PhD in Reinforcement Based Security Solution In Software Defined Intrusion Detection System (phd)

The application deadline for PhD Reinforcement Based Security Solution In Software Defined Intrusion Detection System is Aug 31, 2027. Tuition is 17,900 GBP per year.

Supervised by Dr Rahim Taheri, this 3-year full-time or 6-year part-time PhD project focuses on developing a reinforcement learning-based security solution for software-defined intrusion detection systems (IDS) in the School of Computing. The project aims to enhance the performance and quality of service (QoS) by applying reinforcement learning (RL) methods to improve real-time information gathering from the network environment. Key areas of study include SDN security, reinforcement learning applications in IDS, and adversarial attacks and defenses.

Software-defined networking (SDN) has emerged as a novel architecture that uses software to manage the separation between the control and data planes, reducing the complexity of network devices. However, the lack of intelligence in SDN switches can introduce vulnerabilities. This project seeks to address this by integrating RL methods into the IDS, enabling the system to adapt to changing environmental properties and apply necessary security policies in real-time.

University of Portsmouth, established in 1869 and located in the historic coastal city of Portsmouth, offers a vibrant student experience with around 28,000 students, including approximately 5,000 international learners. The university combines strong teaching and research with practical industry links and a waterfront location that enriches campus life. Its long history of technical and professional education makes it a familiar choice for students seeking applied learning in a city with excellent transport links.

Portsmouth provides a range of programs organized across ten broad subject areas, encompassing engineering, business, health professions, creative arts and sciences. Students benefit from industry placements, modern laboratories and career-focused modules that enhance employability. The university also supports research-led teaching and partnerships with local employers, giving international students opportunities to gain real-world experience alongside academic study.

Comprehensive support services help international students with visas, accommodation, language preparation and wellbeing, while student societies and campus activities foster social integration. With practical training options, placement support and access to regional industries and cultural sites, Portsmouth is well suited to students who value both academic quality and hands-on experience. Prospective applicants should investigate program specifics, placement opportunities and scholarship options before applying.