基于分解,子模型选择和适应间隔的综合水质预测
相关实验视频
Updated: Jul 18, 2025

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Watershed Planning within a Quantitative Scenario Analysis Framework
Published on: July 24, 2016
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Tianxiang Liu1, Wen Liu2, Zihan Liu1
1Dept. of Construction Management, School of Civil and Hydraulic Engineering, Huazhong University of Science and Technology, Wuhan, Hubei, 430074, China.
Environmental research
|August 24, 2023
概括
本研究引入了一套水质预测系统 (EWQF),用于预测废水处理厂的废水质量及其不确定性. 该EWQF系统提高了预测准确性,并提供可靠的不确定性分析,以改善工厂控制.
科学领域:
- 环境工程 环境工程
- 水处理技术 水处理技术
- 预测建模预测建模
背景情况:
- 精确的废水质量预测对于废水处理厂 (WWTP) 达到水标准和优化能源使用至关重要.
- WWTPs固有的非线性使预测变得复杂,并且经常忽视预测不确定性.
- 现有的方法难以同时解决点预测准确性和预测不确定性.
研究的目的:
- 为WWTPs开发一个全新的水质预测系统 (EWQF).
- 准确预测废水质量,同时量化预测不确定性.
- 为WWTPs提供有效的前控制策略.
主要方法:
- 改进的变量模态分解 (IVMD) 用于数据预处理和降低噪声.
- 组合建模结合最佳子模型进行点预测.
- 适应性内核密度估计用于稳定间隔预测和不确定性分析.
主要成果:
- 该EWQF系统实现了优异的点预测准确度,R2 = 0.955.
- 该系统根据覆盖宽度标准 (CWC) 在各种置信级别的间隔预测中表现出最佳性能.
- EWQF有效地分析了废水质量预测的不确定性.
结论:
- 拟议的EWQF系统提供了精确的废水质量点预测.
- EWQF成功量化了预测不确定性,提供了可靠的间隔.
- 该系统提供了一个强大的解决方案,以提高WWTP的操作控制和性能.
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