Threat Modeling and Attack Surface Analysis of IoT-Enabled Controlled Environment Agriculture Systems
Andrii Vakhnovskyi
- 发表年份
- 2026
- 访问权限
- 开放获取
摘要
The United States designates Food and Agriculture as one of sixteen critical infrastructure sectors, yet no mandatory cybersecurity requirements exist for agricultural operations and no formal threat model has been published for Controlled Environment Agriculture (CEA) systems. This paper presents the first comprehensive threat model for IoT-enabled CEA, applying STRIDE analysis, MITRE ATT&CK for ICS mapping, and IEC 62443 zone-and-conduit decomposition to a production platform deployed across 30+ commercial facilities in 8 U.S. climate zones. We enumerate 123 unique threats across 25 data-flow-diagram elements spanning 15 communication protocols, 10 of which operate with zero authentication or encryption by design. We identify five novel attack classes unique to AI-driven CEA: stealth destabilization of neural-network-tuned PID controllers, baseline drift poisoning of anomaly detectors, cross-facility propagation via federated transfer learning, adversarial agronomic schedules that exploit crop biology rather than computational models, and reward poisoning of reinforcement-learning energy optimizers. Physical impact analysis quantifies crop loss timelines from minutes (aeroponics) to days, including worker safety hazards from CO2 injection manipulation. A survey of 10 commercial CEA vendors reveals only one CVE ever issued, zero bug bounty programs, and zero IEC 62443 certifications. We propose a defense-in-depth countermeasure framework and recommend Security Level 2 as a minimum baseline.
关键词
相关论文
面向大型复杂构件的移动机器人辅助磨削技术综述
Yusen Li, Ziwei Wang, Xiangye Zhu 等 12 位作者
Robotics and Computer-Integrated Manufacturing · 2026
基于物理信息与机器学习的五轴铣削TC4钛合金刀具磨损融合预测模型
Shaoqing Qin, Lida Zhu, Yanpeng Hao 等 10 位作者
Robotics and Computer-Integrated Manufacturing · 2026
通过新型压电主动阻尼刀柄提升机器人铣削质量
Bo Li, Yuanbo Zhao, Huijie Xiao 等 6 位作者
Robotics and Computer-Integrated Manufacturing · 2026
一种利用磁致非线性宽带多向被动减振器抑制机器人铣削低频颤振的新方法
Hao Li, Yuhui Yu, Rui Fu 等 6 位作者
Robotics and Computer-Integrated Manufacturing · 2026