CapDC: A new capuchin search based algorithm for efficient data collection in Wireless Sensor Networks

P. V. Pravija Raj; Amel Al Ali; Ahmed M. Khedr

doi:10.1109/SSD58187.2023.10411216

CapDC: A new capuchin search based algorithm for efficient data collection in Wireless Sensor Networks

P. V. Pravija Raj
, Amel Al Ali
, Ahmed M. Khedr

University of Sharjah

University of Sharjah

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Abstract

Despite the widespread applications of Wireless Sensor Network (WSN) in different domains, several challenges such as energy, throughput and load balancing that substantially impact the network's lifetime exist. Devising efficient clustering and routing strategy is treated as a viable solution to these challenges. Previous research has proven that meta-heuristic algorithms are successful in providing an optimal or near-optimal outcome with limited computational resources in an acceptable time period. In view of this, we introduce a new capuchin search based algorithm for efficient data collection in WSNs (CapDC). CapDC is a hybrid Capuchin Search (CapSA) and Ant Colony optimization (ACO) algorithms, which is an integration of CapSA and ACO. CapSA identifies the best cluster heads while ACO accomplishes energy-efficient routing, which reduces energy usage and enhances WSN lifetime. The results reveal that the CapDC improves residual energy usage, throughput and WSN lifetime significantly.

Original language	English
Title of host publication	2023 20th International Multi-Conference on Systems, Signals and Devices, SSD 2023
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	345-350
Number of pages	6
ISBN (Electronic)	9798350332568
DOIs	https://doi.org/10.1109/SSD58187.2023.10411216
State	Published - 2023
Event	20th International Multi-Conference on Systems, Signals and Devices, SSD 2023 - Mahdia, Tunisia Duration: 20 Feb 2023 → 23 Feb 2023

Publication series

Name	2023 20th International Multi-Conference on Systems, Signals and Devices, SSD 2023

Conference

Conference	20th International Multi-Conference on Systems, Signals and Devices, SSD 2023
Country/Territory	Tunisia
City	Mahdia
Period	20/02/23 → 23/02/23

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 7 Affordable and Clean Energy

Keywords

ACO
CapSA
Clustering
Data collection
Routing
WSN

Access to Document

10.1109/SSD58187.2023.10411216

Cite this

Pravija Raj, P. V., Al Ali, A., & Khedr, A. M. (2023). CapDC: A new capuchin search based algorithm for efficient data collection in Wireless Sensor Networks. In 2023 20th International Multi-Conference on Systems, Signals and Devices, SSD 2023 (pp. 345-350). (2023 20th International Multi-Conference on Systems, Signals and Devices, SSD 2023). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/SSD58187.2023.10411216

Pravija Raj, P. V. ; Al Ali, Amel ; Khedr, Ahmed M. / CapDC : A new capuchin search based algorithm for efficient data collection in Wireless Sensor Networks. 2023 20th International Multi-Conference on Systems, Signals and Devices, SSD 2023. Institute of Electrical and Electronics Engineers Inc., 2023. pp. 345-350 (2023 20th International Multi-Conference on Systems, Signals and Devices, SSD 2023).

@inproceedings{47ec6dc0e4634e3b83413e649175f810,

title = "CapDC: A new capuchin search based algorithm for efficient data collection in Wireless Sensor Networks",

abstract = "Despite the widespread applications of Wireless Sensor Network (WSN) in different domains, several challenges such as energy, throughput and load balancing that substantially impact the network's lifetime exist. Devising efficient clustering and routing strategy is treated as a viable solution to these challenges. Previous research has proven that meta-heuristic algorithms are successful in providing an optimal or near-optimal outcome with limited computational resources in an acceptable time period. In view of this, we introduce a new capuchin search based algorithm for efficient data collection in WSNs (CapDC). CapDC is a hybrid Capuchin Search (CapSA) and Ant Colony optimization (ACO) algorithms, which is an integration of CapSA and ACO. CapSA identifies the best cluster heads while ACO accomplishes energy-efficient routing, which reduces energy usage and enhances WSN lifetime. The results reveal that the CapDC improves residual energy usage, throughput and WSN lifetime significantly.",

keywords = "ACO, CapSA, Clustering, Data collection, Routing, WSN",

author = "\{Pravija Raj\}, \{P. V.\} and \{Al Ali\}, Amel and Khedr, \{Ahmed M.\}",

note = "Publisher Copyright: {\textcopyright} 2023 IEEE.; 20th International Multi-Conference on Systems, Signals and Devices, SSD 2023 ; Conference date: 20-02-2023 Through 23-02-2023",

year = "2023",

doi = "10.1109/SSD58187.2023.10411216",

language = "English",

series = "2023 20th International Multi-Conference on Systems, Signals and Devices, SSD 2023",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "345--350",

booktitle = "2023 20th International Multi-Conference on Systems, Signals and Devices, SSD 2023",

address = "United States",

}

Pravija Raj, PV, Al Ali, A & Khedr, AM 2023, CapDC: A new capuchin search based algorithm for efficient data collection in Wireless Sensor Networks. in 2023 20th International Multi-Conference on Systems, Signals and Devices, SSD 2023. 2023 20th International Multi-Conference on Systems, Signals and Devices, SSD 2023, Institute of Electrical and Electronics Engineers Inc., pp. 345-350, 20th International Multi-Conference on Systems, Signals and Devices, SSD 2023, Mahdia, Tunisia, 20/02/23. https://doi.org/10.1109/SSD58187.2023.10411216

CapDC: A new capuchin search based algorithm for efficient data collection in Wireless Sensor Networks. / Pravija Raj, P. V.; Al Ali, Amel; Khedr, Ahmed M.
2023 20th International Multi-Conference on Systems, Signals and Devices, SSD 2023. Institute of Electrical and Electronics Engineers Inc., 2023. p. 345-350 (2023 20th International Multi-Conference on Systems, Signals and Devices, SSD 2023).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - CapDC

T2 - 20th International Multi-Conference on Systems, Signals and Devices, SSD 2023

AU - Pravija Raj, P. V.

AU - Al Ali, Amel

AU - Khedr, Ahmed M.

PY - 2023

Y1 - 2023

N2 - Despite the widespread applications of Wireless Sensor Network (WSN) in different domains, several challenges such as energy, throughput and load balancing that substantially impact the network's lifetime exist. Devising efficient clustering and routing strategy is treated as a viable solution to these challenges. Previous research has proven that meta-heuristic algorithms are successful in providing an optimal or near-optimal outcome with limited computational resources in an acceptable time period. In view of this, we introduce a new capuchin search based algorithm for efficient data collection in WSNs (CapDC). CapDC is a hybrid Capuchin Search (CapSA) and Ant Colony optimization (ACO) algorithms, which is an integration of CapSA and ACO. CapSA identifies the best cluster heads while ACO accomplishes energy-efficient routing, which reduces energy usage and enhances WSN lifetime. The results reveal that the CapDC improves residual energy usage, throughput and WSN lifetime significantly.

AB - Despite the widespread applications of Wireless Sensor Network (WSN) in different domains, several challenges such as energy, throughput and load balancing that substantially impact the network's lifetime exist. Devising efficient clustering and routing strategy is treated as a viable solution to these challenges. Previous research has proven that meta-heuristic algorithms are successful in providing an optimal or near-optimal outcome with limited computational resources in an acceptable time period. In view of this, we introduce a new capuchin search based algorithm for efficient data collection in WSNs (CapDC). CapDC is a hybrid Capuchin Search (CapSA) and Ant Colony optimization (ACO) algorithms, which is an integration of CapSA and ACO. CapSA identifies the best cluster heads while ACO accomplishes energy-efficient routing, which reduces energy usage and enhances WSN lifetime. The results reveal that the CapDC improves residual energy usage, throughput and WSN lifetime significantly.

KW - ACO

KW - CapSA

KW - Clustering

KW - Data collection

KW - Routing

KW - WSN

UR - https://www.scopus.com/pages/publications/85185839144

U2 - 10.1109/SSD58187.2023.10411216

DO - 10.1109/SSD58187.2023.10411216

M3 - Conference contribution

AN - SCOPUS:85185839144

T3 - 2023 20th International Multi-Conference on Systems, Signals and Devices, SSD 2023

SP - 345

EP - 350

BT - 2023 20th International Multi-Conference on Systems, Signals and Devices, SSD 2023

PB - Institute of Electrical and Electronics Engineers Inc.

Y2 - 20 February 2023 through 23 February 2023

ER -

Pravija Raj PV, Al Ali A, Khedr AM. CapDC: A new capuchin search based algorithm for efficient data collection in Wireless Sensor Networks. In 2023 20th International Multi-Conference on Systems, Signals and Devices, SSD 2023. Institute of Electrical and Electronics Engineers Inc. 2023. p. 345-350. (2023 20th International Multi-Conference on Systems, Signals and Devices, SSD 2023). doi: 10.1109/SSD58187.2023.10411216

CapDC: A new capuchin search based algorithm for efficient data collection in Wireless Sensor Networks

Abstract

Publication series

Conference

UN SDGs

Keywords

Access to Document

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Cite this