Distributed detection for landslide prediction using wireless sensor network

被引:15
|
作者
Mehta, Prakshep [1 ]
Chander, Deepthi [1 ]
Shahim, Mohamed [1 ]
TeJaswi, Kalyana [1 ]
Merchant, N. [1 ]
Desai, U. B. [1 ]
机构
[1] Indian Inst Technol, SPANN Lab, Dept Elect Engn, Bombay 76, Maharashtra, India
关键词
D O I
10.1109/GIIS.2007.4404190
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
In this paper we propose a wireless sensor network (WSN) architecture for landslide prediction in the rocky mountain regions of the Konkan Railways. The overall scheme has two major components: (i) Wear leveled, fault tolerant energy efficient routing protocol and (ii) distributed decision on the occurrence or non-occurrence of landslide. In this paper our focus is on statistical modeling of the landslide strain data and subsequent distributed decision algorithm. We simulate pressure variation on rock samples in a testbed at IIT-Bombay and measure the corresponding strain. This strain data is modeled using variable mean Gaussian process (VMGP). We examine different distributed decision algorithms and find that the Distributed Scalar Based Detection (DSBD) gives as good results as the centralized detection (CD) scheme with respect to probability of missed detection, probability of false alarm, with lesser energy consumption at nodes. Receiver Operating Characteristic (ROC) curves are presented to compare the relative performance of different schemes. Simulation of CD scheme was also done on a simple mica2 testbed.
引用
收藏
页码:195 / 198
页数:4
相关论文
共 50 条
  • [41] Outlier Detection Using Convolutional Neural Network for Wireless Sensor Network
    Sarangi, Biswaranjan
    Mahapatro, Arunanshu
    Tripathy, Biswajit
    INTERNATIONAL JOURNAL OF BUSINESS DATA COMMUNICATIONS AND NETWORKING, 2021, 17 (02)
  • [42] DFDNM: A Distributed Fault Detection and Node Management Scheme for Wireless Sensor Network
    Banerjee, Indrajit
    Chanak, Prasenjit
    Sikdar, Biplab Kumar
    Rahaman, Hafizur
    ADVANCES IN COMPUTING AND COMMUNICATIONS, PT III, 2011, 192 : 68 - +
  • [43] Outliers Detection and Correction for Cooperative Distributed Online Learning in Wireless Sensor Network
    Nguyen, Minh N. H.
    Pham, Chuan
    Tran, Nguyen H.
    Hong, Choong Seon
    2017 31ST INTERNATIONAL CONFERENCE ON INFORMATION NETWORKING (ICOIN), 2017, : 349 - 353
  • [44] Energy-efficient distributed wireless sensor network scheme for cluster detection
    Al Aghbari, Zaher
    Kamel, Ibrahim
    Elbaroni, Walid
    INTERNATIONAL JOURNAL OF PARALLEL EMERGENT AND DISTRIBUTED SYSTEMS, 2013, 28 (01) : 1 - 28
  • [45] Recurrent neural network NARX for distributed fault detection in wireless sensor networks
    Atiga, Jamila
    Hamdi, Monia
    Ejbali, Ridha
    Zaied, Mourad
    INTERNATIONAL JOURNAL OF SENSOR NETWORKS, 2021, 37 (02) : 100 - 111
  • [46] DISTRIBUTED DETECTION WITH COLLISIONS IN A RANDOM, SINGLE-HOP WIRELESS SENSOR NETWORK
    Whipps, Gene T.
    Ertin, Emre
    Moses, Randolph L.
    2013 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2013, : 4603 - 4607
  • [47] An Improved Distributed PCA-Based Outlier Detection in Wireless Sensor Network
    Zheng, Wentian
    Yang, Lijun
    Wu, Meng
    CLOUD COMPUTING AND SECURITY, PT V, 2018, 11067 : 37 - 49
  • [48] Distributed wireless sensor network localization using stochastic proximity embedding
    Aloor, Gopakumar
    Jacob, Lillykutty
    COMPUTER COMMUNICATIONS, 2010, 33 (06) : 745 - 755
  • [49] Resource optimization in distributed biometric recognition using wireless sensor network
    Rajani Muraleedharan
    Lisa Ann Osadciw
    Yanjun Yan
    Multidimensional Systems and Signal Processing, 2009, 20 : 165 - 182
  • [50] The Enhancement of Wireless Sensor Network in Smart Farming Using Distributed Beamforming
    Sriploy, Pongnarin
    Chanpuek, Thossaporn
    2018 1ST INTERNATIONAL ECTI NORTHERN SECTION CONFERENCE ON ELECTRICAL, ELECTRONICS, COMPUTER AND TELECOMMUNICATIONS ENGINEERING (ECTI-NCON, 2018, : 5 - 9