对二级多代理系统的隐私保护共识控制:位置和速度同时扰动的方法
IEEE transactions on cybernetics
|August 15, 2025
概括
本研究介绍了多代理系统 (MAS) 的隐私保护算法,以保护代理状态. 该方法使用扰动技术来防止对手在共识控制中识别初始位置和速度.
科学领域:
- 控制理论 控制理论
- 网络安全 网络安全
- 机器人技术 机器人技术 机器人技术
背景情况:
- 多代理系统 (MAS) 在各种应用中越来越多地使用.
- 确保MAS中个体代理状态的隐私是一个关键的挑战.
- 敌人可能试图推断私人信息,如初始状态.
研究的目的:
- 开发一个隐私保护算法,用于第二级集成器MASS的共识控制.
- 为了保护合法代理商的初始位置和速度免受敌人的攻击.
- 分析隐私性能并确定隐私泄露的条件.
主要方法:
- 一个基于位置和速度同时扰动的新型隐私保护算法.
- 一个两阶段的方法:协作争取隐私和趋同达成共识.
- 基于不可区分性来分析隐私性能的系统理论框架.
主要成果:
- 在某些条件下,拟议的算法有效地保护了对内部和外部对手的隐私.
- 一个内部对手不能推断私人状态,如果代理有合法邻居.
- 隐私只会受到损害,如果代理单独与内部对手双向连接.
- 外部对手不能推断隐私,如果混增益参数是不可访问的.
结论:
- 开发的算法为MAS共识控制中的隐私保护提供了强大的解决方案.
- 系统理论分析为隐私保障提供了明确的条件.
- 模拟验证了拟议的隐私保护方法的有效性.
更多相关视频
相关概念视频
Linear Momentum in Control Volume
1.1K
Newton's second law is applied to obtain the linear momentum in a control volume in a fluid system. According to this law, the rate of change of linear momentum is equal to the sum of external forces acting on the system. When a control volume matches the fluid system at a specific moment, the forces acting on both are identical. Reynolds transport theorem helps explain this by breaking down the system's linear momentum into two components: the rate of change of linear momentum within...
1.1K
Second Order systems II
172
In an underdamped second-order system, where the damping ratio ζ is between 0 and 1, a unit-step input results in a transfer function that, when transformed using the inverse Laplace method, reveals the output response. The output exhibits a damped sinusoidal oscillation, and the difference between the input and output is termed the error signal. This error signal also demonstrates damped oscillatory behavior. Eventually, as the system reaches a steady state, the error diminishes to zero.
172
Conservation of Mass in Moving, Nondeforming Control Volume
1.1K
Stormwater detention basins are essential in managing runoff during heavy rainfall, particularly in urban areas where impervious surfaces increase the risk of flooding. Understanding the conservation of mass in these systems allows engineers to optimize basin performance, balancing inflow, outflow, and water storage.
In the context of a detention basin, the conservation of mass states that the total mass of water entering the basin must equal the mass leaving the basin plus any accumulation of...
In the context of a detention basin, the conservation of mass states that the total mass of water entering the basin must equal the mass leaving the basin plus any accumulation of...
1.1K
Second Order systems I
234
A servo system exemplifies a second-order system, featuring a proportional controller and load elements that ensure the output position aligns with the input position. The relationship between these components is described by a second-order differential equation. Applying the Laplace transform under zero initial conditions yields the transfer function, showing how inputs are converted to outputs in the system.
By reinterpreting the system, one can derive the closed-loop transfer function, which...
By reinterpreting the system, one can derive the closed-loop transfer function, which...
234
Time-Domain Interpretation of PD Control
178
Proportional-Derivative (PD) control is a widely used control method in various engineering systems to enhance stability and performance. In a system with only proportional control, common issues include high maximum overshoot and oscillation, observed in both the error signal and its rate of change. This behavior can be divided into three distinct phases: initial overshoot, subsequent undershoot, and gradual stabilization.
Consider the example of control of motor torque. Initially, a positive...
Consider the example of control of motor torque. Initially, a positive...
178
Stability of Equilibrium Configuration: Problem Solving
665
The stability of equilibrium configurations is an important concept in physics, engineering, and other related fields. In simple terms, it refers to the tendency of an object or system to return to its equilibrium position after being disturbed. The stability of an equilibrium configuration can be analyzed by considering the potential energy function of the system and examining its behavior near the equilibrium point.
Problem-solving in the context of the stability of equilibrium configuration...
Problem-solving in the context of the stability of equilibrium configuration...
665


