Discharge coefficient of vertical sluice gates with broad crested weir under free-submerged orifice flows using best subset regression

Zhuoying Cang, Dongdong Jia, Jinyang Wang, Jun Yang, Youzhi Hao, Xiaona Chen
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Abstract

Accurate calculation of flow discharge for sluice gates is essential in irrigation, water supply, and structure safety. The measurement of discharge with the requirement of distinguishing flow regimes is not conducive to application. In this study, a novel approach that considers both free and submerged flow was proposed. The energy–momentum method was employed to derive the coefficient of discharge. Subsequently, the discharge coefficient was determined through the experiment which was performed on the physical model of a vertical sluice gate with a broad-crested weir. Feature engineering, incorporating dimensional analysis, feature construction, and correlation-based selection were performed. The best subset regression method was employed to develop regression equations of the discharge coefficient with the generated features. The derived formula was applied to compute the discharge coefficient in the vertical sluice gate and determine the flow discharge. The accuracy of adopted method was assessed by comparing it with recent studies on submerged flow, and the results demonstrate that the developed approach achieves a high level of accuracy in calculating flow discharge. The coefficient of determination for the calculated flow rate is 0.993, and the root mean square percentage error is 5.04%.
采用最佳子集回归法计算自由沉没孔口流下带宽波峰堰的垂直水闸的排水系数
在灌溉、供水和结构安全方面,精确计算水闸的排水量至关重要。测量排水量时需要区分流态,这不利于应用。本研究提出了一种既考虑自由流又考虑潜流的新方法。采用能量-动量法推导出排水系数。随后,通过对带有宽顶堰的垂直水闸物理模型进行实验,确定了泄流系数。特征工程包括维度分析、特征构建和基于相关性的选择。采用最佳子集回归法,根据生成的特征建立泄流系数回归方程。得出的公式用于计算垂直水闸的排泄系数,并确定流量排泄量。通过与近期有关潜流的研究进行比较,对所采用方法的准确性进行了评估,结果表明所开发的方法在计算流量排放方面达到了较高的准确性。计算流量的确定系数为 0.993,均方根误差为 5.04%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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