适应式约束基于惩罚的多目标操作优化工业动态系统的复杂多约束系统的优化
IEEE transactions on cybernetics
|January 10, 2024
概括
本研究介绍了一种先进的进化算法,用于优化废水处理过程 (WWTP). 该方法增强了复杂的,时间变化的系统的多样性和融合,具有多个约束.
科学领域:
- 环境工程 环境工程
- 计算智能是一种计算智能.
- 过程控制 过程控制
背景情况:
- 废水处理过程 (WWTP) 呈现出非静止的,时间变化的动态.
- 优化WWTP涉及复杂的多重约束挑战.
- 现有的算法可能会在动态和受限制的环境中扎.
研究的目的:
- 开发一种新的算法,以优化WWTP在复杂条件下的运行.
- 提高进化算法的约束的处理效率和成功率.
- 为高性能多目标操作优化提供准确的模型保证.
主要方法:
- 提出了一个基于合成距离 (SD) 的跨代交叉的多目标进化算法.
- 引入了空间SD来评估解决方案相似性 (距离和角度).
- 实现了一个适应性惩罚算法来处理约束.
- 使用递归双线子空间识别方法用于时间变化的动态.
主要成果:
- 该算法证明了个体多样性的增强和加速的融合.
- 适应性惩罚提高了约束处理效率和成功率.
- 递归识别为优化提供了准确的模型.
- 通过测试功能和WWTP控制实验验证的有效性.
结论:
- 提出的方法对于WWTP运行优化是有效的,优越的和实用的.
- 该算法成功地解决了非静止动态和多约束挑战.
- 这种方法为复杂的环境工程问题提供了可靠的解决方案.
相关概念视频
Constraints and Statical Determinacy
608
In structural engineering, the equilibrium of a system is not only determined by its equations of equilibrium but also with the help of constraints. Constraints refer to restrictions on the motion of a system. The proper combinations of constraints can minimize the total number of constraints needed to maintain a system in mechanical equilibrium. When this happens, the system is said to be statically determinate. For such systems, the unknown reaction supports can be estimated using equilibrium...
608
Multi-input and Multi-variable systems
106
Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence...
In the absence...
106
Three-Dimensional Force System:Problem Solving
667
A three-dimensional force system refers to a scenario in which three forces act simultaneously in three different directions. This type of problem is commonly encountered in physics and engineering, where it is necessary to calculate the resultant force on the system, which can then be used to predict or analyze the behavior of the object or structure under consideration.
To solve a three-dimensional force system, first resolve each force into its respective scalar components. Do this using...
To solve a three-dimensional force system, first resolve each force into its respective scalar components. Do this using...
667
Two-Dimensional Force System: Problem Solving
579
Solving problems related to two-dimensional force systems is an essential aspect of mechanics and engineering. By applying the principles of vector analysis and force equilibrium, one can determine the effect of multiple forces acting on an object in a two-dimensional space.
The first step to solving a two-dimensional force system problem is to draw a free-body diagram of the object under consideration. This diagram helps identify all the external forces acting on the object, including their...
The first step to solving a two-dimensional force system problem is to draw a free-body diagram of the object under consideration. This diagram helps identify all the external forces acting on the object, including their...
579
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving
56
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...
56
Controller Configurations
100
Controller configurations are crucial in a car's cruise control system because they manage speed over time to maintain a consistent pace regardless of road conditions, thereby meeting design goals. In traditional control systems, fixed-configuration design involves predetermined controller placement. System performance modifications are known as compensation.
Control-system compensation involves various configurations, most commonly series or cascade compensation, in which the controller...
Control-system compensation involves various configurations, most commonly series or cascade compensation, in which the controller...
100


