Reducing flow heterogeneity in drip irrigation networks using genetic algorithms

IF 1.7 4区 农林科学 Q2 AGRONOMY
Alejandro Tapia Córdoba, Jose Maria Manzano
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引用次数: 0

Abstract

Irrigation based on non-compensated drip emitters is extremely common in agriculture, especially due to its simplicity, robustness and competitive cost. Nevertheless, because of friction losses in the pipe, together with irregular terrain, these systems often suffer from uneven water distribution in the drip emitters, which not only results in inefficient use of water resources but also might lead to inadequate irrigation in certain parts of the field. This work proposes to design the topology of the irrigation network to compensate for these discharge differences. To this end, a graph-based mathematical model is developed to determine the discharge flows at different emitters for any network topology. This model is employed to formulate an integer nonlinear optimization problem, for which a messy genetic algorithm is proposed. The methodology is validated on an example problem, which is based on a rectangular agricultural crop of 49 fruit trees. The results revealed a 70% reduction in the coefficient of variation of the irrigation discharge rates, which was employed as a metric of irrigation uniformity. This caused a 75% reduction in the water excess. The results demonstrate that the uniformity can be improved simply by choosing a proper connectivity layout to build the pipe network.

利用遗传算法降低滴灌网络的流量非均匀性
基于非补偿滴灌器的灌溉在农业中非常普遍,特别是由于其简单,坚固耐用和具有竞争力的成本。然而,由于管道中的摩擦损失以及不规则的地形,这些系统在滴水器中往往存在水分布不均匀的问题,这不仅导致水资源利用效率低下,而且可能导致某些地区的灌溉不足。这项工作提出设计灌溉网络的拓扑结构来补偿这些流量差异。为此,建立了一种基于图的数学模型来确定任何网络拓扑结构下不同发射源处的放电流。将该模型用于求解整数非线性优化问题,并提出了一种混沌遗传算法。以49棵矩形果树为例,对该方法进行了验证。结果表明,灌溉流量的变异系数降低了70%,这是灌溉均匀性的一个指标。这使得过量的水减少了75%。结果表明,只需选择适当的连接布局即可提高管网的均匀性。
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来源期刊
Irrigation and Drainage
Irrigation and Drainage 农林科学-农艺学
CiteScore
3.40
自引率
10.50%
发文量
107
审稿时长
3 months
期刊介绍: Human intervention in the control of water for sustainable agricultural development involves the application of technology and management approaches to: (i) provide the appropriate quantities of water when it is needed by the crops, (ii) prevent salinisation and water-logging of the root zone, (iii) protect land from flooding, and (iv) maximise the beneficial use of water by appropriate allocation, conservation and reuse. All this has to be achieved within a framework of economic, social and environmental constraints. The Journal, therefore, covers a wide range of subjects, advancement in which, through high quality papers in the Journal, will make a significant contribution to the enormous task of satisfying the needs of the world’s ever-increasing population. The Journal also publishes book reviews.
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