Algorithms for Communication Scheduling in Data Gathering Network with Data Compression

被引:8
|
作者
Luo, Wenchang [1 ,2 ]
Xu, Yao [2 ]
Gu, Boyuan [2 ]
Tong, Weitian [3 ]
Goebel, Randy [2 ]
Lin, Guohui [2 ]
机构
[1] Ningbo Univ, Fac Sci, Ningbo 315211, Zhejiang, Peoples R China
[2] Univ Alberta, Dept Comp Sci, Edmonton, AB T6G 2E8, Canada
[3] Georgia Southern Univ, Dept Comp Sci, Statesboro, GA 30460 USA
基金
加拿大自然科学与工程研究理事会;
关键词
Wireless sensor network; Data compression; Scheduling; Approximation algorithm; FPTAS; Dual FPTAS; WIRELESS SENSOR NETWORKS; LIFETIME;
D O I
10.1007/s00453-017-0373-6
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We consider a communication scheduling problem that arises within wireless sensor networks, where data is accumulated by the sensors and transferred directly to a central base station. One may choose to compress the data collected by a sensor, to decrease the data size for transmission, but the cost of compression must be considered. The goal is to designate a subset of sensors to compress their collected data, and then to determine a data transmission order for all the sensors, such that the total compression cost is minimized subject to a bounded data transmission completion time (a.k.a. makespan). A recent result confirms the NP-hardness for this problem, even in the special case where data compression is free. Here we first design a pseudo-polynomial time exact algorithm, articulated within a dynamic programming scheme. This algorithm also solves a variant with the complementary optimization goal-to minimize the makespan while constraining the total compression cost within a given budget. Our second result consists of a bi-factor -approximation for the problem, where refers to the compression cost and 2 refers to the makespan, and a 2-approximation for the variant. Lastly, we apply a sparsing technique to the dynamic programming exact algorithm, to achieve a dual fully polynomial time approximation scheme for the problem and a usual fully polynomial time approximation scheme for the variant.
引用
收藏
页码:3158 / 3176
页数:19
相关论文
共 50 条
  • [1] Algorithms for Communication Scheduling in Data Gathering Network with Data Compression
    Wenchang Luo
    Yao Xu
    Boyuan Gu
    Weitian Tong
    Randy Goebel
    Guohui Lin
    Algorithmica, 2018, 80 : 3158 - 3176
  • [2] Communication scheduling in data gathering networks of heterogeneous sensors with data compression: Algorithms and empirical experiments
    Luo, Wenchang
    Gu, Boyuan
    Lin, Guohui
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2018, 271 (02) : 462 - 473
  • [3] Scheduling for data gathering networks with data compression
    Berlinska, Joanna
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2015, 246 (03) : 744 - 749
  • [4] Exact and Approximation Algorithms for Minimizing Energy in Wireless Sensor Data Gathering Network with Data Compression
    Li C.
    Luo W.
    American Journal of Mathematical and Management Sciences, 2022, 41 (04) : 305 - 315
  • [5] Network correlated data gathering with explicit communication: NP-completeness and algorithms
    Cristescu, RZ
    Beferull-Lozano, B
    Vetterli, M
    Wattenhofer, R
    IEEE-ACM TRANSACTIONS ON NETWORKING, 2006, 14 (01) : 41 - 54
  • [6] Communication scheduling in data gathering networks with limited memory
    Berlinska, Joanna
    APPLIED MATHEMATICS AND COMPUTATION, 2014, 235 : 530 - 537
  • [7] Resilient data gathering and communication algorithms for emergency scenarios
    Munaretto, Daniele
    An, Chunlei
    Widmer, Joerg
    Timm-Giel, Andreas
    TELECOMMUNICATION SYSTEMS, 2011, 48 (3-4) : 317 - 327
  • [8] Resilient data gathering and communication algorithms for emergency scenarios
    Daniele Munaretto
    Chunlei An
    Joerg Widmer
    Andreas Timm-Giel
    Telecommunication Systems, 2011, 48 : 317 - 327
  • [9] On network correlated data gathering
    Cristescu, R
    Beferull-Lozano, B
    Vetterli, M
    IEEE INFOCOM 2004: THE CONFERENCE ON COMPUTER COMMUNICATIONS, VOLS 1-4, PROCEEDINGS, 2004, : 2571 - 2582
  • [10] COMMUNICATION EQUIPMENT FOR A DATA GATHERING SYSTEM
    HALL, LF
    POINT TO POINT COMMUNICATIONS, 1971, 15 (03): : 145 - &