对于具有不确定的动态偏差的复杂网络的最大电流波过:实现组件式事件触发传输
IEEE transactions on neural networks and learning systems
|August 21, 2023
概括
本研究介绍了一个动态事件触发过方案,用于非线性复杂网络与非高斯噪声. 最大流过器 (MCF) 有效地减少噪声影响,同时优化数据传输.
科学领域:
- 控制系统工程 控制系统工程
- 信号处理 信号处理
- 网络化系统 网络化系统
背景情况:
- 非线性复杂网络经常面临来自非高斯噪声和不确定的偏差的挑战.
- 在带宽和能源有限的联网系统中,高效的资源利用至关重要.
研究的目的:
- 为非线性复杂网络开发动态事件触发的递归过方案.
- 为了减轻非高斯噪声的影响,使用最大电流标准.
- 为了解决过应用程序中不确定的动态偏差.
主要方法:
- 为了有效的数据共享,采用了组件式动态事件触发传输 (DETT) 协议.
- 提出了一种新的基于电流的性能指数 (CBPI),以量化DETT,非线性和偏差的影响.
- 过器的增益是通过最大限度地提高CBPI来设计的,并结合了对预测误差和噪声共变率的衍生上限.
主要成果:
- 拟议的基于电流的性能指数有效地整合了系统不确定性和DETT机制.
- 动态事件触发的最大电流过器 (MCF) 显示出显著的噪声减弱能力.
- 一个说明性的例子验证了开发的MCF计划的可行性和有效性.
结论:
- 开发的动态事件触发的MCF方案为非高斯噪声下的非线性复杂网络提供了强大的解决方案.
- 各组件的DETT协议可以提高资源效率,而不会影响过性能.
- 拟议的CBPI为设计复杂系统中的事件触发过器提供了有价值的指标.
相关概念视频
Propagation of Uncertainty from Random Error
726
An experiment often consists of more than a single step. In this case, measurements at each step give rise to uncertainty. Because the measurements occur in successive steps, the uncertainty in one step necessarily contributes to that in the subsequent step. As we perform statistical analysis on these types of experiments, we must learn to account for the propagation of uncertainty from one step to the next. The propagation of uncertainty depends on the type of arithmetic operation performed on...
726
Propagation of Uncertainty from Systematic Error
554
The atomic mass of an element varies due to the relative ratio of its isotopes. A sample's relative proportion of oxygen isotopes influences its average atomic mass. For instance, if we were to measure the atomic mass of oxygen from a sample, the mass would be a weighted average of the isotopic masses of oxygen in that sample. Since a single sample is not likely to perfectly reflect the true atomic mass of oxygen for all the molecules of oxygen on Earth, the mass we obtain from this...
554
Transmission-Line Differential Equations
340
Transmission lines are essential components of electrical power systems. They are characterized by the distributed nature of resistance (R), inductance (L), and capacitance (C) per unit length. To analyze these lines, differential equations are employed to model the variations in voltage and current along the line.
Line Section Model
A circuit representing a line section of length Δx helps in understanding the transmission line parameters. The voltage V(x) and current i(x) are measured...
Line Section Model
A circuit representing a line section of length Δx helps in understanding the transmission line parameters. The voltage V(x) and current i(x) are measured...
340
Root Loci for Positive-Feedback Systems
144
The Hartley oscillator is a positive feedback system that sustains oscillations by feeding the output back to the input in phase, thereby reinforcing the signal. Positive feedback systems can be viewed as negative feedback systems with inverted feedback signals. In these systems, the root locus encompasses all points on the s-plane where the angle of the system transfer function equals 360 degrees.
The construction rules for the root locus in positive feedback systems are similar to those in...
The construction rules for the root locus in positive feedback systems are similar to those in...
144
Entropy Change in Reversible Processes
2.6K
In the Carnot engine, which achieves the maximum efficiency between two reservoirs of fixed temperatures, the total change in entropy is zero. The observation can be generalized by considering any reversible cyclic process consisting of many Carnot cycles. Thus, it can be stated that the total entropy change of any ideal reversible cycle is zero.
The statement can be further generalized to prove that entropy is a state function. Take a cyclic process between any two points on a p-V diagram.
The statement can be further generalized to prove that entropy is a state function. Take a cyclic process between any two points on a p-V diagram.
2.6K
Network Function of a Circuit
321
Frequency response analysis in electrical circuits provides vital insights into a circuit's behavior as the frequency of the input signal changes. The transfer function, a mathematical tool, is instrumental in understanding this behavior. It defines the relationship between phasor output and input and comes in four types: voltage gain, current gain, transfer impedance, and transfer admittance. The critical components of the transfer function are the poles and zeros.
321


