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99286

simple missing data estimation algorithm in wsn based on spatial and temporal correlation

Article

Last updated: 24 Dec 2024

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Abstract

we have a common problem in wireless sensor networks which is the missing data problem due to the nature of the wireless communication and the limited resources of the sensor nodes. This problem can't be ignored because it has a negative effect on the applications that use the sensor data. Estimating these missing data is important for the applications that concern with the sensor data. However, the traditional estimation techniques failed to be applied with the sensor data and the existing techniques have high computation complexity, high computation time, or low accuracy. So we introduce the simplified Spatial and Temporal Correlation (STC) estimation algorithm which uses the most related surrounding previous data to increase the accuracy of the estimation and reduce incremental error. The proposed algorithm utilizes the time correlation by using the closet data before the time of missing and utilizes the space correlation by using the data of the nearest sensor depending on the missing pattern. The experimental results show that our algorithm can reduce the error in the estimating process compared with the other algorithms in most of the missing patterns.

DOI

10.21608/ijci.2020.26944.1016

Keywords

Wireless Sensor Network, Data mining, data missing, data estimating, spatial and temporal correlations

Authors

First Name

walid

Last Name

atwa

MiddleName

-

Affiliation

computer sciences department,faculty of computers and information, Menoufia university

Email

walid_mufic@yahoo.com

City

-

Orcid

-

First Name

Ashraf

Last Name

Bahgat

MiddleName

-

Affiliation

Faculty of Computer and Information Menoufia University

Email

ashrafelsisim@yahoo.com

City

-

Orcid

-

First Name

mariem

Last Name

refaie

MiddleName

-

Affiliation

computer science faculty of computers and informations menofia university

Email

mariemahmed264@gmail.com

City

-

Orcid

-

Volume

7

Article Issue

1

Related Issue

17861

Issue Date

2020-10-01

Receive Date

2020-03-30

Publish Date

2020-10-15

Page Start

42

Page End

54

Print ISSN

1687-7853

Online ISSN

2735-3257

Link

https://ijci.journals.ekb.eg/article_99286.html

Detail API

https://ijci.journals.ekb.eg/service?article_code=99286

Order

4

Type

Original Article

Type Code

877

Publication Type

Journal

Publication Title

IJCI. International Journal of Computers and Information

Publication Link

https://ijci.journals.ekb.eg/

MainTitle

simple missing data estimation algorithm in wsn based on spatial and temporal correlation

Details

Type

Article

Created At

22 Jan 2023