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Penetration Testing for IoT Ecosystems: Unveiling Vulnerabilities in a Connected World

Jul 2026 · Electronics · 0 citations · 35 references

TL;DR

A novel Artificial Intelligence (AI)-enabled automated conceptual framework, AutoAIPenTest, is proposed that integrates machine learning, reinforcement learning, and large language models to perform intelligent, real-time security assessments in dynamic IoT ecosystems.

Abstract

The rapid proliferation of the Internet of Things (IoT) has transformed industries by enabling seamless interconnectivity among devices, applications, and networks. However, this widespread adoption has also introduced significant security vulnerabilities, exposing IoT ecosystems to cyber threats such as unauthorized access, data breaches, and large-scale cyber-attacks. As IoT technology continues to evolve, mitigating these vulnerabilities remains a complex and pressing challenge. In this context, penetration testing, which is also known as pen testing, serves as a proactive security measure, enabling organizations to identify and address potential weaknesses before they can be exploited by malicious actors. Penetration testing for IoT systems is a specialized security assessment that addresses the unique vulnerabilities of interconnected devices, networks, and communication protocols, differing significantly from traditional computing and network penetration testing methodologies. In this regard, this study presents a review of penetration testing as a critical methodology for identifying, assessing, and mitigating security risks in IoT environments. We examine the key steps, tools, and methodologies specifically designed for IoT penetration testing, demonstrating their applicability across diverse infrastructures through a simple case study. Further, this study also proposes a novel Artificial Intelligence (AI)-enabled automated conceptual framework, AutoAIPenTest, that integrates machine learning, reinforcement learning, and large language models to perform intelligent, real-time security assessments in dynamic IoT ecosystems. Our findings highlight the critical role of proactive security measures, including structured penetration testing, secure development practices, and regulatory compliance, in strengthening the resilience of the IoT ecosystem. By discussing existing challenges and proposing effective security strategies, this study contributes to ongoing efforts to secure IoT domains and ensure that technological advancements do not come at the expense of cybersecurity.

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