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Optimization of sprinkler irrigation scheduling scenarios for reducing irrigation energy consumption 优化喷灌调度方案以降低灌溉能耗
IF 1.6 4区 农林科学 Q2 AGRONOMY Pub Date : 2024-03-25 DOI: 10.1002/ird.2954
Yiyuan Pang, Pan Tang, Hong Li, Francesco Marinello, Chao Chen

In recent years, traditional sprinkler irrigation scheduling scenarios have no longer been applicable to modern agriculture because of the increase in energy prices and the rapid development of smart agriculture. This paper proposes a new irrigation scheduling scenario in which a sprinkler is used as the minimum optimization unit for sectoring design. The main challenge of the proposed approach lies in obtaining the most energy-efficient sectoring and pump operating frequencies, and the high complexity of the optimization problem requires considerable computational effort. To compare the irrigation performance before and after optimization, seven scheduling scenarios are established to analyse the performance of the unified control method, branch scheduling method and sprinkler scheduling method. Through numerical calculations and experimental verification, it was found that sprinkler scheduling can not only meet the pressure requirements of sprinklers without using pressure-regulating valves but also minimize energy consumption. Compared with optimal branch pipe scheduling, optimal sprinkler scheduling can reduce the sprinkler pressure variance from 792 to 180 kPa2 and reduce the irrigation cost by approximately 18%. In addition, by analysing the uniformity coefficient and distribution uniformity under different scenarios, it was found that sprinkler scheduling optimization does not substantially improve irrigation uniformity.

近年来,由于能源价格的上涨和智慧农业的快速发展,传统的喷灌调度方案已不再适用于现代农业。本文提出了一种新的灌溉调度方案,即以喷灌机作为扇形设计的最小优化单元。所提方法的主要挑战在于获得最节能的扇形设计和水泵运行频率,而优化问题的高复杂性需要大量的计算工作。为了比较优化前后的灌溉性能,建立了七种调度方案,分析统一控制法、分支调度法和喷灌调度法的性能。通过数值计算和实验验证发现,喷灌调度不仅可以在不使用调压阀的情况下满足喷灌机的压力要求,还能最大限度地降低能耗。与最优支管调度相比,最优喷灌调度可将喷灌压力差异从 792 kPa2 降至 180 kPa2,降低灌溉成本约 18%。此外,通过分析不同情况下的均匀系数和分布均匀度,发现喷灌调度优化并不能大幅提高灌溉均匀度。
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引用次数: 0
Investigating the compatibility of an irrigation decision support system with water rights and allocation in a selected irrigation network 研究灌溉决策支持系统与选定灌溉网络中水权和水量分配的兼容性
IF 1.6 4区 农林科学 Q2 AGRONOMY Pub Date : 2024-03-21 DOI: 10.1002/ird.2934
Hossein Dehghanisanij, Somayeh Emami, Amir Nourjou, Vahid Rezaverdinejad

It is necessary to use different planning models, including decision support systems (DSSs), to allocate water resources. For this purpose, in this study, an irrigation decision support system (IDSS) was developed to improve irrigation management in the farming fields of Mahabad Plain located to the south-east of Lake Urmia. Next, the compatibility of the IDSS with the conditions of the Mahabad irrigation and drainage network, water and soil resources, meteorological data and soil moisture (SM) were investigated. The statistical indices of coefficient of determination (R2), root mean square error (RMSE), normalized root mean square error (NRMSE), Nash–Sutcliffe efficiency (EF) and Wilmot agreement (d) were used to evaluate the adaptability of the IDSS. The results showed that the IDSS has reasonable compatibility with soil and water resources, crop yield and meteorological data. Irrigation scheduling provided by the IDSS led to a 13.9% reduction in water consumption and a 6.7% increase in crop yield. The IDSS estimated minimum and maximum temperature and sunshine hours to a satisfactory degree and relative humidity with an acceptable degree (NRMSE = 0.72–0.77) compared to regional synoptic station data. The performance of the IDSS in simulating SM is ranked from good to well (NRMSE = 0.75–0.83). The results indicate that the IDSS has a sufficient performance in estimating meteorological and soil moisture data with R2 = 0.90, RMSE = 4.65, NRMSE = 0.78, EF = 0.76 and d = 0.80. In addition, the IDSS provides the optimal irrigation schedule by considering the ability to deliver water from the irrigation and drainage network to the third-grade canal and agricultural fields as the upstream condition.

有必要使用不同的规划模型,包括决策支持系统(DSS)来分配水资源。为此,本研究开发了灌溉决策支持系统(IDSS),以改善乌尔米耶湖东南部马哈巴德平原农田的灌溉管理。接下来,研究了灌溉决策支持系统与马哈巴德灌排网络条件、水土资源、气象数据和土壤湿度(SM)的兼容性。采用判定系数 (R2)、均方根误差 (RMSE)、归一化均方根误差 (NRMSE)、纳什-苏特克利夫效率 (EF) 和威尔莫特协议 (d) 等统计指标来评估 IDSS 的适应性。结果表明,IDSS 与水土资源、作物产量和气象数据具有合理的兼容性。IDSS 提供的灌溉调度使耗水量减少了 13.9%,作物产量增加了 6.7%。IDSS 对最低和最高气温以及日照时数的估算令人满意,与区域同步站数据相比,相对湿度的估算也在可接受的范围内(NRMSE = 0.72-0.77)。IDSS 在模拟 SM 方面的表现从好到较好(NRMSE = 0.75-0.83)。结果表明,IDSS 在估计气象和土壤水分数据方面具有足够的性能,R2 = 0.90,RMSE = 4.65,NRMSE = 0.78,EF = 0.76,d = 0.80。此外,IDSS 将灌排管网向三级渠和农田输水的能力作为上游条件,从而提供了最佳灌溉时间表。
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引用次数: 0
Exploring optimal straw mulch thickness during freeze–thaw periods in the central Yellow River basin: Field observations and numerical modelling 探索黄河流域中部冻融期最佳秸秆覆盖厚度:实地观测和数值模拟
IF 1.6 4区 农林科学 Q2 AGRONOMY Pub Date : 2024-03-20 DOI: 10.1002/ird.2949
Jing Xue, Jiangtong Lin, Junfeng Chen, Lihong Cui, Xiuqing Zheng

Straw mulch has been widely used to inhibit soil evaporation in semi-arid regions, but little attention has been given to exploring optimal straw mulch thicknesses for suppressing soil evaporation under different meteorological conditions in seasonally frozen soil regions. By combining field observations and numerical modelling, the optimal straw mulch thickness for inhibiting soil evaporation under different meteorological conditions was determined. Field experiments indicated that the cumulative soil evaporation associated with straw mulch thicknesses of 1–3 cm was 40%, 53% and 65% lower than that of bare land during freeze–thaw cycles. Compared with that of bare fields, the cumulative soil evaporation simulated by SHAW (simultaneous heat and water) decreased from 9% to 82% and from 36% to 88% during the 2017–2018 and 2018–2019 periods, respectively, when the straw mulch thickness ranged from 1 to 20 cm. The cumulative soil evaporation tended to stabilize until the straw mulch thickness reached 14.3 cm under weather conditions with low humidity, high wind speed and sunshine and 14.5 cm under weather conditions with high or moderate humidity, low or moderate wind speed and sunshine from 1987 to 2017. The results have implications for reducing nonproductive soil evaporation and improving agricultural water management in seasonally frozen regions.

秸秆覆盖物已被广泛用于抑制半干旱地区的土壤蒸发,但很少有人关注在季节性冻土地区探索不同气象条件下抑制土壤蒸发的最佳秸秆覆盖物厚度。通过结合实地观测和数值模拟,确定了在不同气象条件下抑制土壤蒸发的最佳秸秆覆盖厚度。田间试验表明,在冻融循环过程中,秸秆覆盖层厚度为 1-3 厘米的土壤累积蒸发量分别比裸露土地低 40%、53% 和 65%。与裸地相比,在 2017-2018 年和 2018-2019 年期间,当秸秆覆盖层厚度在 1 至 20 厘米之间时,SHAW(热量和水分同时)模拟的累积土壤蒸发量分别从 9% 降至 82%,从 36% 降至 88%。从 1987 年到 2017 年,在湿度低、风速大和日照充足的天气条件下,土壤累积蒸发量趋于稳定,直到稻草覆盖层厚度达到 14.3 厘米;在湿度高或中等、风速低或中等和日照充足的天气条件下,土壤累积蒸发量达到 14.5 厘米。研究结果对减少季节性冰冻地区非生产性土壤蒸发和改善农业用水管理具有重要意义。
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引用次数: 0
Agroclimate-centric irrigation water quality guidelines 以农业气候为中心的灌溉水质指南
IF 1.6 4区 农林科学 Q2 AGRONOMY Pub Date : 2024-03-15 DOI: 10.1002/ird.2946
Paramjit S. Minhas, Manzoor Qadir

The suitability of a given water source for irrigation warrants the diagnosis of potential salinity, sodicity and toxicity hazards. Region-specific irrigation water quality standards and guidelines formulated worldwide are too conservative. After a comprehensive assessment of newer insights from re-analysis of the available data and examination of the associated evidence covering diversified conditions of saline water use, existing guidelines are updated to adjust for site-specific conditions. The updated versions for rating both saline and alkali waters include the chemical composition of irrigation waters, soil type (texture, clay mineralogy), salt tolerance rating of crops and rainfall for broader adaptability. As modified by soil texture and rainfall, crop salt tolerance is the decisive factor for fixing upper salinity limits in hyper-arid, arid, semi-arid and semi-humid regions. The customized recommendations include conjunctive use, leaching/rainfall management, irrigation methods, ionic ratios, fertilizers and manures. Guidelines for sodic/alkali waters are based on both crop responses and sodicity-induced water infiltration problems. The amendment requirements stand defined. In view of the increasing water scarcity, the established guidelines are expected to promote saline and alkali water irrigation in arid and semi-arid regions while safeguarding the environment.

特定水源是否适合灌溉,需要对潜在的盐度、钠度和毒性危害进行诊断。世界范围内针对特定地区制定的灌溉水水质标准和准则过于保守。在对现有数据重新分析后得出的新见解进行综合评估,并对盐碱水使用的各种条件下的相关证据进行审查后,对现有准则进行了更新,以根据具体地点的条件进行调整。盐碱水评级的更新版本包括灌溉水的化学成分、土壤类型(质地、粘土矿物学)、农作物的耐盐等级和降雨量,以获得更广泛的适应性。根据土壤质地和降雨量的变化,作物耐盐性是确定超干旱、干旱、半干旱和半湿润地区盐度上限的决定性因素。量身定制的建议包括综合利用、沥滤/降雨管理、灌溉方法、离子比率、肥料和粪肥。钠盐水/碱水指南基于作物反应和草皮引起的渗水问题。确定了修正要求。鉴于缺水问题日益严重,所制定的准则有望促进干旱和半干旱地区的盐碱水灌溉,同时保护环境。
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引用次数: 0
Research on an optimal operation model for cascade pumping stations based on simulations 基于模拟的级联泵站优化运行模型研究
IF 1.6 4区 农林科学 Q2 AGRONOMY Pub Date : 2024-03-04 DOI: 10.1002/ird.2944
Xinrong Zheng, Zhanyi Gao, Peiling Yang, Mengting Chen

Cascade pumping stations (CPS) consume a large amount of energy every year in lifting districts. To obtain a reasonable and feasible operation scheme for CPS, this paper proposes an optimal operation model for CPS based on simulations. A one-dimensional unsteady flow model of open canals was coupled with the optimal operation model of CPS, and an energy-dominated optimization was proposed with the water level of the inlet pool as the coordinated variable. The optimization model was solved by using the catch-up method and the nondominated sorted genetic algorithm II (NSGA-II). The optimal operation method was validated and implemented in the first-stage and second-stage pumping stations of the Zuncun Irrigation Project by lifting water from the Yellow River in Shanxi province. The results showed that the proposed optimization model can reduce the energy consumption of the CPS by 4% compared with the actual operation. In addition, the optimal operation model of the CPS coupled with simulation can realize the dynamic balance of flow by stabilizing the inlet pool level to operate within a safe range. The energy consumption of the CPS can be reduced by keeping the water level of the intake pool as high a level as possible.

梯级泵站(CPS)每年在提水地区消耗大量能源。为获得合理可行的梯级泵站运行方案,本文提出了基于仿真的梯级泵站优化运行模型。将明渠一维非稳定流模型与 CPS 优化运行模型耦合,提出了以进水水池水位为协调变量的能量主导优化方案。利用追赶法和非主流排序遗传算法 II(NSGA-II)对优化模型进行了求解。该优化运行方法在山西省尊村灌溉工程的一级和二级泵站进行了验证和实施。结果表明,与实际运行相比,所提出的优化模型可使 CPS 的能耗降低 4%。此外,与仿真相结合的 CPS 优化运行模型可通过稳定进水池水位实现流量动态平衡,使其在安全范围内运行。通过尽可能保持进水池的高水位,可降低 CPS 的能耗。
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引用次数: 0
Feasibility analysis of photovoltaic systems for kiwifruit irrigation: A case study in Shaanxi province, China 光伏系统用于猕猴桃灌溉的可行性分析:中国陕西省案例研究
IF 1.6 4区 农林科学 Q2 AGRONOMY Pub Date : 2024-03-03 DOI: 10.1002/ird.2939
Hang Zhao, Delan Zhu, Maosheng Ge, Nazarov Khudayberdi, Changxin Liu

Although photovoltaic (PV) irrigation systems are widely used in China, feasibility assessment of these systems is important because of differences in the distribution characteristics of solar resources and crops. In this study, kiwifruit planting in Shaanxi province was considered, and a calculation model for PV irrigation system evaluation was developed. Based on the geographical distribution of kiwifruit planting, as well as the spatial and temporal distributions of solar energy in Shaanxi province, the application potential of PV irrigation for kiwifruit was investigated comprehensively from the perspectives of technology, economy and irrigation feasibility. The results showed that the proportion of the PV module scale to the irrigation scale in all the kiwifruit planting areas in Shaanxi province was far less than 1.5%, and there were no technical obstacles. In Baoji, Weinan, Hanzhong and Ankang, the annual cost of the PV irrigation system was greater than that of the diesel pump irrigation system. Regarding irrigation feasibility, farmlands with a slope of 0%–8.75% were considered highly suitable for installing a PV irrigation system. The results revealed 32,269 ha of farmland appropriate for PV irrigation among the 66,371 ha of kiwifruit in Shaanxi province.

尽管光伏(PV)灌溉系统在中国得到了广泛应用,但由于太阳能资源和农作物分布特征的差异,对这些系统的可行性评估非常重要。本研究以陕西省猕猴桃种植为研究对象,建立了光伏灌溉系统评估计算模型。根据陕西省猕猴桃种植的地理分布以及太阳能的时空分布,从技术、经济、灌溉可行性等方面综合考察了光伏灌溉在猕猴桃上的应用潜力。结果表明,陕西省所有猕猴桃种植区光伏组件规模占灌溉规模的比例均远小于 1.5%,不存在技术障碍。在宝鸡、渭南、汉中和安康,光伏灌溉系统的年成本高于柴油泵灌溉系统。在灌溉可行性方面,坡度为 0%-8.75% 的农田非常适合安装光伏灌溉系统。结果显示,在陕西省 66,371 公顷猕猴桃种植面积中,有 32,269 公顷农田适合安装光伏灌溉系统。
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引用次数: 0
Analysis of the social and physical factors affecting irrigation scheme performance: The case of the Omo Gibe river basin in the Southern Nations, Nationalities and Peoples’ Region, Ethiopia 影响灌溉计划绩效的社会和自然因素分析:埃塞俄比亚南部各族人民地区奥莫吉贝河流域案例
IF 1.6 4区 农林科学 Q2 AGRONOMY Pub Date : 2024-03-01 DOI: 10.1002/ird.2943
Moltot Zewdie Belayneh

One hundred years ago, irrigation development began in Ethiopia, but the efficiency and sustainability of the developed scheme have remained very low. As a result, this study aimed to assess the factors that most frequently affect a scheme's performance. The study analysed general physical and social performance indicators. Structural and social factors were used to identify the most common causes of underperformance of the schemes in the Omo Gibe river basin. Frequency analysis was conducted using Statistical Package for the Social Sciences (SPSS). The relative operational scheme performance and relative irrigated area were 32 and 31%, respectively. The beneficiary to target performance was 63%. Structural and social factors such as flooding and subsequent damage to the under sluice and lack of participatory approaches during scheme development were the most common determinants of irrigation scheme performance. Hence, catchment development and community participation in scheme development are crucial for mitigating irrigation scheme underperformance.

一百年前,埃塞俄比亚开始发展灌溉,但已发展计划的效率和可持续性仍然很低。因此,本研究旨在评估最常影响计划绩效的因素。研究分析了一般的物质和社会绩效指标。结构和社会因素用于确定奥莫吉贝河流域计划绩效不佳的最常见原因。使用社会科学统计软件包(SPSS)进行了频率分析。相对运行计划绩效和相对灌溉面积分别为 32% 和 31%。受益人与目标的比率为 63%。结构和社会因素是影响灌溉计划绩效的最常见决定因素,如洪水及其对水闸的破坏,以及在计划制定过程中缺乏参与性方法。因此,集水区开发和社区参与计划制定对于缓解灌溉计划绩效不佳问题至关重要。
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引用次数: 0
Global evapotranspiration simulation research using a coupled deep learning algorithm with physical mechanisms 利用物理机制耦合深度学习算法开展全球蒸散模拟研究
IF 1.6 4区 农林科学 Q2 AGRONOMY Pub Date : 2024-02-29 DOI: 10.1002/ird.2942
Yongxi Sun, Yuru Dong, Yanfei Chen

Evapotranspiration (ET) and actual evapotranspiration (AET) serve as critical parameters in the water vapour exchange between terrestrial surfaces and the atmosphere. ET denotes the theoretical maximum evapotranspiration achievable under ideal conditions, whereas AET represents the actual evapotranspiration observed, factoring in the constraints imposed by available water resources. Precise estimation of AET is imperative for the optimization of water resource management and the advancement of sustainable development initiatives. In recent years, deep learning techniques have been extensively utilized in AET estimation. However, traditional deep learning models often lack the incorporation of essential physical constraints. We proceeded to enhance the loss function of the temporal convolutional network (TCN) by taking into account the physical relationships that exist among soil water content (SWC), potential evapotranspiration (PET) and AET, thereby introducing a novel physically coupled deep learning model (AET, SWC after kernel principal component analysis, PET, TCN and AKP-TCN), and checked the rationality of the model with the FLUXNET 2015 dataset. These findings underscore that the AKP-TCN model exhibits heightened sensitivity to peak fluctuations in AET under the imposition of physical constraints. This approach notably enhances the precision of AET simulations in areas marked by complex and variable climatic conditions, such as the Mediterranean climate zone and Oceania, achieving determination coefficient (R2) values surpassing the threshold of 0.900. Compared to traditional models, which include long short-term memory (LSTM), convolutional neural networks (CNN) and TCN, the AKP-TCN delivers substantial R2 improvements of 16%, 16% and 9%, respectively. This advancement offers a novel perspective for coupling deep learning with physical mechanisms.

蒸散量(ET)和实际蒸散量(AET)是陆地表面与大气之间水蒸气交换的关键参数。蒸散量表示在理想条件下可达到的理论最大蒸散量,而实际蒸散量则表示观测到的实际蒸散量,其中考虑了可用水资源的限制因素。精确估算 AET 对于优化水资源管理和推进可持续发展计划至关重要。近年来,深度学习技术被广泛应用于 AET 估算。然而,传统的深度学习模型往往缺乏对基本物理约束条件的考虑。通过考虑土壤含水量(SWC)、潜在蒸散量(PET)和 AET 之间存在的物理关系,我们着手增强了时序卷积网络(TCN)的损失函数,从而引入了一种新型物理耦合深度学习模型(AET、核主成分分析后的 SWC、PET、TCN 和 AKP-TCN),并利用 FLUXNET 2015 数据集检验了该模型的合理性。这些研究结果表明,在物理约束条件下,AKP-TCN 模型对 AET 的峰值波动具有更高的敏感性。在地中海气候区和大洋洲等气候条件复杂多变的地区,这种方法显著提高了 AET 模拟的精度,其判定系数 (R2) 值超过了 0.900。与传统模型(包括长短期记忆(LSTM)、卷积神经网络(CNN)和 TCN)相比,AKP-TCN 的 R2 值分别大幅提高了 16%、16% 和 9%。这一进步为深度学习与物理机制的结合提供了一个新的视角。
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引用次数: 0
Livestock–irrigation interaction and its influence on the sustainability of small-scale irrigation schemes in Ethiopia 牲畜与灌溉的相互作用及其对埃塞俄比亚小型灌溉计划可持续性的影响
IF 1.6 4区 农林科学 Q2 AGRONOMY Pub Date : 2024-02-28 DOI: 10.1002/ird.2940
Hanan Tadele Dessalegn, Alex Bolding, Charlotte de Fraiture, Mekonen Ayana

Small-scale irrigation (SSI) plays a large role in rural livelihoods and the economy in Ethiopia. Despite considerable investment, overall SSI performance is disappointingly poor. The sedimentation of canals and intakes leads to low performance and the abandonment of systems. Livestock roaming in the command area and around riverbanks are an important contributor to sedimentation. Commonly proposed solutions, including technocratic fixes, institutional arrangements between irrigators and livestock farmers, and collective action by irrigators, have not yielded satisfactory results. Based on three case studies from Ethiopia, we illustrate why existing solutions are not effective and why collective action is not straightforward. Using in-depth interviews and focus-group discussions, we examine the complex intertwined relationships between irrigators, livestock farmers and local government. Without understanding the interrelationship and accounting for the links between irrigation and livestock in the design and governance structures of SSI, the proposed technical and organizational fixes are unlikely to be successful. Addressing conflicting interests and building consensus and trust among irrigators and livestock farmers are prerequisites for solving the performance concerns of many Ethiopian SSIs.

小型灌溉系统(SSI)在埃塞俄比亚农村生计和经济中发挥着重要作用。尽管投入了大量资金,但小型灌溉系统的整体表现却差强人意。渠道和取水口的沉积物导致灌溉效率低下和系统废弃。在指挥区和河岸周围游荡的牲畜是造成泥沙淤积的一个重要因素。通常提出的解决方案,包括技术专家解决方法、灌溉者与牲畜饲养者之间的制度安排以及灌溉者的集体行动,都没有取得令人满意的结果。基于埃塞俄比亚的三个案例研究,我们说明了为什么现有解决方案无效,为什么集体行动不直接。通过深入访谈和焦点小组讨论,我们研究了灌溉者、畜牧养殖者和当地政府之间错综复杂的关系。如果不理解这种相互关系,不在 SSI 的设计和治理结构中考虑到灌溉和畜牧业之间的联系,所提出的技术和组织解决方案就不可能取得成功。解决利益冲突、在灌溉者和畜牧业者之间建立共识和信任是解决埃塞俄比亚许多 SSI 的绩效问题的先决条件。
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引用次数: 0
Optimization of sample size and location for evaluating the hydraulic performance of microirrigation subunits using simulation and genetic algorithms 利用模拟和遗传算法优化评估微灌子单元水力性能的样本大小和位置
IF 1.6 4区 农林科学 Q2 AGRONOMY Pub Date : 2024-02-23 DOI: 10.1002/ird.2941
Zhanghao Sun, Zhen Wang, Jina Zhang, Jiusheng Li, Yanfeng Li

Rapid and accurate field evaluation of hydraulic performance is critical for the operation of a microirrigation system. However, the optimal sample size and the specific locations of the emitters selected in one subunit for field tests have not been determined. A model (Hydraulic Analysis of Pressurized Irrigation System,HAPIS) was constructed for hydraulic analysis of a pressurized irrigation system by coupling MATLAB and EPANET. The random sampling method (RSM) and uniform sampling method (USM) were optimized for emitters selected through simulation, aiming to achieve higher estimation accuracies of the mean emitter discharge rate of the subunit (q¯) and the Christiansen uniformity coefficient (CU) while minimizing the number of emitters tested. In addition, a linear sampling method at predetermined emitter locations (LSMPE) was developed to simplify the evaluation process using a genetic algorithm (GA). The results indicate that the appropriate sample size range for RSM was 20–40, in which the maximum percentage difference between q¯ and CU was maintained at ±10%. For the USM, a sample size of approximately 18 can provide relatively accurate estimations of q¯ and CU, while it is recommended that the sampled emitters be distributed over three to five laterals. The optimal sample size of LSMPE could be decreased to approximately 10, and the selected emitters were arranged along the sampling line. The absolute relative estimation error of q¯ and CU could be maintained at <1%.

快速准确地实地评估水力性能对微灌系统的运行至关重要。然而,在一个子单元中选择用于现场测试的最佳样本量和发射器的具体位置尚未确定。通过将 MATLAB 和 EPANET 相结合,建立了一个用于有压灌溉系统水力分析的模型(有压灌溉系统水力分析,HAPIS)。对通过模拟选取的喷头进行了随机取样法(RSM)和均匀取样法(USM)的优化,目的是在尽量减少测试喷头数量的同时,获得更高的子单元平均喷头排放率(和克里斯琴森均匀系数(CU))的估算精度。此外,还开发了一种在预定发射器位置进行线性采样的方法(LSMPE),利用遗传算法(GA)简化了评估过程。结果表明,RSM 的合适样本量范围为 20-40,其中与 CU 之间的最大百分比差异保持在 ±10%。对于 USM,约 18 个样本量可提供相对准确的和 CU 估计值,同时建议将采样的排放口分布在 3 至 5 条侧线上。LSMPE 的最佳样本量可减少到约 10 个,所选的排放口沿取样线排列。和 CU 的绝对相对估计误差可保持在小于 1%。
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引用次数: 0
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