基于神经网络的事件触发的适应性安全,耐故障的封闭控制,用于在拒绝服务攻击下的非线性多代理系统
Xiangjun Wu1, Shuo Ding1, Ning Zhao1
1College of Control Science and Engineering, Bohai University, Jinzhou, Liaoning 121013, China.
概括
本研究介绍了一种基于神经网络的安全控制方法,用于面临故障和拒绝服务 (DoS) 攻击的非线性多代理系统 (MAS). 拟议的方法确保追随者汇聚到领导者定义的凸船体,增强系统安全性和性能.
科学领域:
- 控制系统工程 控制系统工程
- 人工智能的人工智能
- 网络安全 网络安全
背景情况:
- 非线性多代理系统 (MAS) 面临着传感器输出触发,多个故障和拒绝服务 (DoS) 攻击的挑战.
- 后退理论与来自触发的传感器输出的非可区分的虚拟控制信号作斗争.
研究的目的:
- 为非线性MAS开发一个事件触发的自适应安全耐故障的封闭控制.
- 在非线性MAS中同时解决多个故障和DoS攻击.
主要方法:
- 使用一个交换神经网络估计器与间歇性输出信号,以进行第一阶导出状态估计.
- 使用估计状态构建一级可微分的虚拟控制规律.
- 采用动态过技术,防止虚拟控制规律的重复差异化.
主要成果:
- 设计的控制器有效地弥补了系统故障和DoS攻击.
- 每个追随者代理汇聚到由领导者代理定义的动态凸船体.
- 模拟结果验证了拟议的控制方法的有效性.
结论:
- 拟议的基于神经网络的事件触发的自适应控制对非线性MAS的安全容错制是有效的.
- 该方法成功地处理传感器输出触发,多个故障和DoS攻击.
相关概念视频
Zones of Protection
352
In power systems, the entire setup is divided into protective zones to isolate faults and protect the rest of the network. These zones include generators, transformers, buses, transmission lines, distribution lines, and motors. Each zone can be visualized as a separate room in a house, with each room protected by its own circuit breaker.
Protective zones are defined by closed dashed lines, containing one or more components. A key characteristic of these zones is the strategic placement of...
Protective zones are defined by closed dashed lines, containing one or more components. A key characteristic of these zones is the strategic placement of...
352
Elastic Collisions: Case Study
14.4K
Elastic collision of a system demands conservation of both momentum and kinetic energy. To solve problems involving one-dimensional elastic collisions between two objects, the equations for conservation of momentum and conservation of internal kinetic energy can be used. For the two objects, the sum of momentum before the collision equals the total momentum after the collision. An elastic collision conserves internal kinetic energy, and so the sum of kinetic energies before the collision equals...
14.4K
Distributed Loads: Problem Solving
743
Beams are structural elements commonly employed in engineering applications requiring different load-carrying capacities. The first step in analyzing a beam under a distributed load is to simplify the problem by dividing the load into smaller regions, which allows one to consider each region separately and calculate the magnitude of the equivalent resultant load acting on each portion of the beam. The magnitude of the equivalent resultant load for each region can be determined by calculating...
743
Masking and Demasking Agents
2.7K
EDTA titrations may necessitate masking and demasking agents to temporarily protect a particular metal ion in a mixture from the EDTA reaction. These agents facilitate the sequential analysis of the metal ions by forming stable complexes with some—but not all—metal ions during certain steps.
There are many masking agents, such as cyanide, fluoride, triethanolamine, thiourea, and 2,3-bis(sulfanyl)propan-1-ol (formerly 2,3-dimercapto-1-propanol), with the masking agent chosen based on...
There are many masking agents, such as cyanide, fluoride, triethanolamine, thiourea, and 2,3-bis(sulfanyl)propan-1-ol (formerly 2,3-dimercapto-1-propanol), with the masking agent chosen based on...
2.7K
Elastic Collisions: Introduction
13.1K
An elastic collision is one that conserves both internal kinetic energy and momentum. Internal kinetic energy is the sum of the kinetic energies of the objects in a system. Truly elastic collisions can only be achieved with subatomic particles, such as electrons striking nuclei. Macroscopic collisions can be very nearly, but not quite, elastic, as some kinetic energy is always converted into other forms of energy such as heat transfer due to friction and sound. An example of a nearly...
13.1K
Multimachine Stability
234
Multimachine stability analysis is crucial for understanding the dynamics and stability of power systems with multiple synchronous machines. The objective is to solve the swing equations for a network of M machines connected to an N-bus power system.
In analyzing the system, the nodal equations represent the relationship between bus voltages, machine voltages, and machine currents. The nodal equation is given by:
In analyzing the system, the nodal equations represent the relationship between bus voltages, machine voltages, and machine currents. The nodal equation is given by:
234

