Overview of IoT Traffic Attack Detection Technology Based on Fuzzy Logic
The Internet of things(IoT)is progressively permeating our daily activities,interconnecting an array of diverse physi-cal devices to the Internet.This foundational connectivity underpins applications spanning smart cities,e-health,precision agricul-ture,and beyond.The swift proliferation of IoT applications,however,has been paralleled by an upsurge in the frequency of net-work attacks targeting these devices and services.The complex and dynamic nature of these attacks,coupled with their impre-cision and uncertainty,has significantly compounded the intricacies of accurate detection and identification.In response to these exigencies,a novel approach has emerged in the form of fuzzy logic-based attack detection frameworks.These frameworks strate-gically integrate varied fuzzy techniques throughout diverse operational phases to facilitate heightened precision in the detection of network attacks,particularly in instances characterized by data inaccuracy and uncertainty.Within the expanse of this comprehen-sive survey paper,a meticulous exposition unfolds.It commences by delving deeply into the realm of IoT security,dissecting its multifaceted dimensions,such as the security challenges it responds to,the required security requirements,and the types of at-tacks it faces.Subsequently,it offers a detailed portrayal of intrusion detection systems(IDS)and further encapsulates the founda-tional framework of IDS within the IoT domain.The foundational tenets of fuzzy logic are subsequently expounded upon,followed by a discerning analysis of the rational underpinning the integration of fuzzy logic in traffic attack detection.In subsequent sec-tions,a discerning comparative analysis of diverse traffic attack detection schemes,grounded in disparate technological methodolo-gies,is meticulously presented.This analytical elucidation underscores their respective performance metrics and,by extension,their pivotal significance within this burgeoning sphere.Finally,the synthesis of the principal contributions encapsulated within this paper is meticulously articulated,concurrently outlining pathways for future research.These nascent trajectories are expected to provide researchers with new perspectives and enrich the academic discourse to mitigate escalating cyberattacks.
Fuzzy logicInternet of thingsAttack detectionTrafficNetwork security
万方数据
维普
