分布式非凸优化用于控制具有时间合约束的水网
Bradley Jenks1, Aly-Joy Ulusoy1, Filippo Pecci2
1Civil and Environmental Engineering, Imperial College London, London, SW7 2BU UK.
概括
这项研究引入了一种优化水分网的新模型,使用分布式方法来管理压力和水质. 两级算法有效地处理复杂的问题,几乎可以实时控制.
科学领域:
- 水资源管理水资源的管理.
- 优化理论就是优化理论.
- 网络控制系统 网络控制系统
背景情况:
- 优化供水网络的压力和水质是复杂的.
- 现有的非线性解法器与时间变化的约束和大规模网络作斗争.
- 压力和水质控制之间的时间变化加剧了优化挑战.
研究的目的:
- 开发和评估一种用于优化水分网压力和水质的新型控制模型.
- 为了解决实时控制中的非凸,非线性优化问题所带来的计算挑战.
- 调查分布式优化技术的有效性,特别是乘数的交替方向方法 (ADMM).
主要方法:
- 制定一个时间合约束模型来管理时间压力变化.
- 标准ADMM方案和两级ADMM变体的实施和评估.
- 在对比水网和英国大型运营网络上的数值实验.
主要成果:
- 两级ADMM算法在所有测试的水网实例中显示出强大的融合.
- 标准ADMM在某些场景中表现出趋同问题.
- 这两种分布式ADMM算法,在适当的参数调整下,都实现了适合近乎实时控制的解决方案.
结论:
- 分布式优化,特别是双层ADMM,为计算密集的水网控制问题提供了可行的解决方案.
- 拟议的方法允许近实时 (每小时) 优化大规模的供水系统.
- 有效的参数调整对于实现分布式ADMM算法最佳性能至关重要.
相关概念视频
Design Example: Design of an Irrigation Channel
62
Trapezoidal channels are widely used in irrigation systems due to their cost-effectiveness and efficiency in conveying water. Trapezoidal channels feature a flat bottom and sloping sides, making them stable and easier to construct compared to other shapes. The bottom width and side slope ratio are determined based on the required flow capacity and site conditions. The side slope is kept gentle for unlined channels to prevent soil erosion.Hydraulic parameters in channel design include the flow...
62
Uniform Depth Channel Flow: Problem Solving
55
To calculate the flow rate for a trapezoidal channel, first, identify the bottom width, side slope, and flow depth of the channel. The cross-sectional area (A) corresponding to the depth of flow (y), channel bottom width (B), and side slope (θ) is determined by:Next, calculate the wetted perimeter, which includes the bottom width and the sloped side lengths in contact with the water. Using the values of the cross-sectional area and the wetted perimeter, determine the hydraulic radius by...
55
Design Example: Analyzing Capacity Contours for Flood Risk Assessment
39
Flood risk assessment involves careful planning and analysis to ensure the safety of communities near water retention structures. Capacity contours are a vital tool in this process, as they illustrate the potential spread of water at specific levels in a given area. In the context of building a bund across a small valley, these contours play a critical role in evaluating the safety of nearby residential areas.In this example, the bund is intended to store stormwater in the valley. The engineers...
39
Conservation of Mass in Moving, Nondeforming Control Volume
738
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...
738
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving
38
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...
38
Turbulent Flow: Problem Solving
86
Carbonation is a process used to dissolve carbon dioxide gas in a liquid, commonly used in the production of carbonated beverages. Achieving efficient carbonation requires careful control of temperature, pressure, and flow conditions. By adjusting these parameters, carbonation efficiency can be maximized, producing a higher concentration of CO2 in the liquid.
Temperature is a key factor in CO2 solubility. In this case, the CO2 gas and the liquid are cooled to 20°C. Lower temperatures...
Temperature is a key factor in CO2 solubility. In this case, the CO2 gas and the liquid are cooled to 20°C. Lower temperatures...
86


