Cholesky MDS: A Fast and Efficient Heterogeneous Localization Algorithm

被引:0
|
作者
Ghods, Alireza [1 ]
Abreu, Giuseppe [1 ,2 ]
Severi, Stefano [1 ]
机构
[1] Jacobs Univ Bremen, Campus Ring 1, D-28759 Bremen, Germany
[2] Ritsumeikan Univ, Noji Higashi 1-1-1, Kusatsu, Shiga 5258577, Japan
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Creating an efficient localization algorithm for Internet of Things (IoT) and heterogeneous networks has been of the greatest challenges in the recent years for the researchers and industries. There has been significant efforts to increase the estimation accuracy and computational speed of localization algorithms either by improving the already existing ones or proposing new solutions. In this paper we propose a new algorithm, namely Cholesky MDS (CMDS) which is based on Multidimensional Scaling (MDS) and Super MDS (SMDS). Likewise SMDS, the proposed algorithm allows angle and distance information to be used simultaneously for an accurate position estimation while offering a computational speed of up to 8 times faster. This makes CMDS one of the best candidates for real-time and power-constrained scenarios especially those involving large networks and fast moving targets.
引用
收藏
页码:1055 / 1060
页数:6
相关论文
共 50 条
  • [1] A Heterogeneous Parallel Cholesky Block Factorization Algorithm
    Wu, Rongteng
    IEEE ACCESS, 2018, 6 : 14071 - 14077
  • [2] An efficient algorithm for Cholesky decomposition of electron repulsion integrals
    Folkestad, Sarai D.
    Kjonstad, Eirik F.
    Koch, Henrik
    JOURNAL OF CHEMICAL PHYSICS, 2019, 150 (19):
  • [3] A fast parallel cholesky decomposition algorithm for tridiagonal symmetric matrices
    BarOn, I
    Codenotti, B
    Leoncini, M
    SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 1997, 18 (02) : 403 - 418
  • [4] A fast and efficient multicast algorithm for QoS group communications in heterogeneous network
    Cheng, Hui
    Cao, Jiannong
    Wang, Xingwei
    COMPUTER COMMUNICATIONS, 2007, 30 (10) : 2225 - 2235
  • [5] A fast and efficient time-delay estimation algorithm for sound localization
    Liu Guanqun
    Zhang Rubo
    Xu Dong
    ADVANCED MATERIALS AND COMPUTER SCIENCE, PTS 1-3, 2011, 474-476 : 1201 - 1204
  • [6] A new efficient MIMO detection algorithm based on Cholesky decomposition
    Liu, P
    Du, Y
    Zhu, PC
    Zhang, W
    6TH INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION TECHNOLOGY, VOLS 1 AND 2, PROCEEDINGS: BROADBAND CONVERGENCE NETWORK INFRASTRUCTURE, 2004, : 264 - 268
  • [7] Fast Search and Efficient Placement Algorithm for Reconfigurable Tasks on Modern Heterogeneous FPGAs
    Yao, Rui
    Zhao, Yinhua
    Yu, Yongchuan
    Zhao, Yihe
    Zhong, Xueyan
    IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2022, 30 (04) : 474 - 487
  • [8] MDS-based Localization Algorithm for RFID Systems
    Shi, Wenbo
    Wong, Vincent W. S.
    2011 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2011,
  • [9] THE ACCURACY OF THE CHOLESKY ALGORITHM
    RANDALL, JH
    RAYNER, AA
    SOUTH AFRICAN STATISTICAL JOURNAL, 1987, 21 (02) : 189 - 189
  • [10] An efficient Nystrom spectral clustering algorithm using incomplete Cholesky decomposition
    Jia, Hongjie
    Wang, Liangjun
    Song, Heping
    Mao, Qirong
    Ding, Shifei
    EXPERT SYSTEMS WITH APPLICATIONS, 2021, 186