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Error-enhanced aadaptive disturbance rejection control for high-frequency response pilot-operated electro-hydraulic proportional directional valve 高频响应先导式电液比例换向阀误差增强自适应抗扰控制
IF 2.7 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-18 DOI: 10.1016/j.flowmeasinst.2025.103159
Yanchao Li , Ruichuan Li , Junru Yang , Jiangcheng Hu
The high-frequency response pilot-operated electro-hydraulic proportional directional valve (HFRPPV) is a hydraulic component with high response speed and high precision, which is widely used in construction machinery, agricultural machinery equipment and large-scale power platforms. Given the nonlinearity, uncertainty, and susceptibility to interference inherent in HFRPPV, the active disturbance rejection control (ADRC) strategy exhibits excellent control performance. To address the problems of traditional ADRC, including poor compensation effect, large system errors caused by mismatch, and the contradiction between dynamic performance and steady-state error, this paper designs a disturbance estimation dynamic integral module and proposes an error-enhanced adaptive disturbance rejection control (EEADRC) strategy. First, the working principle of HFRPPV is analyzed. Then, the mathematical models and simulation models of both HFRPPV and the EEADRC are established. Subsequently, a comparative analysis of ADRC and EEADRC is conducted in terms of control precision and anti-interference ability, and experiments are carried out to verify the accuracy and reliability of the simulation models. The results show that during continuous step changes, the displacement errors of EEADRC were reduced by 1.40 %, 0.34 % and 0.6 % respectively, and the relative displacement error decreased by 78 %, 50.75 % and 42.86 % respectively. Following the application of identical external disturbances, EEADRC is more anti-interference than ADRC. Moreover, when the external disturbance is removed, EEADRC can restore the main spool displacement to its pre-disturbance position, demonstrating stronger anti-interference and adaptive capabilities. Both simulation and experimental results confirm the effectiveness of the proposed control strategy. Since this control strategy does not rely on the mathematical model of the controlled object, it is universally applicable to various controlled objects. The control strategy proposed in this paper effectively solves the inherent defects of traditional ADRC and holds significant theoretical innovation and application value.
高频响应先导式电液比例换向阀(HFRPPV)是一种响应速度快、精度高的液压元件,广泛应用于工程机械、农机设备和大型动力平台。考虑到HFRPPV固有的非线性、不确定性和易受干扰的特性,自抗扰控制(ADRC)策略表现出优异的控制性能。针对传统自抗扰控制器补偿效果差、失配导致系统误差大、动态性能与稳态误差矛盾等问题,设计了扰动估计动态积分模块,提出了一种误差增强自适应自抗扰控制(EEADRC)策略。首先,分析了HFRPPV的工作原理。然后分别建立了HFRPPV和EEADRC的数学模型和仿真模型。随后,对ADRC和EEADRC的控制精度和抗干扰能力进行了对比分析,并通过实验验证了仿真模型的准确性和可靠性。结果表明,在连续阶跃变化过程中,EEADRC的位移误差分别减小了1.40%、0.34%和0.6%,相对位移误差分别减小了78%、50.75%和42.86%。在相同的外部干扰下,EEADRC比ADRC具有更强的抗干扰能力。此外,当外界干扰消除后,EEADRC可以将主阀芯位移恢复到干扰前的位置,表现出更强的抗干扰和自适应能力。仿真和实验结果验证了所提控制策略的有效性。由于该控制策略不依赖于被控对象的数学模型,因此普遍适用于各种被控对象。本文提出的控制策略有效地解决了传统自抗扰控制器的固有缺陷,具有重要的理论创新和应用价值。
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引用次数: 0
The established differential pressure model for binary fire extinguishing agent enables accurate concentration measurement 建立了二元灭火剂的压差模型,实现了精确的浓度测量
IF 2.7 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-16 DOI: 10.1016/j.flowmeasinst.2025.103162
Rui Chen, Song Lu, Hui Shi, Qiyong Zhou, Heping Zhang
Accurate concentration detection technology for binary blend fire extinguishing agents is critical for advancing halon replacement and evaluating the performance of binary fire suppression systems, but the concentration measurement of binary fire extinguishing agents remains unknown. Based on the differential pressure principle, this study established a general theoretical expression for the differential pressure model of binary fire extinguishing agents. The calculated differential pressure values derived from this expression were basically consistent with the theoretical values. To validate the model's accuracy, concentration measurement experiments were conducted at various volume ratios. These experiments demonstrated strong agreement between the normalized experimental and theoretical values. Furthermore, partial correlation analysis revealed that the volume ratio exerted a greater influence on the correction coefficient between the theoretical and experimental models than the concentration. To assess practical applicability, discharge test was performed. Consequently, this study proposed a concentration measurement model for binary fire extinguishing agents based on the differential pressure principle, achieving precise concentration measurement.
精确的二元混合灭火剂浓度检测技术对于推进哈龙替代和评估二元灭火系统的性能至关重要,但二元灭火剂浓度的测量仍然是未知的。本研究基于压差原理,建立了二元灭火剂压差模型的一般理论表达式。由该表达式得到的压差计算值与理论值基本一致。为了验证模型的准确性,进行了不同体积比下的浓度测量实验。这些实验证明了归一化的实验值与理论值之间的强烈一致性。偏相关分析表明,体积比对理论模型与实验模型修正系数的影响大于浓度。为评价其实用性,进行了放电试验。因此,本研究提出了基于压差原理的二元灭火剂浓度测量模型,实现了精确的浓度测量。
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引用次数: 0
Structural optimization study of portable triangular central baffle flume based on backpropagation neural network and non-dominated sorting genetic algorithm II 基于反向传播神经网络和非支配排序遗传算法的便携式三角形中央挡流水槽结构优化研究II
IF 2.7 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-15 DOI: 10.1016/j.flowmeasinst.2025.103163
Fuyou Wang , Hongfei Tao , Xingchen Guo , Yumin Yang , Mahemujiang Aihemaiti , Qiao Li , Youwei Jiang , Peng Jin , Junbo Li
Accurate measurement of water discharge in open channels is essential for advancing water-saving agriculture. Investigating the hydraulic performance of flow measurement devices and optimising their structure can significantly enhance water resource utilisation efficiency in irrigation districts. The portable triangular central baffle flume (TCBF), characterized by its simple design and ease of promotion is a practical solution for open-channel flow measurement. However, the optimal structural parameters for its operation and the significance order of factors influencing its hydraulic performance remain underexplored. This study selected head loss, backwater height, and upstream Froude number as evaluation criteria. A comprehensive physical experiment was conducted with six flow rates (0.031–0.093 m3/s), four guide wall entrance angles (45°–90°), and three shrinkage ratios (0.375–0.625). The experimental data were analysed using range and variance analyses. Prediction models for head loss, backwater height, and upstream Froude number were developed using both Buckingham's π-theorem of quantitative analysis and backpropagation (BP) neural network methods. The optimal structural parameters for TCBF were determined by integrating the non-dominated sorting genetic algorithm-II (NSGA-II) with the technique for order of preference by similarity to the ideal solution (TOPSIS) method. The results reveal that the significance order of factors affecting head loss, backwater height, and upstream Froude number is consistent: shrinkage ratio > flow rate > guide wall entrance angle. Compared to Buckingham's π-theorem of quantitative analysis, the BP neural network-based prediction models demonstrated superior performance for the three evaluation criteria, with higher coefficient of determination (R2), lower root mean square error (RMSE), and reduced mean relative error (MRE). Within the experimental scope, the optimal structural parameters for TCBF were identified as a shrinkage ratio of 0.55 and a guide wall entrance angle of 60°. These findings provide valuable insights for predicting flowmeter performance and optimising its structure, contributing significantly to the advancement of water-saving agriculture.
明渠排水量的准确计量是推进节水农业的必要条件。研究流量测量装置的水力性能并对其结构进行优化,可以显著提高灌区水资源利用效率。便携式三角形中央挡板水槽(TCBF)具有设计简单、易于推广的特点,是一种实用的明渠流量测量解决方案。但其运行的最优结构参数和影响其水力性能因素的重要顺序仍未得到充分的研究。本研究选取水头损失、回水高度和上游弗劳德数作为评价标准。采用6种流量(0.031 ~ 0.093 m3/s)、4种导壁入口角(45°~ 90°)、3种收缩率(0.375 ~ 0.625)进行综合物理实验。实验数据采用极差和方差分析进行分析。利用定量分析的Buckingham π定理和BP神经网络方法,建立了水头损失、回水高度和上游弗劳德数的预测模型。将非支配排序遗传算法- ii (NSGA-II)与理想解相似性优先排序技术(TOPSIS)相结合,确定了TCBF的最优结构参数。结果表明:水头损失、回水高度、上游弗劳德数影响因素的显著性顺序一致:收缩比>;流量>;导壁入口角;与定量分析中的Buckingham π定理相比,基于BP神经网络的预测模型具有较高的决定系数(R2)、较低的均方根误差(RMSE)和较低的平均相对误差(MRE)。在试验范围内,确定了TCBF的最佳结构参数为收缩比0.55,导壁入口角60°。这些发现为预测流量计性能和优化其结构提供了有价值的见解,对节水农业的发展有重要贡献。
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引用次数: 0
Investigation of the runner water film hydraulic instability and structural crack on the Pelton turbine runner 水轮机转轮水膜水力失稳及结构裂缝研究
IF 2.7 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-13 DOI: 10.1016/j.flowmeasinst.2025.103160
Hong Hua , Chenzhuo Ning , Lihao Li , Jiaxing Lu , Tingyi Shen , Xiaobing Liu
Pelton turbines are widely recognized as a primary form of high-head hydraulic machinery crucial for sustainable energy production. This research aims to investigate the influence of water film characteristics on the hydraulic performance and structural integrity of Pelton turbines through numerical simulation. The accuracy of the numerical simulation method was initially validated through experimental verification. Subsequently, the flow pattern of the water film during bucket rotation was examined, and the effects of parameters such as coverage area and thickness of the water film on bucket torque were analyzed. Meanwhile, the relationship between the shape of the water film, the velocity of the jet and the direction of the flow in the bucket and the pressure pulsation of the key nodes on the surface of the bucket was established. Ultimately, the results of unsteady flow were loaded onto the solid surface of the runner to explore the water film and solid interaction through fluid-structure coupling, which is revealed that the most prone to crack and break part of the bucket is the top of the bucket, providing valuable basis for the design and maintenance of Pelton turbine.
Pelton涡轮机被广泛认为是高水头水力机械的主要形式,对可持续能源生产至关重要。本研究旨在通过数值模拟研究水膜特性对水轮机水力性能和结构完整性的影响。通过实验验证,初步验证了数值模拟方法的准确性。随后,研究了水膜在铲斗旋转过程中的流动规律,分析了水膜覆盖面积、厚度等参数对铲斗扭矩的影响。同时,建立了水膜形状、射流速度和桶内流动方向与桶表面关键节点压力脉动之间的关系。最终将非定常流动结果加载到转轮的固体表面上,通过流固耦合探索水膜与固体的相互作用,揭示了桶体最容易出现裂纹和断裂的部位是桶体顶部,为水轮机的设计和维护提供了有价值的依据。
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引用次数: 0
Topology optimization-driven enhancement of mass transfer and mixing performance in microchannel reactors 拓扑优化驱动的微通道反应器传质和混合性能增强
IF 2.7 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-11 DOI: 10.1016/j.flowmeasinst.2025.103158
Shiqi Zhao , Jiashuo Tan , Haodong Wang , Jun Yuan , Ting Zeng , Tengfei Tang
Efficient mixing is crucial for process intensification in microchannel reactors, yet it remains notoriously difficult to achieve under laminar flow conditions, where mixing relies solely on slow molecular diffusion. While passive micromixers offer a practical solution, their empirical designs are fundamentally limited by predefined geometries. To overcome this limitation, we present a topology optimization-based framework that automatically generates optimal flow paths by coupling the Navier-Stokes and advection-diffusion equations. The optimization objective was to maximize the mixing quality factor (MQ) under a specified pressure drop constraint (ΔP). The resulting native 3D topology-optimized mixer achieves a near-perfect mixing quality of 99.824 % at ΔP = 30 Pa—a performance nearly five times greater than a conventional baffle-type mixer (17 % MQ). Furthermore, the 3D-reconstructed model from 2D optimization yields a four-fold improvement (68.251 % MQ), demonstrating a computationally efficient pathway to significant performance gains. This work establishes a novel collaborative 2D/3D design strategy that moves beyond trial-and-error paradigms, providing a systematic foundation for the design of next-generation micromixers.
在微通道反应器中,高效的混合是过程强化的关键,但在层流条件下,混合完全依赖于缓慢的分子扩散,仍然很难实现。虽然无源微混频器提供了一个实用的解决方案,但它们的经验设计从根本上受到预定义几何形状的限制。为了克服这一限制,我们提出了一个基于拓扑优化的框架,该框架通过耦合Navier-Stokes和平流-扩散方程自动生成最优流动路径。优化目标是在给定压降约束(ΔP)下最大化混合质量因子(MQ)。由此产生的本机3D拓扑优化混合器在ΔP = 30 pa时实现了近乎完美的99.824%的混合质量,这一性能几乎是传统挡板式混合器(17% MQ)的五倍。此外,2D优化的3d重建模型产生了四倍的改进(68.251% MQ),证明了计算效率的途径可以显著提高性能。这项工作建立了一种新的2D/3D协同设计策略,超越了试错模式,为下一代微混合器的设计提供了系统的基础。
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引用次数: 0
Experimental study on wind pressure control on low-rise building roofs using plasma actuation 等离子体驱动控制低层建筑屋面风压的实验研究
IF 2.7 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-06 DOI: 10.1016/j.flowmeasinst.2025.103157
Li Jianan , Li Zhengnong , Cai Qiurui , Zou Zhengtao , Li Shujin
This paper proposes a novel method to control wind pressure on the partial roof of low-rise buildings using plasma actuators, aiming to improve the building's wind resistance. A wind tunnel experiment was conducted on a low-rise building model subjected to three different wind fields in the atmospheric boundary layer, as defined in the Load Code for the Design of Building Structures (GB50009-2012). The mean local wind-pressure coefficient at the measurement points served as the analysis parameter. The results show that negative pressures on the roof's front edge, under three levels of turbulence intensity, were significantly higher than those on other parts of the roof. Subsequently, tailwind and headwind plasma actuations were applied to the roof's front edge. The effects of these methods on wind pressure were analyzed, and a comparison was made of the wind pressure distribution before and after the actuation. The findings reveal that both plasma actuation methods can alter wind pressure on the roof under varying turbulence intensities. Specifically, tailwind plasma actuation reduces negative pressure on the front edge, with the reduction increasing as turbulence intensity rises. In contrast, headwind plasma actuation increases negative pressure, but the effect diminishes with increasing turbulence intensity.
本文提出了一种利用等离子体作动器控制低层建筑部分屋面风压的新方法,旨在提高建筑物的抗风能力。按照《建筑结构设计荷载规范》(GB50009-2012)的规定,对低层建筑模型进行了三种不同大气边界层风场的风洞试验。以测点的当地平均风压系数作为分析参数。结果表明,在三种湍流强度下,车顶前缘的负压明显高于车顶其他部位的负压。随后,顺风和逆风等离子体驱动应用于车顶前缘。分析了这些方法对风压的影响,并比较了驱动前后的风压分布。研究结果表明,在不同湍流强度下,两种等离子体驱动方法都可以改变屋顶上的风压。具体来说,顺风等离子体驱动减少了前缘的负压,随着湍流强度的增加,减少量也在增加。相反,逆风等离子体驱动会增加负压,但随湍流强度的增加而减弱。
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引用次数: 0
Data reduction methods in blade cascade experiment 叶栅实验中的数据约简方法
IF 2.7 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-06 DOI: 10.1016/j.flowmeasinst.2025.103149
Terezie Kreuzová , David Šimurda , Erik Flídr , Pavel Šafařík , Martin Luxa
Data reduction methods typically used in turbomachinery linear blade cascades experiment are reviewed, analyzed, and tested from the point of view of conservativity and entropy production. The testing is performed on two types of data, channel flow data – used to allow study of simple flows without interaction of several flow phenomena – and blade cascades data. Among the datasets are those obtained experimentally but also numerically. The datasets are chosen to cover a wide range of operating regimes of blade cascades, compressor and turbine, subsonic and transonic. Results show that mean flow angles obtained by different reduction methods can differ by up to one degree. Entropy flux – directly connected to loss coefficients – is conserved only by Strictly conservative method. Momentum reduction method can increase it by tens of percent when applied to flows with large gradients, while Mass weighted averaging never increases the entropy flux, but can significantly decrease it.
从保守性和熵产生的角度对涡轮机械线性叶片叶栅实验中常用的数据约简方法进行了回顾、分析和测试。测试是在两种类型的数据上进行的,通道流动数据-用于研究没有几种流动现象相互作用的简单流动-和叶片叶栅数据。这些数据集既有实验数据,也有数值数据。选择的数据集涵盖了叶片级联、压气机和涡轮、亚音速和跨音速的广泛运行机制。结果表明,采用不同的压缩方法得到的平均气流角相差可达1度。与损失系数直接相关的熵通量仅通过严格保守方法守恒。动量约简法对梯度较大的流体可使熵通量增加数十个百分点,而质量加权平均法对熵通量没有增加作用,但能显著降低熵通量。
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引用次数: 0
Prediction of solid-liquid two-phase flow velocity in horizontal pipelines via ensemble learning 基于集成学习的水平管道固液两相流速度预测
IF 2.7 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-05 DOI: 10.1016/j.flowmeasinst.2025.103156
Lili Pang , Hanchuan Dong , Xiaotong Kong , Pan Zhang , Jianhua Feng , Lide Fang
Accurate estimation of the cross-sectional average velocity in liquid-solid two-phase flows is critical for understanding and managing multiphase transport processes. However, the complex behavior of suspensions, particularly when particle characteristics are unknown, makes accurate velocity estimation highly challenging. To overcome this limitation, this study presents a novel approach that integrates multi-frequency ultrasonic backscatter measurements with an ensemble learning framework. Unlike conventional Doppler techniques, the proposed method considers both particle-fluid interactions and varying hydraulic conditions, enabling accurate velocity prediction under partially filled regimes. A dimensionless ensemble learning model based on the Stokes number was developed, incorporating particle size, concentration, and flow parameters to improve the accuracy of cross-sectional mean liquid velocity estimation. Experimental validation and comparison with existing data verify that the proposed Gradient Boosting Tree model achieves a mean absolute percentage error below 5.21 %, with 98 % of predictions falling within a relative uncertainty of ±20 %. These results highlight that integrating multi-frequency ultrasonic backscatter technology with ensemble learning constitutes a novel and robust approach for the precise prediction of horizontal liquid-solid two-phase flow velocities.
准确估计液固两相流的横截面平均速度对于理解和管理多相输运过程至关重要。然而,悬浮液的复杂行为,特别是当颗粒特性未知时,使得准确的速度估计极具挑战性。为了克服这一限制,本研究提出了一种将多频超声后向散射测量与集成学习框架相结合的新方法。与传统的多普勒技术不同,该方法考虑了颗粒-流体相互作用和变化的水力条件,能够在部分填充状态下进行准确的速度预测。建立了一种基于Stokes数的无量纲集成学习模型,结合粒径、浓度和流量参数,提高了横截面平均液体速度估计的准确性。实验验证和与现有数据的比较验证了所提出的梯度增强树模型的平均绝对百分比误差低于5.21%,98%的预测在±20%的相对不确定性范围内。这些结果表明,将多频超声后向散射技术与集成学习相结合,为精确预测水平液固两相流速度提供了一种新颖而稳健的方法。
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引用次数: 0
Refinement of field-measured velocity profiles via CFD comparison: A case study on single-phase flow in aeration tanks 通过CFD比较改进现场测量速度剖面:以曝气池中单相流动为例
IF 2.7 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-04 DOI: 10.1016/j.flowmeasinst.2025.103154
Damla Yilmaz Çelik , Babak Vaheddoost , Egemen Aras , Rahim Şibil
The accuracy of field measurements obtained from aeration tanks is of critically important for the validation of Computational Fluid Dynamics (CFD) models. In many cases, the employed validation metrics serve as a fundamental keystone for evaluating both the credibility of experimental data and the accuracy of numerical simulations. In this study, a novel data refinement approach is developed to assess the physical plausibility of velocity measurements collected from a full-scale aeration tank. Unlike conventional validation approaches, the CFD model is utilized as a reference framework within a reverse-approach perspective to evaluate the reliability of field data. Measurement points affected by acoustic noise, surface sludge interference, and turbulence near static structures were identified and excluded through curve-fitting and statistical filtering techniques. Velocity data obtained with the help of an Acoustic Doppler Current Profiler (ADCP) across six lateral and 53 vertical layers were evaluated using the Coefficient of Determination (R2), Relative Error (RE), and Performance Index (PI) metrics. The maximum-elimination combined with polynomial fitting notably enhanced the model accuracy, reducing RE from −123 % to 20 %, increasing R2 from 0.054 to 0.96, and improving PI from 2.6 to 1.16. As a result, the refined dataset provided a more consistent and realistic representation of the flow structure and established a robust observational basis for the future calibration.
从曝气池获得的现场测量的准确性对计算流体动力学(CFD)模型的验证至关重要。在许多情况下,所采用的验证指标是评估实验数据可信度和数值模拟准确性的基本基石。在这项研究中,开发了一种新的数据细化方法来评估从全尺寸曝气池收集的速度测量的物理合理性。与传统的验证方法不同,CFD模型被用作反向方法视角下的参考框架,以评估现场数据的可靠性。通过曲线拟合和统计滤波技术,识别和排除受噪声、表面污泥干扰和静态结构附近湍流影响的测量点。利用声学多普勒电流剖面仪(ADCP)获得的6个水平层和53个垂直层的速度数据,使用决定系数(R2)、相对误差(RE)和性能指数(PI)指标进行评估。最大消除与多项式拟合的结合显著提高了模型精度,将RE从- 123%降低到20%,将R2从0.054提高到0.96,将PI从2.6提高到1.16。结果表明,精细化的数据集提供了更加一致和真实的流场结构表征,为今后的定标奠定了稳健的观测基础。
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引用次数: 0
Analysis of hydraulic characteristics of submerged gate discharge based on hybrid artificial intelligence models 基于混合人工智能模型的淹没闸门流量水力特性分析
IF 2.7 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-04 DOI: 10.1016/j.flowmeasinst.2025.103155
Dingye Cao , Guodong Li , Shanshan Li
With the expansion of water conservancy projects and the complexity of water resources scheduling problems, calculating submerged flow has become increasingly critical and challenging, and improving its computational efficiency and accuracy has become a key problem. This study analyzes the hydraulic characteristics of sluice gate submerged flow based on a long-distance water transmission project. Random Forest (RF) and its optimization algorithm Firefly Algorithm-optimized Random Forest (FA-RF) were used to build an intelligent prediction model, with performance evaluated through index and uncertainty analysis. The Sobol sensitivity analysis method is used to quantify the hydraulic parameters affecting submerged flow, identifying core parameters influencing the submerged discharge coefficient Cd. The results show that for the submerged flow, the greater downstream water depth causes stronger upstream flow disturbance. In the testing phase, the indicators of the FA-RF model are better than RF, and the mean absolute percentage error (MAPE) and root mean square error (RMSE) are reduced by 20.9 % and 24.3 %, respectively, indicating that the firefly algorithm optimizes the performance of the RF algorithm. The upstream Froude number Fr and the ratio of downstream water depth to gate opening y3/e were identified as core parameters affecting Cd. Cd increases with Fr and decreases with y3/e.
随着水利工程规模的扩大和水资源调度问题的复杂化,淹没流量的计算变得越来越关键和具有挑战性,提高其计算效率和精度已成为关键问题。以某长距离输水工程为例,分析了水闸淹没水流的水力特性。采用随机森林(Random Forest, RF)及其优化算法萤火虫算法优化随机森林(Random Forest, FA-RF)构建智能预测模型,通过指标分析和不确定性分析对模型性能进行评价。采用Sobol敏感性分析方法对影响沉水流量的水力参数进行量化,识别影响沉水流量系数Cd的岩心参数。结果表明,对于沉水流量,下游水深越大,上游水流扰动越强。在测试阶段,FA-RF模型的各项指标均优于RF,平均绝对百分比误差(MAPE)和均方根误差(RMSE)分别降低了20.9%和24.3%,表明萤火虫算法优化了RF算法的性能。确定上游弗劳德数Fr和下游水深与闸门开度之比y3/e是影响Cd的核心参数,Cd随Fr增大,随y3/e减小。
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引用次数: 0
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Flow Measurement and Instrumentation
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