A comparative study between ACO-based protocols and PSO-based protocols in WSN

Daanoune, Ikram; Baghdad, Abdennaceur; Balllouk, Abdelhakim

doi:10.1109/cmt.2019.8931320

Cited by 14 publications

(5 citation statements)

References 9 publications

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“…A modified version of the ACO (ant colony optimisation) algorithm [39][40][41] has been integrated with the sensor network model, with the following assumptions. NODE nodes collect data about their neighbours (sent in FOLLOW_ME type packets).…”

Section: Methodsmentioning

confidence: 99%

Routing Algorithm for Sensor Network Monitoring the Condition of Mining Equipment

Jagoda,

Stankiewicz,

Bartoszek

et al. 2024

Applied Sciences

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This paper presents a concept of a routing algorithm for a network of sensors monitoring the condition of machinery and equipment operating in areas at risk of methane and/or coal dust explosion. It was assumed that the proposed algorithm would find application in sensor networks monitoring, among other things, oil pressure in powered roof supports and the position of powered roof support elements. The results of a literature analysis were presented, which included the simulation of sensor network routing algorithms, including, among others, reactive algorithms, proactive algorithms and algorithms based on so-called swarm intelligence (SI). As a result of the analyses, several algorithms were selected and implemented in a prototype sensor network. The characteristics of each of these algorithms are described. The article includes a description of the commissioning work of the network, which consisted of between 3 and 30 nodes. An analysis of the collected measurement data obtained for each criterion of the performance evaluation of the routing algorithms is presented.

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Section: Methodsmentioning

confidence: 99%

Routing Algorithm for Sensor Network Monitoring the Condition of Mining Equipment

Jagoda,

Stankiewicz,

Bartoszek

et al. 2024

Applied Sciences

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“…They aim to achieve network scalability, enhance data transfer, and improve energy efficiency [23]. Clustering is an effective technique to balance energy in WSNs through data aggregation [24]. Clustering-based routing protocols are used in WSNs to realize energy efficiency as the clustering method reduces the number of packets routed in the network [25].…”

Section: Overview Of Routing Protocols In Wsnmentioning

confidence: 99%

Performance evaluation of low energy adaptive clustering hierarchy-based cluster routing protocols in wireless sensor networks using a new graphical user interface

Daanoune,

Baghdad

2024

IJECE

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Wireless sensor network (WSN) is widely used for field data acquisition and monitoring in different domains. To make this type of network functional, efficient routing protocols must be implemented. Nevertheless, WSNs have an energy constraint due to limited batteries. Many clustered protocols are proposed to overcome it. However, the implementation of these protocols would be difficult to understand without a simulation tool, as some problems may arise during their development. Testing real-world applications requires a lot of effort and cost because they often use many nodes in large networks. Therefore, the simulation tool is the most relative way to evaluate these protocols. This paper presents graphical-based cluster protocols simulation interface for WSN(GCPS-WSN), a new interface to simulate some clustered protocols in WSNs. GCPS-WSN allows the user to evaluate the performance of certain low energy adaptive clustering hierarchy (LEACH) enhanced protocols to choose the most appropriate one for his system. The user can simulate protocols without any knowledge of software programming.

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“…For this reason, numerous research problems are defined as optimization issues referred at discovery useful design strategies, like deployment coverage issue, data routing problem, cluster-head selection [7]. Thus several routing protocols have been scheduled by researchers to reduce the energy consumption of network nodes [8,9]. Routing protocols are divided mainly to 3 classes: hierarchical, data-centric, and location [9] as we can see in Figure 1.…”

Section: Introductionmentioning

confidence: 99%

“…Thus several routing protocols have been scheduled by researchers to reduce the energy consumption of network nodes [8,9]. Routing protocols are divided mainly to 3 classes: hierarchical, data-centric, and location [9] as we can see in Figure 1. Each class contains several protocols, such as LEACH [10], SPIN [11], HEED [12], MG-LEACH [13], EDMHT [14], MBER [15], BRE-LEACH [16], and so on.…”

Section: Introductionmentioning

confidence: 99%

Improved LEACH protocol for increasing the lifetime of WSNs

Daanoune

Baghdad

Ballouk

2021

IJECE

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<p>Recently, wireless sensor network (WSN) is taking a high place in several applications: military, industry, and environment. The importance of WSNs in current applications makes the WSNs the most developed technology at the research level and especially in the field of communication and computing. However, WSN’s performance deals with a number of challenges. Energy consumption is the most considerable for many researchers because nodes use energy to collect, treat, and send data, but they have restricted energy. For this reason, numerous efficient energy routing protocols have been developed to save the consumption of power. Low energy adaptive clustering hierarchy (LEACH) is considered as the most attractive one in WSNs. In the present document, we evaluate the LEACH approach effectiveness in the cluster-head (CH) choosing and in data transmission, then we propose an enhanced protocol. The proposed algorithm aims to improve energy consumption and prolong the lifetime of WSN through selecting CHs depending on the remaining power, balancing the number of nodes in clusters, determining abandoned nodes in order to send their data to the sink. Then CHs choose the optimal path to achieve the sink. Simulation results exhibit that the enhanced method can decrease the consumption of energy and prolong the life-cycle of the network.</p>

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A comparative study between ACO-based protocols and PSO-based protocols in WSN

Cited by 14 publications

References 9 publications

Routing Algorithm for Sensor Network Monitoring the Condition of Mining Equipment

Routing Algorithm for Sensor Network Monitoring the Condition of Mining Equipment

Performance evaluation of low energy adaptive clustering hierarchy-based cluster routing protocols in wireless sensor networks using a new graphical user interface

Improved LEACH protocol for increasing the lifetime of WSNs

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