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
  • [31] An efficient algorithm for mobile objects localization
    Salamah, M.
    Doukhnitch, E.
    INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS, 2008, 21 (03) : 301 - 310
  • [32] An Efficient Algorithm for the Incremental Broad Learning System by Inverse Cholesky Factorization of a Partitioned Matrix
    Zhu, Hufei
    Liu, Zhulin
    Chen, C. L. Philip
    Liang, Yanyang
    IEEE ACCESS, 2021, 9 : 19294 - 19303
  • [33] WSN Localization Algorithm based on Fast SVM
    Zhu, Fang
    Wei, Junfang
    ADVANCES IN MECHATRONICS AND CONTROL ENGINEERING II, PTS 1-3, 2013, 433-435 : 750 - +
  • [34] A fast and robust algorithm for face detection and localization
    Wang, W
    Gao, YS
    Hui, SC
    Leung, MK
    ICONIP'02: PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE ON NEURAL INFORMATION PROCESSING: COMPUTATIONAL INTELLIGENCE FOR THE E-AGE, 2002, : 2118 - 2121
  • [35] Fast detection and localization algorithm for circular targets
    Li Xudong
    Wang Xiaohao
    Zhao Huijie
    SEVENTH INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION AND CONTROL TECHNOLOGY: SENSORS AND INSTRUMENTS, COMPUTER SIMULATION, AND ARTIFICIAL INTELLIGENCE, 2008, 7127
  • [36] MR-DRO: A Fast and Efficient Task Offloading Algorithm in Heterogeneous Edge/Cloud Computing Environments
    Zhang, Ziru
    Wang, Nianfu
    Wu, Huaming
    Tang, Chaogang
    Li, Ruidong
    IEEE INTERNET OF THINGS JOURNAL, 2023, 10 (04) : 3165 - 3178
  • [37] An Efficient and Fast Iris Location Algorithm
    Shi, Chunlei
    Jiang, Guangyuan
    Qi, Haiyan
    Han, Fei
    INFORMATION TECHNOLOGY APPLICATIONS IN INDUSTRY, PTS 1-4, 2013, 263-266 : 2549 - 2552
  • [38] Cholesky Factorization on Heterogeneous CPU and GPU Systems
    Chen, Jieyang
    Chen, Zizhong
    2015 NINTH INTERNATIONAL CONFERENCE ON FRONTIER OF COMPUTER SCIENCE AND TECHNOLOGY FCST 2015, 2015, : 19 - 26
  • [39] Parallel Sparse Cholesky Factorization on a Heterogeneous Platform
    Zou, Dan
    Dou, Yong
    Li, Rongchun
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2013, E96A (04) : 833 - 834
  • [40] A fast and efficient algorithm for border extraction
    Lin, Zhi-Yong
    Hao, Zhi-Feng
    Yang, Xiao-Wei
    PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2007, : 3302 - +