基于元启发式技术 (PSO & GA) 的MPPT算法,旨在提高风能水系统的性能
Abdelhak Bouchakour1, Laid Zarour2, Noureddine Bessous3
1Unité de Recherche Appliquée en Energies Renouvelables, URAER, Centre de Développement des Energies Renouvelables, CDER, 47133, Ghardaïa, Algeria.
Scientific reports
|August 2, 2024
概括
本研究比较了四种改进风能转换系统 (WECS) 用于抽水的方法. 优化模糊逻辑控制显著提高了与传统方法相比的发电.
科学领域:
- 可再生能源系统可再生能源系统
- 控制工程 控制工程 控制工程
背景情况:
- 风能转换系统 (WECS) 正在迅速发展可再生能源.
- 使用WECS用于抽水提供了一个经济的替代电网电力.
- 永久磁铁同步发电机在WECS中通常用于高效发电.
研究的目的:
- 为了比较分析四种最近的技术,以提高WECS在水应用.
- 评估优化模糊逻辑控制与用于最大化发电的传统方法的有效性.
主要方法:
- 使用Matlab/Simulink模拟进行了一项比较研究.
- 评估了四种控制技术:优化的模糊逻辑控制 (使用遗传算法和粒子群优化) 和传统的 Perturb 和观察最大功率点跟踪 (MPPT) 方法.
- 性能是根据输出电压,电流,功率波形,中间电路电压和发电机转速来评估的.
主要成果:
- 优化的 Fuzzy 逻辑控制在最大化发电方面表现出卓越的性能.
- 模拟结果验证了拟议的控制策略的有效性.
- 分析了诸如输出电压,电流,功率和发电机转速等关键性能指标.
结论:
- 应用的控制策略,特别是优化的模糊逻辑控制,对于改善水系统中的WECS是有效的.
- 这项研究强调了先进的控制技术在增强可再生能源应用方面的潜力.
- 进一步的研究可以探索现实世界的实施和长期绩效分析.
相关概念视频
Application of the Energy Equation
969
The application of the energy equation to centrifugal pumps is a fundamental principle in fluid dynamics and engineering. In this scenario, the energy equation is used to calculate the flow rate of a centrifugal pump responsible for transferring water between two reservoirs at different elevations. The pump applies an energy input of 7500 joules per second, and the vertical difference between the lower and upper reservoirs is 10 meters. Additionally, the head loss due to friction and other...
969
Time-Domain Interpretation of PD Control
86
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...
86
Turbine-Governor Control
187
Turbine-governor control is crucial for maintaining power system stability by balancing turbine mechanical power output with electrical load demand. This mechanism ensures that generator frequency and rotor speed are within acceptable limits during load variations. Turbine-generator units store kinetic energy due to their rotating masses; this energy is released to meet the load requirement when the load increases. The electrical torque of turbines rises to meet the demand, whereas the...
187
PID Controller
113
Proportional-Integral-Derivative (PID) controllers are widely used in various control systems to enhance stability and performance. In a thermostat, it adjusts heating or cooling based on the temperature difference between the actual and desired levels. They are often used in automotive speed systems, effectively managing sudden speed changes while maintaining a constant speed under varying conditions. On the other hand, PI controllers, commonly employed in voltage regulation, enhance stability...
113
PI Controller: Design
238
Proportional Integral (PI) controllers are a fundamental component in modern control systems, widely used to enhance performance and mitigate steady-state errors. They are particularly effective in applications such as automatic brightness adjustment on smartphones, where they excel at mitigating steady-state errors for step-function inputs. Unlike PD controllers, which require time-varying errors to function optimally, PI controllers leverage their integral component to address residual...
238
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving
47
Mechanistic models play a crucial role in algorithms for numerical problem-solving, particularly in nonlinear mixed effects modeling (NMEM). These models aim to minimize specific objective functions by evaluating various parameter estimates, leading to the development of systematic algorithms. In some cases, linearization techniques approximate the model using linear equations.
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
47


