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Journal of King Saud University - Computer and Information Sciences • Vol 35 • No 10
An optimal energy utilization model for precision agriculture in WSNs using multi-objective clustering and deep learning
2023
Wireless Sensor Networks (WSNs) play a crucial role in Precision Agriculture by providing real-time data on various environmental parameters like temperature, humidity, soil moisture, etc. However, the efficient utilization of energy in the sensor nodes of WS…
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Cluster Analysis

Grouping a set of objects by similarity

Cluster analysis , or clustering , is a data analysis technique aimed at partitioning a set of objects into groups such that objects within the same group (called a cluster) exhibit greater similarity to one another (in some specific sense defined by the analyst) than to those in other groups (clusters). It is a main task of exploratory data analysis, and a common technique for statistical data analysis, used in many fields, including pattern recognition, image analysis, information retrieval, bioinformatics, data compression, computer graphics and machine learning.

Cluster analysis refers to a family of algorithms and tasks rather than one specific algorithm.

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Journal of King Saud University - Computer and Information Sciences • Vol 35 • No 10
An optimal energy utilization model for precision agriculture in WSNs using multi-objective clustering and deep learning
2023
Wireless Sensor Networks (WSNs) play a crucial role in Precision Agriculture by providing real-time data on various environmental parameters like temperature, humidity, soil moisture, etc. However, the efficient utilization of energy in the sensor nodes of WSNs is a major challenge that needs to be addressed. To address this issue, a new multi-objective clustering approach is introduced in this work for grouping the sensor nodes of WSNs. Moreover, a multi-objective hybrid optimisation technique called Election bas…
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Computer Science
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Precision Agriculture
Artificial Intelligence
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Agriculture
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