一个用于物联网的合作入侵检测系统,使用卷积神经网络和黑洞优化
Peiyu Li1,2, Hui Wang1,2, Guo Tian1
1Network and Informatization Office, Henan University of Science and Technology, Luoyang 471023, China.
Sensors (Basel, Switzerland)
|August 10, 2024
概括
本研究介绍了用于物联网 (IoT) 网络的合作入侵检测系统 (IDS). 它通过使用黑洞优化和卷积神经网络来提高安全性,以准确检测威胁.
科学领域:
- 网络安全 网络安全
- 网络安全 网络安全
- 人工智能的人工智能
背景情况:
- 传统的入侵检测系统 (IDS) 由于集中设计,对物联网 (IoT) 网络无效.
- 越来越复杂的透技术需要现代通信网络的先进安全解决方案.
研究的目的:
- 为物联网环境设计了一种新的,合作式的入侵检测方法.
- 提高物联网通信中威胁检测的准确性和效率.
主要方法:
- 利用黑洞优化 (BHO) 来选择关键的通信属性.
- 开发了一种基于矩阵的通信属性描述方法.
- 实现了软件定义网络 (SDN),将网络分成子网络,每个子网络都由控制器节点监控.
- 在子网络内使用并行组合的卷积神经网络 (PCNN) 进行威胁识别.
- 整合了控制器节点之间合作决策的多数投票机制.
主要成果:
- 拟议的合作战略实现了高检测准确性:NSLKDD数据集上的99.89%,NSW-NB15数据集上的97.72%.
- 与以前的入侵检测方法相比,显示了0.6%的最低改善.
- 验证了BHO在特征选择和PCNN在物联网安全威胁分析中的有效性.
结论:
- 新型合作入侵检测方法显著提高物联网网络的安全性.
- 整合BHO,SDN,PCNN和多数投票提供了一个强大的解决方案,用于检测复杂的网络攻击.
- 这些发现突出了合作性,人工智能驱动系统对未来网络安全挑战的潜力.
相关概念视频
Detection of Black Holes
2.2K
Although black holes were theoretically postulated in the 1920s, they remained outside the domain of observational astronomy until the 1970s.
Their closest cousins are neutron stars, which are composed almost entirely of neutrons packed against each other, making them extremely dense. A neutron star has the same mass as the Sun but its diameter is only a few kilometers. Therefore, the escape velocity from their surface is close to the speed of light.
Not until the 1960s, when the first neutron...
Their closest cousins are neutron stars, which are composed almost entirely of neutrons packed against each other, making them extremely dense. A neutron star has the same mass as the Sun but its diameter is only a few kilometers. Therefore, the escape velocity from their surface is close to the speed of light.
Not until the 1960s, when the first neutron...
2.2K
Classification of Systems-I
177
Linearity is a system property characterized by a direct input-output relationship, combining homogeneity and additivity.
Homogeneity dictates that if an input x(t) is multiplied by a constant c, the output y(t) is multiplied by the same constant. Mathematically, this is expressed as:
Homogeneity dictates that if an input x(t) is multiplied by a constant c, the output y(t) is multiplied by the same constant. Mathematically, this is expressed as:
177
Classification of Systems-II
137
Continuous-time systems have continuous input and output signals, with time measured continuously. These systems are generally defined by differential or algebraic equations. For instance, in an RC circuit, the relationship between input and output voltage is expressed through a differential equation derived from Ohm's law and the capacitor relation,
137
Machines: Problem Solving II
303
Machines are complex structures consisting of movable, pin-connected multi-force members that work together to transmit forces. Consider a lifting tong carrying a 100 kg load. It comprises movable sections DAF and CBG linked together with member AB.
303
Machines: Problem Solving I
310
A toggle clamp is a mechanical device commonly used for holding and clamping objects in various applications, such as woodworking, metalworking, and assembly operations. Consider a toggle clamp subjected to a force of 200 N at the handle. The vertical clamping force can be calculated, provided the dimensions of the toggle clamp are known.
The toggle clamp system is a machine structure consisting of movable, pin-connected multi-force members that form a stabilized system to transmit forces. The...
The toggle clamp system is a machine structure consisting of movable, pin-connected multi-force members that form a stabilized system to transmit forces. The...
310
Collisions in Multiple Dimensions: Problem Solving
3.7K
In multiple dimensions, the conservation of momentum applies in each direction independently. Hence, to solve collisions in multiple dimensions, we should write down the momentum conservation in each direction separately. To help understand collisions in multiple dimensions, consider an example.
A small car of mass 1,200 kg traveling east at 60 km/h collides at an intersection with a truck of mass 3,000 kg traveling due north at 40 km/h. The two vehicles are locked together. What is the...
A small car of mass 1,200 kg traveling east at 60 km/h collides at an intersection with a truck of mass 3,000 kg traveling due north at 40 km/h. The two vehicles are locked together. What is the...
3.7K


