2022
DOI: 10.11591/ijeecs.v25.i1.pp504-510
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An intelligent irrigation system based on internet of things (IoT) to minimize water loss

Abstract: This paper proposes a comparison of three machine learning algorithms for a better intelligent irrigation system based on internet of things (IoT) for differents products. This work's major contribution is to specify the most accurate algorithm among the three machine learning algorithms (k-nearest neighbors (KNN), support vector machine (SVM), artificial neural network (ANN)). This is achieved by collecting irrigation data of a specific products and split it into training data and test data then compare the a… Show more

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Cited by 9 publications
(7 citation statements)
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“…Several reviews are necessary, including thoroughly investigating the site's geotechnical aspects, such as the soil's physical condition. The integration of building systems [4,5], particularly the Internet of Things [6,7], has been significantly influenced by the emergence of digital technology.…”
Section: Introductionmentioning
confidence: 99%
“…Several reviews are necessary, including thoroughly investigating the site's geotechnical aspects, such as the soil's physical condition. The integration of building systems [4,5], particularly the Internet of Things [6,7], has been significantly influenced by the emergence of digital technology.…”
Section: Introductionmentioning
confidence: 99%
“…The method has proven very efficient and can obtain a speedup of more than 13 times compared to the conventional GA [27]. Amassmir et al [28], an intelligence system to assist in making recruitment decisions has been developed with sequential GA and PGA, and it can give a quality decision in a reduced CPU time. PGA has also been used in hyperparameter optimization problems, and it can improve model [29].…”
Section: Introductionmentioning
confidence: 99%
“…The impact of internet of things (IoT) applications in Malaysia is expected to grow and rise by 2025 [1]. The rapid development and deployment of IoT technologies have created new opportunities for researchers and engineers in a variety of fields including healthcare [2], [3], transportation [4], industrial automation [5], agriculture [6], [7], and most interestingly smart homes [8]- [12]. In the last few decades, smart home systems have become very popular because they make life more comfortable and enjoyable.…”
Section: Introductionmentioning
confidence: 99%