A hybrid IDS for aircraft is proposed using Random Forests, Isolation Forests, YARA rules, and import hashing within a zero-trust architecture. Evaluated in a virtualized multi-zone testbed, it achieves high accuracy across six aviation datasets with low resource use, enabling practical onboard cybersecurity.
shell network python3 cybersecurity intrusion-detection yara-rules malware-detection isolation-forest random-fores aviation-security network-anomaly-detection zero-trust-architecture
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Updated
Mar 12, 2026 - Python