Abstract: This paper surveys recently proposed works on Intrusion Detection Systems (IDS) in WSNs, and presents a comprehensive classification of various IDS approaches according to their employed detection techniques.

May 19, 2013 · Intrusion Detection Systems (IDSs) can play an important role in detecting and preventing security attacks. This paper presents current Intrusion Detection Systems and some open research problems related to WSN security. 1. Introduction. Wireless Sensor Networks (WSNs) are composed of sensor nodes and sinks.

Sep 29, 2016 · To ensure the security and dependability of WSN services, an Intrusion Detection System (IDS) should be in place. This IDS has to be compatible with the characteristics of WSNs and capable of detecting the largest possible number of security threats.

Apr 7, 2023 · To handle the security issue in WSN, an intelligent IDS is proposed in this work by using a convolution neural network (CNN)-based deep learning approach along with a fuzzy inference model.

Feb 7, 2025 · In this research, we proposed a novel intrusion detection system (IDS) for wireless sensor networks (WSNs) by integrating K-means Smote (KMS) with Principal Component Analysis (PCA) and Random...

Intrusion detection system (IDS) is one of the essential security mechanism against attacks in WSN. In this paper we present a comparative evaluation of the most performant detection techniques in IDS for WSNs, the analyzes and comparisons of the approaches are represented technically, followed by a brief.

Dec 11, 2024 · This paper offers a comprehensive survey of Machine Learning (ML) utilization in Intrusion Detection Systems (IDS) for Wireless Sensor Networks (WSNs). Given the widespread applications of WSNs and the need to safeguard sensitive data, this survey delves into the...

In this article, a brief review of some of the recent intrusion detection systems in wireless sensor network environment is presented. Finally, we propose a framework of cluster based layered countermeasure that can efficiently mitigate sleep deprivation attack in WSN.

Abstract: Intrusion detection in Wireless Sensor Network (WSN) is of practical interest in many applications such as detecting an intruder in a battlefield. The intrusion detection is defined as a mechanism for a WSN to detect the existence of inappropriate, …

In this research, we address the problem of achieving high accuracy in detecting intrusions in WSNs due to specific characteristics of WSN data, including the appropriate dataset, the drawbacks of feature selection, and choosing the proper algorithms for the classification process.