Projects

Detection Engineering • Security Labs • SOC Simulations

UAV penetration testing framework capstone project
MSc Capstone

Penetration Testing Framework for UAV Networks

Designed and executed a reproducible UAV penetration-testing framework on a PX4 Holybro X500 V2 / Pixhawk 6C platform. Evaluated Wi‑Fi deauthentication, GPS spoofing, MAVLink C2 hijacking, DoS flooding, and battery/resource exhaustion using unified metrics: disruption latency, recovery time, path deviation, CPU/MCU load, and operational continuity. Delivered cross‑attack benchmarks, CIA impact mapping, and practical hardening priorities for UAV operators.

5 attack vectors 3–4s deauth lockout 5–7s GPS diversion ~5s C2 takeover ~100% CPU under flood
UAV Security PX4 MAVLink Penetration Testing GPS Spoofing DoS Threat Modeling

Falcon-Style EDR Detection & Automated Containment Lab

Built a Falcon-style EDR lab using Wazuh and Sysmon to detect PowerShell abuse, reconnaissance, and multi-stage attacks with automated host isolation.

Wazuh Sysmon EDR MITRE ATT&CK

Web Application Firewall (WAF) Security Lab

Deployed ModSecurity with OWASP CRS to protect DVWA from SQL injection, XSS, brute-force, and command injection attacks with Splunk-based monitoring.

ModSecurity OWASP CRS Splunk DVWA

Active Directory Ransomware Detection Lab

Simulated a ransomware attack in an Active Directory lab using Kali Linux, Impacket, Snort, and Splunk to detect lateral movement, PowerShell abuse, and file encryption activity.

Active Directory Splunk Snort IDS/IPS PowerShell

IoT Network Exploitation & MQTT Security Lab

Performed IoT host discovery, MQTT MiTM attacks, Philips Hue API exploitation, APK reverse engineering, and Wireshark traffic analysis to identify insecure services and exposed APIs.

IoT Security MQTT Wireshark JADX

ICS & Smart Device Threat Modeling Lab

Performed STRIDE and LINDDUN threat modeling on smart and industrial IoT systems to identify spoofing, tampering, privacy, and denial-of-service risks with secure design mitigations.

ICS Security STRIDE LINDDUN Threat Modeling

IoT Cloud Security & Privacy Threat Modeling

Analyzed IoT cloud security and privacy risks using STRIDE and LINDDUN threat models, with mitigations for spoofing, tampering, DoS, and data exposure in smart home devices.

IoT Security STRIDE LINDDUN Threat Modeling
ICS security lab penetration testing

From Water Plant to Swimming Pool: Full ICS Exploitation

Full ICS pentest: chained RDP, exposed CCTV, and plaintext credentials to access the engineering workstation. Modified PLC logic and disabled alarms.

ICS Security SCADA RDP TIA Portal PLC HMI