An Advanced Clustering Protocol Based on Modified Differential Search Algorithm for Data Gathering in Wireless Sensor Networks

Pamungkas, Kun Nursyaiful Priyo; Wibisono, Waskitho; Djanali, Supeno

doi:10.22266/ijies2021.0630.06

Cited by 2 publications

(5 citation statements)

References 34 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…In cluster-based protocols, the optimal number of clusters also significantly affects the level of energy efficiency and network lifetime. Calculation of the optimal number of clusters refers to the study [8]. At the beginning of each round, the proposed protocol calculates the optimal number of clusters in the network area.…”

Section: Cluster Formationmentioning

confidence: 99%

“…Next, clusters are formed in the network area with an optimal number. The formation process in the proposed protocol is also referred to in the study [8]. Since cluster formation is an Np-hard problem, the proposed protocol builds clusters utilizing a hybrid differential search algorithm (HDSA).…”

Section: Cluster Formationmentioning

confidence: 99%

“…In the proposed protocol, the factors that are considered to determine a sensor node worthy of being a CH adopt research in [8] with adjustments. The first factor is the residual energy after the node performs the task as CH (𝐸 𝑒𝑟−𝑛𝑠 ) .…”

Section: Ch Selection and Rotation Mechanismmentioning

confidence: 99%

“…In addition, the stability period becomes long. The rotation mechanism in [8] becomes a reference in the proposed protocol.…”

Section: Ch Selection and Rotation Mechanismmentioning

confidence: 99%

“…Network lifetime is still the main focus of research at WSN [7,8]. The majority of energy is spent on the communication process, especially during data transmission [9].…”

Section: Introductionmentioning

confidence: 99%

See 4 more Smart Citations

Energy-Efficient Mobile Data Ferry Pathway Construction Protocol Based on Transmission Coverage and Hybrid Differential Search Algorithm in Wireless Sensor Networks

2023

IJIES

View full text Add to dashboard Cite

Energy efficiency and energy hole phenomena are still dominant issues in wireless sensor networks. Based on recent studies, mobile data ferry could be a powerful approach to address these vital issues. Determination of sojourn points and efficient pathway design is vital in this approach. However, mobile data ferry visits to specific nodes make a long tour distance. Moreover, improper sojourn points affect to energy consumption. This paper proposes an energy-efficient mobile data ferry pathway construction protocol (EEMDFPC) based on transmission coverage and a hybrid differential search algorithm (DSA). EEMDFPC establishes non-overlapping clusters and selects the optimal CHs by adopting hybrid DSA. Hybrid DSA is an improvement of DSA by employing particle swarm optimization (PSO) and chaotic map. Moreover, the proposed protocol discovers the sojourn points based on the full coverage area and the intersection area between CHs in a minimum number. Next, hybrid DSA with swap strategic constructs mobile data ferries route. Performance evaluation of the proposed protocol was carried out in a simulated environment and compared with the MSEAC-4R and MSEAC-8R protocols. The evaluation results show that the proposed protocol can extend the network lifetime compared to MSEAC-4R, MSEAC-8R, and LEACH_CD are 15.08%-25.63%, 7.72%-17.76%, and 10.41%-29.44% respectively. The proposed protocol can also prolong the stability compared to MSEAC-4R and MSEAC-8R, namely 643-1025, 621-965 rounds, and 18-546 rounds, respectively. The superior performance of the proposed protocol proves that the proposed protocol operates efficiently and reduces the energy hole problem.

show abstract

Section: Cluster Formationmentioning

confidence: 99%

Section: Cluster Formationmentioning

confidence: 99%

Section: Ch Selection and Rotation Mechanismmentioning

confidence: 99%

“…In addition, the stability period becomes long. The rotation mechanism in [8] becomes a reference in the proposed protocol.…”

Section: Ch Selection and Rotation Mechanismmentioning

confidence: 99%

“…Network lifetime is still the main focus of research at WSN [7,8]. The majority of energy is spent on the communication process, especially during data transmission [9].…”

Section: Introductionmentioning

confidence: 99%

See 3 more Smart Citations

Energy-Efficient Mobile Data Ferry Pathway Construction Protocol Based on Transmission Coverage and Hybrid Differential Search Algorithm in Wireless Sensor Networks

2023

IJIES

View full text Add to dashboard Cite

show abstract

Dual Cluster Head Selection Based on LEACH and Differential Search Algorithm to Extend Network Lifetime in Wireless Sensor Network

Pamungkas

Djanali

Anggoro

et al. 2022

2022 Seventh International Conference on Informatics and Computing (ICIC)

View full text Add to dashboard Cite

An Advanced Clustering Protocol Based on Modified Differential Search Algorithm for Data Gathering in Wireless Sensor Networks

Cited by 2 publications

References 34 publications

Energy-Efficient Mobile Data Ferry Pathway Construction Protocol Based on Transmission Coverage and Hybrid Differential Search Algorithm in Wireless Sensor Networks

Energy-Efficient Mobile Data Ferry Pathway Construction Protocol Based on Transmission Coverage and Hybrid Differential Search Algorithm in Wireless Sensor Networks

Dual Cluster Head Selection Based on LEACH and Differential Search Algorithm to Extend Network Lifetime in Wireless Sensor Network

Contact Info

Product

Resources

About