一个新的架构,用于减轻AI驱动物联网环境中的尸网络威胁
Vasileios A Memos1, Christos L Stergiou1, Alexandros I Bermperis1
1Department of Applied Informatics, University of Macedonia, 54636 Thessaloniki, Greece.
Sensors (Basel, Switzerland)
|January 28, 2026
概括
本研究介绍了一种多层安全架构,用于对抗人工智能物 (AIoT) 环境中的物 (BoT) 机器人网络. 该系统提供了对不断变化的网络威胁的早期检测和可扩展的保护.
科学领域:
- 网络安全 网络安全
- 物联网的物联网,就是物联网.
- 人工智能的人工智能
背景情况:
- 人工智能物联网设备的扩散带来了重大的安全漏洞.
- 这些设备很容易被利用来形成"物联网" (Botnets of Things,BoT).
- 攻击包括DDoS,MitM和恶意软件的分布,由于资源有限和加密弱.
研究的目的:
- 提出一种新的多层架构,以减轻AIoT环境中的BoT威胁.
- 提高AIoT生态系统对复杂的网络攻击的安全态度.
- 为保护AIoT资产提供弹性和主动的框架.
主要方法:
- 实现一个多层架构,结合边缘交通检查和沙箱.
- 使用机器学习技术来分析,检测和防止可疑行为.
- 采用集中监控和自动响应以快速缓解.
主要成果:
- 证明了对尸网络活动的早期检测.
- 实现了减少错误阳性和改善了法医能力.
- 为大规模的AIoT部署提供了可扩展的保护,优于现有模型.
结论:
- 拟议的架构提供了一个全面和有弹性的解决方案来应对BoT威胁.
- 该系统确保对AIoT环境进行主动和可扩展的保护.
- 这个框架有效地解决了AIoT生态系统中不断变化的网络威胁.
相关概念视频
Stereotype Threat and Self-fulfilling Prophecies
42.4K
When we hold a stereotype about a person, we have expectations that he or she will fulfill that stereotype. A self-fulfilling prophecy is an expectation held by a person that alters his or her behavior in a way that tends to make it true. When we hold stereotypes about a person, we tend to treat the person according to our expectations. This treatment can influence the person to act according to our stereotypic expectations, thus confirming our stereotypic beliefs. Research by Rosenthal and...
42.4K
Threats to Biodiversity
27.0K
There have been five major extinction events throughout geological history, resulting in the elimination of biodiversity, followed by a rebound of species that adapted to the new conditions. In the current geological epoch, the Holocene, there is a sixth extinction event in progress. This mass extinction has been attributed to human activities and is thus provisionally called the Anthropocene. In 2019 the human population reached 7.7 billion people and is projected to comprise 10 billion by...
27.0K
Power
13.0K
The concept of work involves force and displacement; meanwhile, the work-energy theorem relates the net work done on a body to the difference in its kinetic energy, calculated between two points on its trajectory. While none of these quantities or relations involves time explicitly, we know that the time available to accomplish work is often just as important as the amount of work itself. For example, sprinters in a race may have achieved the same velocity at the finish, therefore,...
13.0K
Polymer Classification: Architecture
3.8K
Polymers are classified as linear or branched on the basis of their chain architecture. The polymer chains in linear polymers have a long chain-like structure with minimal to no branching at all. Even if a polymer features large substituent groups on the monomer, which appear as branches to the skeleton, it is not considered a branched polymer. A branched polymer contains secondary polymer chains that arise from the main polymer chain. The branching occurs when the polymer growth shifts from...
3.8K
Instantaneous Power
906
Instantaneous power is important in electrical circuits, mainly when dealing with sinusoidal input. Instantaneous power, denoted as p(t), results from the multiplication of the instantaneous voltage (v(t)) across an element and the instantaneous current (i(t)) flowing through it. This relationship adheres to the passive sign convention and represents a fundamental principle in electrical engineering.
906
Complex Power
902
Power engineers have introduced the concept of complex power to determine the cumulative effect of parallel loads. This idea plays a crucial role in power analysis because it encompasses all the details related to the power consumed by a specific load.
Complex power is defined as the multiplication of the voltage and the complex conjugate of the current. The magnitude of this power, known as apparent power, is measured in volt-amperes (VA). Notably, the angle of the complex power equates to the...
Complex power is defined as the multiplication of the voltage and the complex conjugate of the current. The magnitude of this power, known as apparent power, is measured in volt-amperes (VA). Notably, the angle of the complex power equates to the...
902


