首站-论文投稿智能助手
典型文献
A joint optimization scheme of resource allocation in downlink NOMA with statistical channel state information
文献摘要:
In a real communication scenario, it is very difficult to obtain the real-time channel state infor-mation ( CSI) accurately, so the non-orthogonal multiple access ( NOMA) system with statistical CSI has been researched. Aiming at the problem that the maximization of system sum rate cannot be solved directly, a step-by-step resource allocation optimization scheme based on machine learning is proposed. First, in order to achieve a trade-off between the system sum rate and user fairness, the system throughput formula is derived. Then, according to the combinatorial characteristics of the system throughput maximization problem, the original optimization problem is divided into two sub-problems, that are power allocation and user grouping. Finally, genetic algorithm is introduced to solve the sub-problem of power allocation, and hungarian algorithm is introduced to solve the sub-problem of user grouping. By comparing the ergodic data rate of NOMA users with statistical CSI and perfect CSI, the effectiveness of the statistical CSI sorting is verified. Compared with the orthogonal multiple access ( OMA) scheme, the NOMA scheme with the fixed user grouping scheme and the random user grouping scheme, the system throughput performance of the proposed scheme is signifi-cantly improved.
文献关键词:
作者姓名:
XU Lei;LI Weifeng;YAO Yijing;CHANG Jing;FANG Hongyu;LI Xiaohui
作者机构:
School of Electronics and Information Engineering,Anhui University,Hefei 230039,P.R.China
引用格式:
[1]XU Lei;LI Weifeng;YAO Yijing;CHANG Jing;FANG Hongyu;LI Xiaohui-.A joint optimization scheme of resource allocation in downlink NOMA with statistical channel state information)[J].高技术通讯(英文版),2022(01):107-114
A类:
hungarian
B类:
joint,optimization,scheme,resource,allocation,downlink,NOMA,statistical,channel,state,information,In,real,communication,scenario,very,difficult,obtain,CSI,accurately,orthogonal,multiple,access,system,has,been,researched,Aiming,that,maximization,sum,cannot,solved,directly,step,by,machine,learning,proposed,First,order,achieve,trade,off,between,fairness,throughput,formula,derived,Then,according,combinatorial,characteristics,original,divided,into,two,sub,problems,power,grouping,Finally,genetic,algorithm,introduced,By,comparing,ergodic,data,users,perfect,effectiveness,sorting,verified,Compared,fixed,random,performance,signifi,cantly,improved
AB值:
0.441297
相似文献
机标中图分类号,由域田数据科技根据网络公开资料自动分析生成,仅供学习研究参考。