PDF(1236 KB)
PDF(1236 KB)
PDF(1236 KB)
基于NSGA-Ⅱ算法的有压重力流输水系统水锤防护方案优化
Optimization of Water Hammer Protection Schemes for Pressurized Gravity-flow Water Conveyance Systems Based on NSGA-Ⅱ Algorithm
长距离重力流输水工程中水锤易致管道振动破裂,严重威胁供水安全。以新疆某地区JK输水工程为研究对象,采用多目标遗传算法(NSGA-Ⅱ)和特征线法(MOC)构建输水系统水锤防护多目标优化模型,以安全性指标和经济性指标为目标函数对优化模型求解。实例分析表明,基于NSGA-Ⅱ的优化方法可生成一系列Pareto最优方案,既能显著降低最大水锤压力(降幅约13.21%),又能有效控制防护设备规模与成本(空气罐体积减少约28.6%);优化方案C作为最终实施方案:布置7个气囊式空气罐,空气罐体积为5 000 m3,预设压力为1.2H*,连通管内径为600 mm。研究结果对长距离重力流输水系统的水锤防护设计具有理论指导意义与工程参考价值。
[Objective] Water hammer effect in long-distance gravity-flow water transmission projects threatens the safety and stability of system operation. Current research has predominantly focused either on pumped water supply systems or on the optimization of single-objective parameters. Focusing solely on either maximum-pressure control or cost minimization makes it difficult to balance safety and economy, which often leads to insufficient protection or overdesign in engineering practice. This study, based on the Xinjiang JK gravity-flow water transmission project, establishes a multi-objective optimization model for water hammer protection that integrates the multi-objective genetic algorithm with the method of characteristics (MOC). The study aims to identify the safest and most economical protection strategy. [Methods] This study employed an integrated approach combining the NSGA-II multi-objective genetic algorithm and MOC to construct a multi-objective optimization model for water hammer protection. The model incorporated 12 decision variables encompassing parameters of various protective devices and evaluated three combined protection strategies: Scheme A (air valve + unidirectional surge tank + water hammer relief valve), Scheme B (air valve + bidirectional surge tank), and Scheme C (air valve + air vessel). The maximum water hammer pressure was used as the safety indicator, while the total project cost served as the economic indicator. The multi-objective optimization model was configured with a population size of 50, a crossover probability of 0.8, and a mutation probability of 0.05. After 200 generations of iteration, the optimal Pareto front was obtained. Finally, the optimized parameters were validated through transient water hammer simulation using MOC to accurately assess maximum pressures, thereby enabling a comprehensive trade-off analysis between safety and economy across all schemes. [Results] All three protection schemes effectively reduced water hammer pressure and controlled costs.Among them,Scheme C (air valve+air vessel) delivered the best overall performance:the volume of the air vessel was reduced by 28.6%,significantly cutting project investment;the maximum water hammer pressure decreased from 135.82 m to 117.88 m,a 13.2% reduction,meeting all engineering safety requirements.Although Schemes A and B also showed improvements,Scheme A exhibited relatively weaker overall pressure control compared with Scheme C,because of the limited capability of air valves and unidirectional surge tanks to suppress positive pressure,rendering it more dependent on the relief valve.Scheme B,while demonstrating good regulatory performance,entailed higher construction costs due to the need to maintain a higher design water level,making further reduction of economic indicators challenging.Pressure envelope comparisons confirmed that all optimized schemes restricted negative pressure within the safe limit of -10 m,completely avoiding the risk of cavitation and column separation water hammer.The Pareto solution set was uniformly distributed and exhibited strong convergence,clearly revealing quantitative trade-offs between safety and economy under different preferences, thereby providing a rational and diverse decision-making framework for engineering applications. [Conclusion] The proposed model effectively reconciles the competing relationship between safety and economy, addressing a critical engineering challenge that traditional design methods have struggled to solve—simultaneous pressure control and cost optimization.Case study results show that the model generates a well-distributed and convergent Pareto-optimal solution set.Among all schemes,the combination of air valves and air vessels (Scheme C) exhibits the best comprehensive performance due to its effective regulation of both positive and negative pressures and relatively lower construction and operational costs.The model demonstrates strong generalizability and broad applicability, offering valuable theoretical guidance and practical reference for the design of water hammer protection in similar complex water transmission systems.
多目标遗传算法 / 水锤防护 / 优化模型 / 输水工程 / 防护设备
multi-objective genetic algorithm / water hammer protection / optimization model / water transmission project / protective equipment
| [1] |
黄伟, 廖晨希, 黄鑫, 等. 长距离重力流加压联合输水系统水锤防护数值模拟[J]. 长江科学院院报, 2025, 42(6): 118-123, 130.
长距离重力流输水系统在大流量输水期间需开启首部泵站加压供水,形成重力流加压联合输水,如遇事故停泵极易引起管线内水柱分离,产生弥合水锤威胁工程安全。采用特征线法对空气阀、空气阀+末端阀联合、空气阀+末端阀+溢流管联合、空气阀+空气阀调压室联合4种水锤防护方案开展水锤数值模拟。结果表明:对长距离重力流加压联合输水系统,利用末端阀关闭形成增压波无法有效改善管内负压效果,还可能带来管内最大压力超标问题;利用调压管和空气阀组合的空气阀调压室兼顾了补水和补气功能,与空气阀联合防护对于管内正、负压均有良好的防护效果,可作为长距离重力流加压输水系统的首选防护手段。
(
|
| [2] |
后小霞, 徐晓东, 石韬, 等. 糙率对长距离输水管线水力特性的影响及应对措施[J]. 长江科学院院报, 2025, 42(8): 208-216.
长距离输水管道在运行初期管线糙率一般较小,运行一定年限后糙率逐渐增大,糙率大小直接影响工程输水能力和运行安全,开展糙率对稳定运行工况和过渡过程中管线水力特性的影响研究,并提出应对糙率变化的措施是保证工程长久高效运行的必要条件。以引绰济辽工程有压管线段206 km长的PCCP管为例,采用一维特征线法分析糙率变化对管线输水能力和过渡过程中水力特性的影响。研究表明:在稳定运行工况下当管线糙率偏大,管线引用流量减小,管线沿程水头损失增加,阀前管道压力减小,而阀后管道压力增大;在过渡过程中随糙率增大,水锤波传播的摩阻增大,管线压力与调压室水位极值均发生一定变化,工程设计时需考虑一定压力富裕度;采用改变管线阀门开度的方式应对管线糙率变化带来的风险,既能保证工程引用流量,又能将管线压力控制在安全范围之内。研究成果可为长距离输水管线糙率变化应对措施提供参考。
(
|
| [3] |
曾敏, 谢杰, 黄伟, 等. 长距离负扬程加压泵站调水工程水力控制方式探讨[J]. 长江科学院院报, 2024, 41(9): 93-97, 113.
事故掉电引发的停泵水锤是泵站调水工程安全运行最主要的威胁之一,而对于下游水位低于上游水位的长距离负扬程加压泵站调水工程而言,事故停泵易造成管道拉空,负水锤防护难度较大,因此,针对其停泵工况的水力控制研究十分重要。以某长距离负扬程泵站调水工程为例,模拟计算了事故停泵、阀门拒动这一控制性工况下的水力过渡过程,并对比分析了空气罐、空气阀与空气阀联合空气阀调压室3种水力控制方案的水锤防护效果。结果表明:对于长距离负扬程加压泵站调水系统而言,当采用空气罐的水力控制方式时,所需的空气罐体积较大,投资高昂;当单纯采用空气阀的水力控制方式时,难以有效解决管道局部高点处负压较大的问题,仍可能诱发弥合性水锤;当将部分空气阀附加一根短管组合成空气阀调压室后,能够有效控制管内负压。空气阀与空气阀调压室联合防护是一种十分经济且有效的水锤防护方案,可为这类负扬程加压调水工程的水力控制方式选取提供参考。
(
|
| [4] |
王眺, 詹航, 万五一. 长距离输水系统停泵水锤防护多目标优化研究[J]. 水力发电学报, 2022, 41(12): 90-99.
(
|
| [5] |
后小霞, 徐晓东, 石韬, 等. 阻断水锤传播的调压塔水力特性及其应用[J]. 长江科学院院报, 2024, 41(10):86-93.
安全可控的水锤压力是保障长距离有压输水工程稳定运行的必要条件,然而对于超长有压输水系统,还需要重点关注局部爆管等极端事故产生的超标水锤压强,其在全线蔓延导致整个输水系统瘫痪,可能引发次生危害。为解决极端水锤压力在整个输水系统传播的问题,首先提出一种阻断水锤传播的圆筒式溢流调压塔结构,通过将调压塔进水管竖直向上深入调压塔内部,形成圆筒式溢流调压塔,利用调压塔结构将进出水管道有效分割,以此阻断水锤的传播。随后通过模型试验和数值模拟方法分析了阻断式调压塔的水力特性,发现调压塔内流态均匀,溢流水体能在调压塔内充分消能后进入下游管线。最后将此调压塔应用于引绰济辽有压管线中,发现当管线出现局部爆管事故时,此调压塔能有效阻断负水锤的传播,避免水锤在全线蔓延,缩小事故影响范围。研究成果可为超长距离输水系统的水锤防护措施研究提供借鉴依据。
(
|
| [6] |
|
| [7] |
肖晓伟, 肖迪, 林锦国, 等. 多目标优化问题的研究概述[J]. 计算机应用研究, 2011, 28(3):805-808,827.
(
|
| [8] |
吴琛, 黄伟, 张丹, 等. 提高黑启动小系统频率稳定性的水电机组调速器参数优化[J]. 电力科学与技术学报, 2021, 36(1): 137-144.
(
|
| [9] |
|
| [10] |
|
| [11] |
Positive and negative pressure waves caused by water hammer possibly may lead to high damages to the water conveyance pipelines. To decrease the negative effects of pressure waves, costly equipment are implemented in pipelines. An economic design of these devices that also provides the safety of the pipeline against water hammer pressure waves and cavitation can be achieved by simulation and optimization tools. In this paper, the simulation task was carried out by meta modeling. The accuracy of three meta models: artificial neural network (ANN), support vector regression (SVR) and adaptive neuro-fussy inference system (ANFIS) was evaluated. According to the results, SVR was identified as the inferior method due to low capability of generalization, ANFIS as the median, and ANN as the superior method for function approximation. Then, ANN was coupled with an evolutionary algorithm (EA), Differential Evolution (DE) to find the optimal size and location of water hammer control devices in a water pipeline. Optimization was carried out on two single- and multi-objective approaches. The results showed that multi-objective optimization approach presents better designs than the single objective approach and optimal designs obtained by both approaches outperform the current setup of the water hammer facilities in terms of both costs and functionality. The single objective-based design could decrease the costs up to 12.5% whereas multi-objective approach was able to reach nearly 30% cost saving with higher level of the safety against cavitation. Results also showed that air chamber is the most effective device and air-valves have little effect for pipeline protection against water hammer.
|
| [12] |
齐敦哲, 郝建志, 吴福臣, 等. 长管道工程中空气阀与单向调压塔水锤防护比较与优化[J]. 中国农村水利水电, 2012(12): 134-136.
针对空气阀、单向调压塔的水锤防护特性,结合宁东供水工程实例,建立单向调压塔结构参数优化模型,并采用遗传算法求解,进而比较复合式空气阀和单向调压塔的水锤防护效果,结果表明单向调压塔是有效的水锤防护措施,为宁东供水工程制定水锤防护方案提供重要依据。
(
Combining with the ningdong water supply project, the optimization model of one-way surge tank is established, and the genetic algorithm is used to solve these models. And then the one-way surge tank is proved its availability by comparing the numerical simulation between air valve and one-way surge tank. The result is served as an important basis to establish the water hammer protection measures in long-pipe water supply project.
|
| [13] |
|
| [14] |
伊北, 刘小莲, 王雪妮, 等. 基于浣熊优化算法的连续停泵工况下泵阀联合优化调控研究[J]. 清华大学学报(自然科学版), 2025, 65(10):1868-1879.
针对加压输水与重力输水相结合的长距离复杂输水工程利用单阀调控难以改善全线水锤控制效果的问题,该文建立了耦合水力计算的泵阀联合优化调控模型,应用了基于非支配排序的多目标浣熊优化算法(NSCOA)求解,并通过改进理想点法(IIPBD)对计算生成的Pareto前沿解进行方案优选。以山东省某加压输水与重力输水相结合的输水工程为例,分别采用NSCOA、NSGA-Ⅱ、NSSA对其泵阀联合优化调控模型进行求解,通过超体积指标(HV)、间距指标(SP)进行评价,验证了NSCOA在泵阀联合调控问题中寻优性能的优越性。结果表明,利用IIPBD优选的方案比现状方案的最大水锤压力降低了15.28 m,最小水锤压力降低了0.03 m,高位水池水位波动幅度减小了70.37%。研究成果可为解决实际工程中的泵阀联合优化调控提供参考。
(
|
| [15] |
马熠阳, 李红艳, 崔建国, 等. 基于遗传算法的重力流输水管道关阀方案优化[J]. 中国给水排水, 2024, 40(5):43-49.
(
|
| [16] |
杨之君, 严新军. 基于元模型理论的空气罐参数优化[J]. 人民黄河, 2023, 45(6):133-136.
(
|
| [17] |
杨祖强, 罗希, 王文文. 基于改进型多目标遗传算法的含气水锤防护方案优化研究[J]. 水资源与水工程学报, 2014(1): 200-204.
(
|
| [18] |
张立强, 刘岱阳. 基于Kriging插值代理模型的轴流式止回阀多目标优化[J]. 机床与液压, 2024, 52(1): 168-175.
(
|
| [19] |
王礼炳, 王琦, 王志红, 等. NSGA-Ⅱ算法的参数取值对供水管网多目标优化设计的影响[J]. 给水排水, 2018, 44(10): 136-140.
(
|
| [20] |
边少康. 长距离、多起伏、重力流输水工程关阀水锤特性及防护措施研究[D]. 乌鲁木齐: 新疆农业大学, 2024.
(
|
/
| 〈 |
|
〉 |