An Optimized K-Nearest Neighbor Algorithm for Extending Wireless Sensor Network Lifetime

被引：6

作者：

Ahmed, Mohammed M. ^{[1
,3
]}

Taha, Ayman ^{[2
]}

Hassanien, Aboul Ella ^{[2
,3
]}

Hassanien, Ehab ^{[2
]}

机构：

[1] Minia Univ, Fac Comp & Informat, Al Minya, Egypt

[2] Cairo Univ, Fac Comp & Informat, Giza, Egypt

[3] Sci Res Grp Egypt SRGE, Giza, Egypt

来源：

INTERNATIONAL CONFERENCE ON ADVANCED MACHINE LEARNING TECHNOLOGIES AND APPLICATIONS (AMLTA2018) | 2018年 / 723卷

关键词：

K-nearest neighbor algorithm; Energy-efficient; Classification; Wireless sensor networks; Swarm optimization;

D O I：

10.1007/978-3-319-74690-6_50

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper presents an optimized K-nearest neighbors (KNNs) classification algorithm using the metaheuristic whale optimization to searches for sink node in wireless sensor networks. Sink node aggregate data from all sensor nodes and reducing the energy consumption network to prolong network lifetime. To reach aforementioned, a fitness function has formulated to choose the best location of sink node with high residual neighbor's sensor nodes energy to leads to maximizing the network lifetime. Eventually, the experimental results have been conducted whereas sensor nodes are propagated in a random location within the desired network area. The system has 11% improvement on the network's energy consumption that increases the lifetime of the network.

引用

页码：506 / 515

页数：10

共 50 条

[1] Coverage Algorithm of K-nearest Neighbor Based on Communication Beacon in Wireless Mobile Sensor Network
Jiang, Yi
Pan, Song
He, Yixin
Zhai, Daosen
2019 IEEE 20TH INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE SWITCHING AND ROUTING (IEEE HPSR), 2019,
[2] Localization in wireless sensor networks based on K-Nearest Neighbor
Shi, Xin, 1600, Science Press (35):
[3] An optimized K-Nearest Neighbor algorithm based on Dynamic Distance approach
Sadrabadi, Aireza Naser
Znjirchi, Seyed Mahmood
Abadi, Habib Zare Ahmad
Hajimoradi, Ahmad
2020 6TH IRANIAN CONFERENCE ON SIGNAL PROCESSING AND INTELLIGENT SYSTEMS (ICSPIS), 2020,
[4] Quantum K-nearest neighbor algorithm
Chen, Hanwu
Gao, Yue
Zhang, Jun
Dongnan Daxue Xuebao (Ziran Kexue Ban)/Journal of Southeast University (Natural Science Edition), 2015, 45 (04): : 647 - 651
[5] A FUZZY K-NEAREST NEIGHBOR ALGORITHM
KELLER, JM
GRAY, MR
GIVENS, JA
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1985, 15 (04): : 580 - 585
[6] Comparative Analysis of K-Nearest Neighbor and Modified K-Nearest Neighbor Algorithm for Data Classification
Okfalisa
Mustakim
Gazalba, Ikbal
Reza, Nurul Gayatri Indah
2017 2ND INTERNATIONAL CONFERENCES ON INFORMATION TECHNOLOGY, INFORMATION SYSTEMS AND ELECTRICAL ENGINEERING (ICITISEE): OPPORTUNITIES AND CHALLENGES ON BIG DATA FUTURE INNOVATION, 2017, : 294 - 298
[7] Weighted K-nearest Neighbor Fast Localization Algorithm Based on RSSI for Wireless Sensor Systems
Bai, Lu
Du, Chenglie
Chen, Jinchao
RECENT ADVANCES IN ELECTRICAL & ELECTRONIC ENGINEERING, 2020, 13 (02) : 295 - 301
[8] Monitoring continuous k-nearest neighbor queries in the hybrid wireless network
Kwon, Young-Mo
Jung, HaRim
Chung, Yon Dohn
JOURNAL OF ZHEJIANG UNIVERSITY-SCIENCE C-COMPUTERS & ELECTRONICS, 2011, 12 (03): : 213 - 220
[9] Monitoring continuous k-nearest neighbor queries in the hybrid wireless network
Young-Mo KWON
HaRim JUNG
Yon Dohn CHUNG
Frontiers of Information Technology & Electronic Engineering, 2011, (03) : 213 - 220
[10] Monitoring continuous k-nearest neighbor queries in the hybrid wireless network
Young-Mo Kwon
HaRim Jung
Yon Dohn Chung
Journal of Zhejiang University SCIENCE C, 2011, 12 : 213 - 220

← 1 2 3 4 5 →