# Abstract:
In this paper, we present a flexible low-rank matrix completion (LRMC) approach for topological interference management (TIM) in the partially connected K-user interference channel. No channel state information (CSI) is required at the transmitters except the network topology information. The previous attempt on the TIM problem is mainly based on its equivalence to the index coding problem, but so far only a few index coding problems have been solved. In contrast, in this paper, we present an algorithmic approach to investigate the achievable degrees-of-freedom (DoFs) by recasting the TIM problem as an LRMC problem. Unfortunately, the resulting LRMC problem is known to be NP-hard, and the main contribution of this paper is to propose a Riemannian pursuit (RP) framework to detect the rank of the matrix to be recovered by iteratively increasing the rank. This algorithm solves a sequence of fixed-rank matrix completion problems. To address the convergence issues in the existing fixed-rank optimization methods, the quotient manifold geometry of the search space of fixed-rank matrices is exploited via Riemannian optimization. By further exploiting the structure of the low-rank matrix varieties, i.e., the closure of the set of fixed-rank matrices, we develop an efficient rank increasing strategy to find good initial points in the procedure of rank pursuit. Simulation results demonstrate that the proposed RP algorithm achieves a faster convergence rate and higher achievable DoFs for the TIM problem compared with the state-of-the-art methods.
毕业小助手
- 粉丝: 2762
- 资源: 5583
最新资源
- Java源码ssm框架体育竞赛运动会成绩管理裁判-毕业设计论文-期末大作业.rar
- Java源码ssm框架停车场车位管理系统-毕业设计论文-期末大作业.rar
- Java源码ssm框架网络视频播放器-毕业设计论文-期末大作业.rar
- Java源码ssm框架校园餐厅美食分享系统-毕业设计论文-期末大作业.rar
- Java源码ssm框架小说阅读下载网站-毕业设计论文-期末大作业.rar
- Java源码ssm框架雅博书城图书销售评价系统-毕业设计论文-期末大作业.rar
- Java源码ssm框架医院挂号上班打卡系统-毕业设计论文-期末大作业.rar
- Java源码ssm框架学生综合考评作业成绩管理系统-毕业设计论文-期末大作业.rar
- 计算机程序员三级模拟题
- Java源码ssm框架医院远程诊断系统-毕业设计论文-期末大作业.rar
- Java源码ssm框架医院预约挂号系统-毕业设计论文-期末大作业.rar
- Java源码ssm框架宜百丰超市进销存购物商城-毕业设计论文-期末大作业.rar
- Java源码ssm框架艺诚美业管理系统-毕业设计论文-期末大作业.rar
- Java源码ssm框架疫情居家办公OA系统演示录像-毕业设计论文-期末大作业.rar
- Java源码ssm框架幼儿园教育综合管理系统-毕业设计论文-期末大作业.rar
- springboot-vue-付费问答系统的设计与实现-源码工程-29页从零开始全套图文详解-41页设计论文-27页答辩ppt-全套开发环境工具、文档模板、电子教程、视频教学资源分享
资源上传下载、课程学习等过程中有任何疑问或建议,欢迎提出宝贵意见哦~我们会及时处理!
点击此处反馈