An ad hoc topology-based graph signal sampling

被引:0
|
作者
Saeedi-Sourck, Hamid [1 ]
Mangeli, Elahe [1 ]
机构
[1] Yazd Univ, Elect Engn Dept, Yazd, Iran
关键词
Graph signal; Sampling; Independent set; Conjugate gradient; Reconstruction; SET SELECTION; RECONSTRUCTION;
D O I
10.1109/ICSPIS51611.2020.9349591
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Graph signal processing (GSP) is an attractive solution to process signals produced on the irregular structures. Sampling of graph signals is one of the fundamental tenets in GSP. One key issue of the graph signal sampling is to reduce the computational complexity of the sampling process. In this paper, we propose a topology-based sampling set selection. Additionally, the reconstruction is performed through conjugate gradient (CG) approach to tackle matrix inversion. Experimental results show the efficacy of the proposed method in comparison with the existing solutions.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] Gravity routing in ad hoc networks: Integrating geographical and topology-based routing
    Hsiao, PH
    Kung, HT
    I-SPAN 2004: 7TH INTERNATIONAL SYMPOSIUM ON PARALLEL ARCHITECTURES, ALGORITHMS AND NETWORKS, PROCEEDINGS, 2004, : 397 - 403
  • [2] Novel method to estimate the topology-based capacity of mobile ad hoc networks
    Li, N
    Guo, Y
    Tian, C
    Zheng, SR
    PERFORMANCE CHALLENGES FOR EFFICIENT NEXT GENERATION NETWORKS, VOLS 6A-6C, 2005, 6A-6C : 107 - 113
  • [3] Topology-based signal separation
    Robins, V
    Rooney, N
    Bradley, E
    CHAOS, 2004, 14 (02) : 305 - 316
  • [4] Topology-based sparsification of graph annotations
    Danciu, Daniel
    Karasikov, Mikhail
    Mustafa, Harun
    Kahles, Andre
    Raetsch, Gunnar
    BIOINFORMATICS, 2021, 37 : I169 - I176
  • [5] Topology-based clusterhead candidate selection in wireless ad-hoc and sensor networks
    Brust, Matthias R.
    Andronache, Adrian
    Rothkugel, Steffen
    Benens, Zinaida
    2007 2ND INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEMS SOFTWARE & MIDDLEWARE, VOLS 1 AND 2, 2007, : 860 - +
  • [6] Effect of NTT on Performance of AODV in a Grid Topology-Based Wireless Ad Hoc Network
    Sharma S.
    Singh A.
    Srivastava R.K.
    Journal of Computing Science and Engineering, 2022, 16 (03): : 143 - 152
  • [7] Topology-based power-aware routing protocol in the wireless ad hoc networks
    National Anti-interference Communication Technology Lab, UESTC, Chengdu 610054, China
    Dianzi Yu Xinxi Xuebao, 2008, 12 (3013-3017):
  • [8] Dynamic Routing in Flying Ad-Hoc Networks Using Topology-Based Routing
    Khan, Muhammad Asghar
    Khan, Inam Ullah
    Safi, Alamgir
    Quershi, Ijaz Mansoor
    DRONES, 2018, 2 (03) : 1 - 15
  • [9] Topology-based capacity analysis for ad hoc networks with end-to-end delay constraints
    Zhang, JX
    Seah, WKG
    PROCEEDINGS OF THE IEEE 6TH CIRCUITS AND SYSTEMS SYMPOSIUM ON EMERGING TECHNOLOGIES: FRONTIERS OF MOBILE AND WIRELESS COMMUNICATION, VOLS 1 AND 2, 2004, : 541 - 544
  • [10] On optimizing route discovery of topology-based on-demand routing protocols for ad hoc networks
    Seet, BC
    Lee, BS
    Lau, CT
    JOURNAL OF COMMUNICATIONS AND NETWORKS, 2003, 5 (03) : 266 - 274