利用灰色系统理论和双标图法对缺失数据进行估算,预测地下水位和水位

IF 1.1 4区 地球科学 Q3 GEOLOGY
Jelena Ratković, D. Polomcic, Z. Gligorić, Dragoljub Bajić
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引用次数: 1

摘要

地下水管理是当今的重要任务之一。有必要寻求越来越可靠的方法来保护地下水资源。要可靠地预测可以以可持续的方式抽取的地下水数量,就需要对地下水状况(抽取率和地下水位)进行长期监测。多年来,对塞尔维亚Bečej镇地下水来源的监测一直处于中断状态。本文的目的是评估重新解释缺失数据的可能性,或者换句话说,重建地下水源的运作及其对地下水位的影响。在Bečej水源地,地下水从三个含水层中抽取,这些含水层由细粒至粗粒砂组成。历史数据用于重建Bečej震源在1980年10月1日至2010年5月1日期间的运行情况。监测的参数是7口观测井和14口抽油井的总源产量和测压头。开发了一种数据重建方法,包括使用自回归(AR)模型、灰色模型(GM)和双批次方法。该方法用于填补审议期间的数据空白。本文还描述了评估AR模型、GM和双批次方法准确性的标准。拟议的数据重建方法产生了令人满意的结果,该方法被认为对Bečej源数据以及其他不一定与地下水源有关的历史数据、地下水控制和保护系统以及水文气象、水文和类似用途都有用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Imputing missing data using grey system theory and the biplot method to forecast groundwater levels and yields
Groundwater management is one of today’s important tasks. It has become necessary to seek out increasingly reliable methods to conserve groundwater resources. Dependable forecasting of the amounts of groundwater that can be abstracted in a sustainable manner requires longterm monitoring of the groundwater regime (rate of abstraction and groundwater levels). Monitoring of the groundwater source for the town of Bečej, Serbia had been disrupted for multiple years. The objective of the paper is to assess the possibility of reinterpreting the missing data or, in other words, to reconstruct the operation of the groundwater source and its effect on groundwater levels. At the Bečej source, groundwater is withdrawn from three water-bearing strata comprised of fine- to coarse-grained sands. Historic data are used to reconstruct the operation of the Bečej source between 1st of October 1980 to 1st of May 2010. The monitored parameters are total source yield and piezometric head at seven observation wells and 14 pumping wells. A data reconstruction methodology was developed, which included the use of an autoregressive (AR) model, a grey model (GM), and the biplot method. The methodology is applied to fill the data gaps during the considered period. The paper also describes the criteria for evaluating the accuracy of the AR model, GM, and biplot method. The proposed data reconstruction approach yielded satisfactory results and the methodology is deemed useful for the Bečej source data, as well as other historic data not necessarily associated with groundwater sources, but also groundwater control and protection systems, as well as hydrometeorological, hydrological and similar uses.
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来源期刊
Geologia Croatica
Geologia Croatica GEOSCIENCES, MULTIDISCIPLINARY-
CiteScore
2.90
自引率
23.10%
发文量
35
审稿时长
>12 weeks
期刊介绍: Geologia Croatica welcomes original scientific papers dealing with diverse aspects of geology and geological engineering, the history of the Earth, and the physical changes that the Earth has undergone or it is undergoing. The Journal covers a wide spectrum of geology disciplines (palaeontology, stratigraphy, mineralogy, sedimentology, petrology, geochemistry, structural geology, karstology, hydrogeology and engineering geology) including pedogenesis, petroleum geology and environmental geology. Papers especially concerning the Pannonian Basin, Dinarides, the Adriatic/Mediterranean region, as well as notes and reviews interesting to a wider audience (e.g. review papers, book reviews, and notes) are welcome.
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