机器学习辅助的废水处理厂与建造湿地的综合系统提供了最佳的决策
Wei Dai1, Ji-Wei Pang2, Ying-Jun Zhao3
1State Key Laboratory of Urban Water Resource and Environment, School of Environment, Harbin Institute of Technology, Harbin 150090, China.
Bioresource technology
|March 29, 2024
概括
本研究为优化废水处理厂 (WWTP) 和建筑湿地 (CW) 提供了一个有效的框架. 这种方法可以降低能源消耗或建筑成本,同时确保高废水质量.
科学领域:
- 环境工程 环境工程
- 水处理技术水处理技术
- 生态工程生态工程生态工程
背景情况:
- 废水处理厂 (WWTP) 和建筑湿地 (CW) 的联合系统对于有效的废水管理至关重要.
- 传统的设计和运营策略经常面临效率,成本和环境影响之间的权衡.
- 优化这些集成系统需要先进的建模和决策工具.
研究的目的:
- 开发和验证一个有效的框架,以优化WWTP-CW系统的综合设计和运行.
- 确定能源消耗,废水质量和建筑成本之间的最佳权衡.
- 分析WWTP和CW组件的污染物去除贡献.
主要方法:
- 一个WWTP模型与一个CW模型的合.
- 使用多目标进化算法进行优化.
- 对决策变量范围和优化策略影响的分析.
主要成果:
- 实现了WWTP能源消耗降低27%,CW成本降低44%.
- 确保遵守中国严格的废水排放标准.
- 确定可行的操作范围和量化对污染物降解的组件贡献.
结论:
- 拟议的框架为优化联合WWTP-CW系统提供了高效和成本效益的解决方案.
- 该方法促进了可持续废水管理的知情决策.
- 这种综合优化方法提高了整体系统性能和环境保护.
相关概念视频
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving
53
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...
53
Laminar Flow
1.0K
Laminar flow represents a smooth, orderly fluid motion where particles move along parallel paths, resulting in minimal mixing between layers. Streamlined particle paths characterize this flow regime and occur under conditions where viscous forces dominate over inertial forces. The distinction between laminar, transitional, and turbulent flow is primarily determined by the Reynolds number, a dimensionless quantity calculated as:
1.0K
Typical Model Studies
358
Fluid mechanics model studies often utilize scaled-down systems to predict fluid behavior in full-scale environments, such as river flows, dam spillways, and structures interacting with open surfaces. Maintaining Froude number similarity in river models is crucial, as it replicates surface flow features like wave patterns and velocities.
358


