliang Zuo, Tao Peng, Wenbo Wang

引用次数: 2

Energy-Efficient Power Control for Ultra-Dense Networks with Distributed Antenna Arrays 分布式天线阵列超密集网络的节能功率控制

2019 IEEE International Conference on Communications Workshops (ICC Workshops) Pub Date : 2019-05-01 DOI: 10.1109/ICCW.2019.8757032

Jincan Xin, Hui Gao, Yuande Tan, Ruohan Cao, Yueming Lu

引用次数: 2

Secrecy Transmission Capacity of Large-Scale UAV-Enabled Wireless Networks 大规模无人机无线网络的保密传输能力

2019 IEEE International Conference on Communications Workshops (ICC Workshops) Pub Date : 2019-05-01 DOI: 10.1109/ICCW.2019.8756908

Jianping Yao, Jie Xu

{"title":"Secrecy Transmission Capacity of Large-Scale UAV-Enabled Wireless Networks","authors":"Jianping Yao, Jie Xu","doi":"10.1109/ICCW.2019.8756908","DOIUrl":"https://doi.org/10.1109/ICCW.2019.8756908","url":null,"abstract":"This paper considers the secrecy transmission in a large-scale unmanned aerial vehicle (UAV)-enabled wireless network, in which a set of UAVs in the sky transmit confidential information to their respective legitimate receivers on the ground, in the presence of another set of randomly distributed suspicious ground eavesdroppers. We assume that the horizontal locations of legitimate receivers and eavesdroppers are distributed as two independent homogeneous Possion point processes (PPPs), and each of the UAVs is positioned exactly above its corresponding legitimate receiver for efficient secrecy communication. Furthermore, we consider an elevation-angle-dependent line-of-sight (LoS)/non-LoS (NLoS) path-loss model for air-to-ground (A2G) wireless channels and employ the wiretap code for secrecy transmission. Under this setup, we first characterize the secrecy communication performance (in terms of the connection probability (CP), secrecy outage probability (SOP), and secrecy transmission capacity (STC)) in mathematically tractable forms. Next, we optimize the system configurations (i.e., the wiretap code rates and UAV positioning altitude) to maximize the STC, subject to a maximum SOP constraint. Finally, we present numerical results to validate the theoretical analysis.","PeriodicalId":426086,"journal":{"name":"2019 IEEE International Conference on Communications Workshops (ICC Workshops)","volume":"62 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126939539","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 6