Contribution of Internet of Things (IoT) in improving agricultural systems

Duguma, A. L.; Bai, X.

doi:10.1007/s13762-023-05162-7

“…Understanding the dynamics of urban environments, optimising resource allocation, and improving security measures all depend on the analysis of this IoT network traffic data [1]. Based on a study, the projected number of IoT devices is expected to increase from 21.7 billion in 2025 to 30 billion [2].…”

Section: ░ 1 Introductionmentioning

confidence: 99%

Empowering Smart City IoT Network Intrusion Detection with Advanced Ensemble Learning-based Feature Selection

Merlin,

Ravi

2024

IJEER

0

View full text Add to dashboard Cite

This study presents an advanced methodology tailored for enhancing the performance of Intrusion Detection Systems (IDS) deployed in Internet of Things (IoT) networks within smart city environments. Through the integration of advanced techniques in data preprocessing, feature selection, and ensemble classification, the proposed approach addresses the unique challenges associated with securing IoT networks in urban settings. Leveraging techniques such as SelectKBest, Recursive Feature Elimination (RFE), and Principal Component Analysis (PCA), combined with the Gradient-Based One Side Sampling (GOSS) technique for model training, the methodology achieves high accuracy, precision, recall, and F1 score across various evaluation scenarios. Evaluation on the UNSW-NB15 dataset demonstrates the effectiveness of the proposed approach, with comparative analysis showcasing its superiority over existing techniques.

show abstract

“…which employs AI and IoT integrated Next-Generation SNs.• Smart Agriculture: Reference 167 provides a comprehensive review of the incorporation of WSN, IoT, AI, as well as deep learning in smart farming. A brief overview is conducted in Ref 168,. which discusses the role of IoT in improving the agricultural system 169.…”

mentioning

confidence: 99%

A comprehensive review of energy efficient routing protocols for query driven wireless sensor networks

Bekal,

Kumar,

Mane

et al. 2024

F1000Res

0

View full text Add to dashboard Cite

In this current era of communications and networking, The Internet of things plays the main role in the making of smart communication and networking. In this article, we have focused on the literature survey on wireless sensor networks which are energy efficient. Various standard protocols are reviewed along with some enhanced protocols which makes the network energy efficient. The comparison of the standard and enhanced protocols with respect to various applications in wireless sensor networks is thoroughly done in this article. The outcomes of the enhanced protocols are also briefly discussed. For easier analysis to future researchers, a comparative table which lists the enhanced protocols which are compared with standard counterparts along with the factors for energy efficiency of the protocols. This article also comments on the issues and challenges of the protocols which can be further analyzed for making the wireless sensor network more energy efficient.

show abstract

“…which employs AI and IoT integrated Next-Generation SNs.• Smart Agriculture: Reference 167 provides a comprehensive review of the incorporation of WSN, IoT, AI, as well as deep learning in smart farming. A brief overview is conducted in Ref 168,. which discusses the role of IoT in improving the agricultural system 169.…”

mentioning

confidence: 99%

A comprehensive review of energy efficient routing protocols for query driven wireless sensor networks

Bekal

¹

,

Kumar

²

,

Mane

³

et al. 2023

F1000Res

2

0

View full text Add to dashboard Cite

In this current era of communications and networking, The Internet of things plays the main role in the making of smart communication and networking. In this article, we have focused on the literature survey on wireless sensor networks which are energy efficient. Various standard protocols are reviewed along with some enhanced protocols which makes the network energy efficient. The comparison of the standard and enhanced protocols with respect to various applications in wireless sensor networks is thoroughly done in this article. The outcomes of the enhanced protocols are also briefly discussed. For easier analysis to future researchers, a comparative table which lists the enhanced protocols which are compared with standard counterparts along with the factors for energy efficiency of the protocols. This article also comments on the issues and challenges of the protocols which can be further analyzed for making the wireless sensor network more energy efficient.

show abstract

Contribution of Internet of Things (IoT) in improving agricultural systems

Cited by 8 publications

References 135 publications

Empowering Smart City IoT Network Intrusion Detection with Advanced Ensemble Learning-based Feature Selection

Empowering Smart City IoT Network Intrusion Detection with Advanced Ensemble Learning-based Feature Selection

A comprehensive review of energy efficient routing protocols for query driven wireless sensor networks

A comprehensive review of energy efficient routing protocols for query driven wireless sensor networks

Contact Info

Product

Resources

About