一种用于工业无线网格网络的新型混合哈里斯霍克算术优化算法
P Arun Mozhi Devan1, Rosdiazli Ibrahim1, Madiah Omar2
1Department of Electrical and Electronic Engineering, Universiti Teknologi PETRONAS, Seri Iskandar 32610, Malaysia.
一种新的混合优化算法Harris Hawk-Arithmetic Optimization Algorithm (HHAOA),可以增强工业无线网络和压力控制. 它提高了效率和可靠性,减少了网络拥堵和控制系统结算时间.
科学领域:
- 计算智能是一种计算智能.
- 网络优化 网络优化
- 过程控制 过程控制
背景情况:
- 工业无线网格网络 (WMN) 面临着连接性差和拥堵等挑战.
- 实时过程控制系统需要强大而准确的优化,以提高效率.
- 现有的优化技术与过早的融合和低准确度等问题作斗争.
研究的目的:
- 为了引入一种新的混合哈里斯霍克算术优化算法 (HHAOA).
- 为了提高工业WMN和实时压力过程控制的性能.
- 解决现有优化方法的局限性.
主要方法:
- 开发了一种混合的哈里斯霍克算术优化算法 (HHAOA).
- 对其他算法 (AOA,MFO,SCA,GWO,HHO) 的基准函数进行评估的HHAOA.
- 应用HHAOA到工业WMN模拟和实时压力过程控制系统.
主要成果:
- 与其他算法相比,HHAOA在融合速度,准确性和稳定性方面表现出卓越的表现.
- 实现了WMN路由器的31.7%的减少,改善了连接性并减少了拥堵.
- 优化的分数顺序预测PI (FOPPI) 控制器导致了最小的超额和53.244%更快的结算时间.
结论:
- HHAOA算法显著提高了工业WMN的效率和可靠性.
- HHAOA 改进了实时压力过程控制系统,这对于工业自动化至关重要.
- 这种混合方法为复杂的工业优化问题提供了有希望的解决方案.
更多相关视频
11:53Spatial Multiobjective Optimization of Agricultural Conservation Practices using a SWAT Model and an Evolutionary Algorithm
Published on: December 9, 2012
10:36Author Spotlight: Optimization of Airflow Velocities in Battery Cooling Systems for Enhanced Thermal Performance and Reduced Energy Consumption
Published on: November 3, 2023
相关概念视频
Mesh Analysis for AC Circuits
The process of harmonizing these impedances begins with a clear understanding of the input and output signals. Once these signals are known, the...
Mesh Analysis
A fundamental concept in mesh analysis is the definition of meshes and mesh currents. A mesh is a closed...
Ampere-Maxwell's Law: Problem-Solving
To solve the problem, we can use the equations from the analysis of an RC circuit and Maxwell's version of Ampère's law.
For the first part of...
Distributed Loads: Problem Solving
Mesh Analysis with Current Sources
Current Source in One Mesh: The analysis process is straightforward when a current source is found in only one mesh within the circuit. Mesh currents are assigned as usual, with the mesh containing the current source excluded from the analysis. Kirchhoff's voltage law...
Fast Decoupled and DC Powerflow
