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
  • [41] A fast and efficient homophonic coding algorithm
    Ryabko, B
    Fionov, A
    ALGORITHMS AND COMPUTATION, 1996, 1178 : 427 - 435
  • [42] An Efficient Algorithm for the Fast Delivery Problem
    Carvalho, Iago A.
    Erlebach, Thomas
    Papadopoulos, Kleitos
    FUNDAMENTALS OF COMPUTATION THEORY, FCT 2019, 2019, 11651 : 171 - 184
  • [43] An Fast and Efficient Algorithm for Spline Filters
    Zeng, W.
    Jiang, X.
    Lou, S.
    Scott, P. J.
    PROCEEDINGS OF THE 2014 20TH INTERNATIONAL CONFERENCE ON AUTOMATION AND COMPUTING (ICAC'14), 2014, : 237 - 242
  • [44] An Efficient Hybrid Localization Scheme for Heterogeneous Wireless Networks
    Yuan, Zimu
    Li, Wei
    Champion, Adam C.
    Zhao, Wei
    2012 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2012, : 372 - 378
  • [46] SOME COMMENTS ON THE GENERALIZED CHOLESKY ALGORITHM
    IKRAMOV, KD
    COMPUTATIONAL MATHEMATICS AND MATHEMATICAL PHYSICS, 1992, 32 (07) : 1007 - 1011
  • [47] Recursive algorithm and improvement for Cholesky factorization
    Chen, J.P.
    Wasniewski, J.
    Jisuanji Yanjiu yu Fazhan/Computer Research and Development, 2001, 38 (08):
  • [48] CHOLESKY ALGORITHM OF A LUCAS TYPE MATRIX
    Yilmaz, Semih
    Erdogan, Betul
    COMMUNICATIONS FACULTY OF SCIENCES UNIVERSITY OF ANKARA-SERIES A1 MATHEMATICS AND STATISTICS, 2024, 73 (01): : 131 - 146
  • [49] A revised modified Cholesky factorization algorithm
    Schnabel, RB
    Eskow, E
    SIAM JOURNAL ON OPTIMIZATION, 1999, 9 (04) : 1135 - 1148
  • [50] Energy Efficient Scheduling Algorithm in Heterogeneous Environment
    Ding, Ling
    Fan, Ping
    Zhao, Xiaogang
    Wen, Bin
    2013 2ND INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION AND MEASUREMENT, SENSOR NETWORK AND AUTOMATION (IMSNA), 2013, : 909 - 913