CN118395867A - A method for field-scale irrigation and drainage simulation in rice fields - Google Patents
A method for field-scale irrigation and drainage simulation in rice fields Download PDFInfo
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Abstract
Description
技术领域Technical Field
本发明涉及农业灌溉模型应用技术领域,并且更具体地,涉及一种适用于水稻田间尺度灌排模拟的方法。The present invention relates to the technical field of agricultural irrigation model application, and more specifically, to a method suitable for rice field scale irrigation and drainage simulation.
背景技术Background technique
水稻田间水量来源主要有降雨、灌溉和地下水补给,田间消耗主要有蒸发蒸腾以及田间渗漏、排水等,部分水量要素可以通过田间试验获得,但是田间试验耗时长、花费高,运用模型模拟田间水量变化过程,可以在短时间内模拟不同气候条件及不同灌溉模式下的水稻田间各水量要素的变化情况,不仅可以指导田间试验的设计,还可以为地区灌溉模式的选取、灌溉制度的制定、农业用水的考核等各类田间水管理问题提供参考。但是对于稻田水量平衡模拟来说,主要面临两个问题,一是田间水位在有水层和无水层之间频繁进行交换,会对蒸发蒸腾量、渗漏量等产生较大影响,二是田间无水层时需要测算土壤含水率,土壤含水率的测算较为复杂,随机性较高,没有水位观测方便准确;三是稻田水量变化频繁,变化幅度大,涉及的水量要素多,要素之间的转换关系复杂,模拟困难。The main sources of water in rice fields are rainfall, irrigation and groundwater recharge, and the main field consumption is evaporation, field seepage, drainage, etc. Some water elements can be obtained through field experiments, but field experiments are time-consuming and expensive. Using models to simulate the process of field water changes can simulate the changes of various water elements in rice fields under different climatic conditions and different irrigation modes in a short time. It can not only guide the design of field experiments, but also provide references for various field water management issues such as the selection of regional irrigation modes, the formulation of irrigation systems, and the assessment of agricultural water use. However, for the simulation of rice field water balance, there are two main problems. First, the field water level frequently exchanges between the water layer and the water-free layer, which will have a great impact on evaporation and transpiration, seepage, etc. Second, when there is no water layer in the field, the soil moisture content needs to be measured. The calculation of soil moisture content is relatively complex and has a high randomness. It is not convenient and accurate without water level observation; third, the water volume of rice fields changes frequently, the change range is large, and there are many water elements involved. The conversion relationship between the elements is complex and difficult to simulate.
发明内容Summary of the invention
针对上述问题本发明提出了一种适用于水稻田间尺度灌排模拟的方法,包括:In view of the above problems, the present invention proposes a method suitable for rice field scale irrigation and drainage simulation, comprising:
通过田间实测建立水稻耕作层土壤含水率与耕作层土壤水位的关系公式;The relationship formula between the soil moisture content of the rice cultivation layer and the soil water level of the cultivation layer was established through field measurements.
获取田间灌溉试验实测数据及对应的灌溉模式指标数据,将实测数据作为模型输入数据,针对输入数据,根据指标数据,模拟计算,获取日尺度的田间水量变化数据,对水量变化数据根据实测田间水位变化数据,对模型训练,生成水稻田间灌排模型;Obtain the measured data of the field irrigation test and the corresponding irrigation mode index data, use the measured data as the model input data, simulate and calculate the input data according to the index data, obtain the field water volume change data on a daily scale, train the model according to the measured field water level change data, and generate a rice field irrigation and drainage model;
获取目标数据,输入至水稻田间灌排模型进行运算,获取水稻田间尺度灌排的模拟数据,根据模拟数据进行模拟灌排。Obtain target data, input it into the rice field irrigation and drainage model for calculation, obtain simulation data of rice field-scale irrigation and drainage, and simulate irrigation and drainage based on the simulation data.
可选的,试验实测数据,包括:气象数据、降雨数据、灌溉数据和排水数据。Optionally, the experimental measured data include: meteorological data, rainfall data, irrigation data and drainage data.
可选的,气象数据、降雨数据、灌溉数据和排水数据;Optional, meteorological data, rainfall data, irrigation data and drainage data;
其中,所述降雨数据和气象数据,通过田间附近的气象站点进行获取;The rainfall data and meteorological data are obtained through meteorological stations near the fields;
所述灌溉数据和排水数据通过田间试验实测获取。The irrigation data and drainage data are obtained through field test measurements.
可选的,目标数据,包括:气象、降雨、灌溉模式数据。Optional, target data, including: weather, rainfall, and irrigation pattern data.
可选的,模拟数据,包括:田间日尺度的水位变化数据及水量要素的日尺度数据。Optional simulation data, including: daily-scale field water level change data and daily-scale data of water volume elements.
可选的,水量要素的日尺度数据,包括:Optional, daily-scale data for water quantity elements, including:
田间水量的蒸发蒸腾量、深层渗漏量和地下水补给量。Evapotranspiration of field water, deep infiltration and groundwater recharge.
可选的,灌溉模式包括:常规灌溉和节水灌溉,他们的指标主要包括:灌溉上限、灌溉下限以及蓄雨上限。Optional irrigation modes include: conventional irrigation and water-saving irrigation, and their indicators mainly include: irrigation upper limit, irrigation lower limit and rainwater storage upper limit.
可选的,蒸发蒸腾量、深层渗漏量和地下水补给量的获取方式如下:Optionally, evapotranspiration, deep seepage and groundwater recharge can be obtained as follows:
当田间的田面有水层,且蒸腾蒸发不受限时:When there is a layer of water on the surface of the field and evaporation is not limited:
蒸发蒸腾量ETc的计算方式如下:The calculation method of evapotranspiration ET c is as follows:
ETc=Kcmax×ET0 ET c =K cmax ×ET 0
其中ET0为参考作物蒸发蒸腾量,Kcmax为最大作物系数;Where ET 0 is the reference crop evapotranspiration, K cmax is the maximum crop coefficient;
深层渗漏量DP根据田间土壤种类及田间农作物种类,选择预设数据;The deep seepage volume DP is selected according to the preset data according to the field soil type and field crop type;
地下水补给量CR取0;The groundwater recharge CR is taken as 0;
当田间的田面无水层时,蒸腾蒸发受限制:When there is no water layer on the surface of the field, evaporation is limited:
蒸发蒸腾量ETc的计算方式如下:The calculation method of evapotranspiration ET c is as follows:
ETc=(Kcb+Ke)×ET0 ET c =(K cb +K e )×ET 0
其中,ETc为水稻的蒸发蒸腾量,ET0为标准状态下的参照作物的蒸发蒸腾量,Kcb为基础作物系数,Ke是土壤蒸发系数。Among them, ETc is the evapotranspiration of rice, ET0 is the evapotranspiration of the reference crop under standard conditions, Kcb is the basic crop coefficient, and Ke is the soil evaporation coefficient.
深层渗漏量DP的计算方式如下:The calculation method of deep leakage DP is as follows:
其中,WT为根层土壤水位,H为土壤含水率为田间对应的土壤水位,m为渗漏常量;Among them, WT is the soil water level in the root layer, H is the soil water level corresponding to the field when the soil moisture content is 1.5, and m is the infiltration constant;
地下水补给量CR取0;The groundwater recharge CR is taken as 0;
当水分胁迫时:When water stress occurs:
当田面无水层时:When there is no water layer on the field:
蒸发蒸腾量ETc的计算方式如下:The calculation method of evapotranspiration ET c is as follows:
ETc=Kc*Ks*ET0 ET c =K c *K s *ET 0
其中,ETc为时段实际水稻蒸发蒸腾量,Kc为时段作物系数,Ks为时段土壤水分胁迫系数;Among them, ET c is the actual rice evapotranspiration during the period, K c is the crop coefficient during the period, and K s is the soil moisture stress coefficient during the period;
深层渗漏量DP的计算方式如下:The calculation method of deep leakage DP is as follows:
地下水补给量CR的计算方式如下:The calculation method of groundwater recharge CR is as follows:
CR=min{(b×(-WT)+n),CRmax}CR=min{(b×(-WT)+n), CR max }
其中,b、n为拟合系数,CRmax为最大地下水补给量,WT为根层土壤水位。Where b and n are fitting coefficients, CR max is the maximum groundwater recharge, and WT is the soil water level in the root layer.
本发明解决了田间水位在有水层和无水层之间频繁进行交换,会对蒸发蒸腾量、渗漏量等产生很大的影响的问题,同时解决了地下水埋深较浅,土壤水和地下水水力联系紧密的问题。The present invention solves the problem that the field water level frequently exchanges between the aquifer and the water-free layer, which has a great impact on evaporation and transpiration, leakage, etc., and also solves the problem that the groundwater is shallow and the hydraulic connection between soil water and groundwater is close.
附图说明BRIEF DESCRIPTION OF THE DRAWINGS
图1为本发明一种适用于水稻田间尺度灌排模拟的方法的流程图。FIG1 is a flow chart of a method for simulating irrigation and drainage at inter-field scale in a rice field according to the present invention.
具体实施方式Detailed ways
现在参考附图介绍本发明的示例性实施方式,然而,本发明可以用许多不同的形式来实施,并且不局限于此处描述的实施例,提供这些实施例是为了详尽地且完全地公开本发明,并且向所属技术领域的技术人员充分传达本发明的范围。对于表示在附图中的示例性实施方式中的术语并不是对本发明的限定。在附图中,相同的单元/元件使用相同的附图标记。Now, exemplary embodiments of the present invention are described with reference to the accompanying drawings. However, the present invention can be implemented in many different forms and is not limited to the embodiments described herein. These embodiments are provided to disclose the present invention in detail and completely and to fully convey the scope of the present invention to those skilled in the art. The terms used in the exemplary embodiments shown in the accompanying drawings are not intended to limit the present invention. In the accompanying drawings, the same units/elements are marked with the same reference numerals.
除非另有说明,此处使用的术语(包括科技术语)对所属技术领域的技术人员具有通常的理解含义。另外,可以理解的是,以通常使用的词典限定的术语,应当被理解为与其相关领域的语境具有一致的含义,而不应该被理解为理想化的或过于正式的意义。Unless otherwise specified, the terms (including technical terms) used herein have the commonly understood meanings to those skilled in the art. In addition, it is understood that the terms defined in commonly used dictionaries should be understood to have the same meanings as those in the context of the relevant fields, and should not be understood as idealized or overly formal meanings.
针对上述问题本发明提出了一种适用于水稻田间尺度灌排模拟的方法,如图1所示,包括:In view of the above problems, the present invention proposes a method suitable for simulating irrigation and drainage in rice fields, as shown in FIG1 , comprising:
一种适用于水稻田间尺度灌排模拟的方法,包括:A method suitable for field-scale irrigation and drainage simulation of rice, comprising:
通过田间实测建立水稻耕作层土壤含水率与耕作层土壤水位的关系公式;The relationship formula between the soil moisture content of the rice cultivation layer and the soil water level of the cultivation layer was established through field measurements.
获取田间灌溉试验实测数据及对应的灌溉模式指标数据,将实测数据作为模型输入数据,针对输入数据,根据指标数据,模拟计算,获取日尺度的田间水量变化数据,对水量变化数据根据实测田间水位变化数据,对模型训练,生成水稻田间灌排模型;Obtain the measured data of the field irrigation test and the corresponding irrigation mode index data, use the measured data as the model input data, simulate and calculate the input data according to the index data, obtain the field water volume change data on a daily scale, train the model according to the measured field water level change data, and generate a rice field irrigation and drainage model;
获取目标数据,输入至水稻田间灌排模型进行运算,获取水稻田间尺度灌排的模拟数据,根据模拟数据进行模拟灌排。Obtain target data, input it into the rice field irrigation and drainage model for calculation, obtain simulation data of rice field-scale irrigation and drainage, and simulate irrigation and drainage based on the simulation data.
试验实测数据,包括:气象数据、降雨数据、灌溉数据和排水数据。The measured data of the experiment include: meteorological data, rainfall data, irrigation data and drainage data.
气象数据、降雨数据、灌溉数据和排水数据;Meteorological data, rainfall data, irrigation data and drainage data;
其中,所述降雨数据和气象数据,通过田间附近的气象站点进行获取;The rainfall data and meteorological data are obtained through meteorological stations near the fields;
所述灌溉数据和排水数据通过田间试验实测获取。The irrigation data and drainage data are obtained through field test measurements.
目标数据,包括:气象、降雨、灌溉模式数据。Target data, including: weather, rainfall, and irrigation pattern data.
模拟数据,包括:田间日尺度的水位变化数据及水量要素的日尺度数据。Simulation data include: daily-scale field water level change data and daily-scale data of water volume elements.
水量要素的日尺度数据,包括:Daily-scale data on water quantity elements, including:
田间水量的蒸发蒸腾量、深层渗漏量和地下水补给量。Evapotranspiration of field water, deep infiltration and groundwater recharge.
可选的,灌溉模式包括:常规灌溉和节水灌溉,他们的指标主要包括:灌溉上限、灌溉下限以及蓄雨上限。Optional irrigation modes include: conventional irrigation and water-saving irrigation, and their indicators mainly include: irrigation upper limit, irrigation lower limit and rainwater storage upper limit.
蒸发蒸腾量、深层渗漏量和地下水补给量的获取方式如下:The evapotranspiration, deep seepage and groundwater recharge are obtained as follows:
当田间的田面有水层,且蒸腾蒸发不受限时:When there is a layer of water on the surface of the field and evaporation is not limited:
蒸发蒸腾量ETc的计算方式如下:The calculation method of evapotranspiration ET c is as follows:
ETc=Kcmax×ET0 ET c =K cmax ×ET 0
其中ET0为参考作物蒸发蒸腾量,Kcmax为最大作物系数;Where ET 0 is the reference crop evapotranspiration, K cmax is the maximum crop coefficient;
深层渗漏量DP根据田间土壤种类及田间农作物种类,选择预设数据;The deep seepage volume DP is selected according to the preset data according to the field soil type and field crop type;
地下水补给量CR取0;The groundwater recharge CR is taken as 0;
当田间的田面无水层时,蒸腾蒸发受限制:When there is no water layer on the surface of the field, evaporation is limited:
蒸发蒸腾量ETc的计算方式如下:The calculation method of evapotranspiration ET c is as follows:
ETc=(Kcb+Ke)×ET0 ET c =(K cb +K e )×ET 0
其中,ETc为水稻的蒸发蒸腾量,ET0为标准状态下的参照作物的蒸发蒸腾量,Kcb为基础作物系数,Ke是土壤蒸发系数。Among them, ETc is the evapotranspiration of rice, ET0 is the evapotranspiration of the reference crop under standard conditions, Kcb is the basic crop coefficient, and Ke is the soil evaporation coefficient.
深层渗漏量DP的计算方式如下:The calculation method of deep leakage DP is as follows:
其中,WT为根层土壤水位,H为土壤含水率为田间对应的土壤水位,m为渗漏常量;Among them, WT is the soil water level in the root layer, H is the soil water level corresponding to the field when the soil moisture content is 1.5, and m is the infiltration constant;
地下水补给量CR取0;The groundwater recharge CR is taken as 0;
当水分胁迫时:When water stress occurs:
当田面无水层时:When there is no water layer on the field:
蒸发蒸腾量ETc的计算方式如下:The calculation method of evapotranspiration ET c is as follows:
ETc=Kc*Ks*ET0 ET c =K c *K s *ET 0
其中,ETc为时段实际水稻蒸发蒸腾量,Kc为时段作物系数,Ks为时段土壤水分胁迫系数;Among them, ET c is the actual rice evapotranspiration during the period, K c is the crop coefficient during the period, and K s is the soil moisture stress coefficient during the period;
深层渗漏量DP的计算方式如下:The calculation method of deep leakage DP is as follows:
地下水补给量CR的计算方式如下:The calculation method of groundwater recharge CR is as follows:
CR=min{(b×(-WT)+n),CRmax}CR=min{(b×(-WT)+n),CR max }
其中,b、n为拟合系数,CRmax为最大地下水补给量,WT为根层土壤水位。Where b and n are fitting coefficients, CR max is the maximum groundwater recharge, and WT is the soil water level in the root layer.
位的关系公式;The relationship formula of position;
下面结合实施例对本发明进行进一步的说明:The present invention will be further described below in conjunction with embodiments:
获取田间灌溉试验实测数据及对应的灌溉模式指标数据,将实测的气象数据、降雨数据、灌溉数据、排水数据等作为模型的输入数据,依据水量平衡原理,模拟计算日尺度的田间水量变化情况,以实测的田间水位变化数据为依据,对模型进行训练,获取最佳参数组合,生成水稻田间灌排模型;Obtain the measured data of field irrigation experiments and the corresponding irrigation mode index data, use the measured meteorological data, rainfall data, irrigation data, drainage data, etc. as the input data of the model, simulate and calculate the field water volume changes on a daily scale based on the water balance principle, train the model based on the measured field water level change data, obtain the best parameter combination, and generate a rice field irrigation and drainage model;
模型建好后,输入需要模拟计算的气象、降雨以及灌溉模式数据,输出田间日尺度的水位变化情况,也可根据需要,进一步计算出模拟时段内的灌溉水量、排水量、蒸发蒸腾量、渗漏量等水量要素的日尺度数据。After the model is built, the meteorological, rainfall and irrigation pattern data that need to be simulated are input, and the water level changes in the field on a daily scale are output. If needed, the daily scale data of water elements such as irrigation water volume, drainage volume, evaporation and transpiration, and leakage during the simulation period can also be further calculated.
水稻耕作层(约0-20cm)土壤含水率与耕作层土壤水位的关系公式需要通过田间实测获取,实测需要在田间安装30cm水尺,利用水尺记录田水位的高度;选择圆柱形的PVC管材,直径6cm左右,长40cm,田面以下15cm的柱形区域,每隔2cm均匀钻有直径5mm的渗水孔,在土壤耕作层内保持联通,观测土壤水位的变化;另选择相同直径的PVC管,长60cm,管壁下段15cm的柱形区域,每隔两厘米均匀钻有直径5mm的渗水孔用来观测地下水位变化,田块从无水层(只有地下水位读数)开始灌水,灌至田表以上后再逐渐向下消退,建立耕作层(0-20cm)土壤含水率与耕作层土壤水位的拟合曲线,土壤含水率通过烘干法测得。The relationship formula between the soil moisture content of the rice tillage layer (about 0-20cm) and the soil water level of the tillage layer needs to be obtained through field measurement. The measurement requires the installation of a 30cm water gauge in the field, and the height of the field water level is recorded using the water gauge; a cylindrical PVC pipe is selected with a diameter of about 6cm and a length of 40cm. A cylindrical area 15cm below the field surface is drilled with 5mm diameter seepage holes every 2cm to keep it connected in the soil tillage layer to observe changes in the soil water level; another PVC pipe of the same diameter is selected with a length of 60cm. A cylindrical area 15cm below the pipe wall is drilled with 5mm diameter seepage holes every two centimeters to observe changes in the groundwater level. The field is irrigated from the waterless layer (only the groundwater level reading), and then gradually recedes downward after being irrigated above the field surface. A fitting curve between the soil moisture content of the tillage layer (0-20cm) and the soil water level of the tillage layer is established. The soil moisture content is measured by the drying method.
述实测数据包括:田间的降雨数据、灌溉数据、排水数据、气象数据及水量要素数据;The measured data include: field rainfall data, irrigation data, drainage data, meteorological data and water quantity element data;
水量要素数据,包括:Water quantity element data, including:
田间水量的蒸发蒸腾量、深层渗漏量和地下水补给量。Evapotranspiration of field water, deep infiltration and groundwater recharge.
灌溉模式包括:常规灌溉和节水灌溉,他们的指标主要包括:灌溉上限、灌溉下限以及蓄雨上限。Irrigation modes include: conventional irrigation and water-saving irrigation. Their indicators mainly include: upper limit of irrigation, lower limit of irrigation and upper limit of rainwater storage.
蒸发蒸腾量、深层渗漏量和地下水补给量的获取方式如下:The evapotranspiration, deep seepage and groundwater recharge are obtained as follows:
(1)当田间的田面有水层,且蒸腾蒸发不受限时:(1) When there is a water layer on the field surface and evaporation is not limited:
蒸发蒸腾量ETc的计算方式如下:The calculation method of evapotranspiration ET c is as follows:
ETc=Kcmax×ET0 ET c =K cmax ×ET 0
其中,ET0为参考作物蒸发蒸腾量,采用FAO-56(Allen等,1998)中推荐的Penman-Monteith公式计算,ET0的计算根据FAO定义的参考表面为高度均匀、生长旺盛、完全覆盖土表、供水充足的草地,高度0.12m,表面阻力70sm-1,反射率0.23ET0的标准状态。ET0的计算与田间水量高低无关,在相同地点和时间内只和当天的气象数据有关,计算公式如下:Among them, ET 0 is the reference crop evapotranspiration, which is calculated using the Penman-Monteith formula recommended in FAO-56 (Allen et al., 1998). The calculation of ET 0 is based on the reference surface defined by FAO, which is a grassland with uniform height, vigorous growth, complete soil coverage, and sufficient water supply, with a height of 0.12m, a surface resistance of 70sm- 1 , and a reflectivity of 0.23ET 0. The calculation of ET 0 has nothing to do with the amount of water in the field. It is only related to the meteorological data of the day at the same location and time. The calculation formula is as follows:
式中Rn为冠层表面净辐射(mm/d),G为土壤热通量(MJ/m2d),T为日平均气温(℃),μ2为2m高度处的风速(m/s),ea为饱和水汽压(kPa),es为实际水汽压(kPa),Δ为水汽压曲线斜率(kPa/℃),γ为湿度计常数(kPa/℃)。这些参数可以通过气象观测数据及地理信息计算得到,需要观测的数据包括日最高气温、日最低气温、风速、相对湿度以及日照时长,试验区的纬度及高程等。Where Rn is the net radiation of the canopy surface (mm/d), G is the soil heat flux (MJ/m2d), T is the daily average temperature (℃), μ2 is the wind speed at a height of 2m (m/s), ea is the saturated water vapor pressure (kPa), e s is the actual water vapor pressure (kPa), Δ is the slope of the water vapor pressure curve (kPa/℃), and γ is the hygrometer constant (kPa/℃). These parameters can be calculated from meteorological observation data and geographic information. The data that need to be observed include the daily maximum temperature, daily minimum temperature, wind speed, relative humidity, sunshine duration, latitude and altitude of the test area, etc.
参数计算:Parameter calculation:
(1)大气压(P)(1) Atmospheric pressure (P)
大气压P是由地球大气重量所施加的压力,与海拔高程有关,但影响相对较小,在计算程序中一般采用一个地方的平均值即完全可以满足精度要求。对于标准大气,假设气温为20℃,可用简化的理想的空气定律计算P:Atmospheric pressure P is the pressure exerted by the weight of the earth's atmosphere. It is related to the altitude, but the effect is relatively small. In the calculation program, the average value of one place is generally used to fully meet the accuracy requirements. For the standard atmosphere, assuming the temperature is 20℃, P can be calculated using the simplified ideal air law:
(2)汽化潜热(λ)(2) Latent heat of vaporization (λ)
汽化潜热A表示的是在恒压与恒温条件下将单位质量的水从液态转化为水汽所需要的能量。汽化潜热作为温度的函数,其数值随温度的变化而变化,高温比低温时需要较少的能量。由于在正常温度范围内λ随温度变化仪稍有变化,所以在Penman-Monteith公式的简化中仅采用一个单一的数值,即λ=2.45MJ/kg,这个数值相当于气温大约为20℃时的潜热。The latent heat of vaporization A represents the energy required to convert a unit mass of water from liquid to water vapor under constant pressure and temperature conditions. As a function of temperature, the value of the latent heat of vaporization changes with temperature, and high temperatures require less energy than low temperatures. Since λ changes slightly with temperature within the normal temperature range, only a single value is used in the simplification of the Penman-Monteith formula, namely λ=2.45MJ/kg, which is equivalent to the latent heat when the air temperature is about 20℃.
(3)湿度计常数(γ)(3) Hygrometer constant (γ)
湿度计常数γ用公式表示为:The hygrometer constant γ is expressed by the formula:
式中:γ为湿度计常数(kPa/℃);P为大气压(kPa);ε为水汽与干空气分子量的比率=0.622;λ为汽化潜热.2.45(MJ/kg);cp为定压比热(MJ/kg·℃)。Where: γ is the hygrometer constant (kPa/℃); P is the atmospheric pressure (kPa); ε is the ratio of the molecular weight of water vapor to dry air = 0.622; λ is the latent heat of vaporization. 2.45 (MJ/kg); cp is the specific heat at constant pressure (MJ/kg·℃).
(4)时段平均温度(4) Average temperature during the period
对于标准化情况,24小时时段的平均温度定义为日最高温度(Tmax)和日最低温度(Tmin)的平均值,而不是定义为每小时温度观测结果的平均值。For the normalized case, the mean temperature over a 24-hour period is defined as the average of the daily maximum temperature (Tmax) and the daily minimum temperature (Tmin), rather than as the average of the hourly temperature observations.
(5)平均饱和水汽压(es)(5) Average saturated vapor pressure (es)
当用饱和水汽压与空气温度建立相关关系时,饱和水汽压可用空气温度来计算,其关系表达式为:When the saturated water vapor pressure is correlated with the air temperature, the saturated water vapor pressure can be calculated using the air temperature. The relationship expression is:
式中:e0(T)为空气温度T时的饱和水汽压(kPa);T为空气温度(℃)。Where: e 0 (T) is the saturated water vapor pressure at air temperature T (kPa); T is the air temperature (℃).
由于上述方程的非线性,每旬或每月的平均饱和水汽压应用该时段相应日平均日最高和最低气温时的水汽压的平均值来计算:Due to the nonlinearity of the above equation, the average saturated water vapor pressure per decade or month is calculated by the average of the water vapor pressures at the corresponding daily average maximum and minimum temperatures during that period:
(6)饱和水汽压与温度关系曲线的斜率(Δ)(6) Slope of the curve of saturated water vapor pressure and temperature (Δ)
计算需水量时,需要饱和水汽压与温度关系曲线的斜率Δ。在不同温度时的曲线斜率用下式给出:When calculating the water demand, the slope Δ of the saturated water vapor pressure versus temperature curve is required. The slope of the curve at different temperatures is given by the following formula:
(7)实际水汽压(ea):(7) Actual water vapor pressure (ea):
式中:RHmean为时段平均相对湿度。Where: RH mean is the average relative humidity during the period.
(8)净辐射(Rn)(8) Net radiation (Rn)
净辐射(Rn)是接收的净短波辐射(Rns)与损失支出的净长波辐射(Rnl)之差:Net radiation (Rn) is the difference between the net shortwave radiation received (Rns) and the net longwave radiation lost (Rnl):
Rn=Rns-Rnl Rn = Rns - Rnl
其中:in:
Rns=(1-α)RS Rns =(1-α) RS
Rso=(as+bs)Ra R so =( as + bs ) Ra
式中:Ra为碧空太阳总辐射(MJ/m2·d);Gsc为太阳常数,为0.0820min-1;dr为日地相对距离的倒数;为地理纬度,δ为太阳的磁偏角;RS为太阳或短波辐射(MJ/m2·d);ωs为太阳时角;n为实际日照时数;N为最大天文日照时数;as为回归常数,表示在阴暗日到达地球表面的外空辐射部分;as+bs表示在晴朗无云天到达地表面的外空辐射部分;Rso为晴空太阳辐射;α为反射率或冠层反射系数。Where: Ra is the total solar radiation of the blue sky (MJ/m2·d); Gsc is the solar constant, which is 0.0820min-1; dr is the reciprocal of the relative distance between the sun and the earth; is the geographic latitude, δ is the magnetic declination of the sun; RS is the solar or shortwave radiation (MJ/m2·d); ωs is the solar hour angle; n is the actual sunshine hours; N is the maximum astronomical sunshine hours; as is the regression constant, which represents the part of the outer space radiation that reaches the earth's surface on a cloudy day; as + bs represents the part of the outer space radiation that reaches the earth's surface on a clear and cloudless day; Rso is the clear sky solar radiation; α is the reflectivity or canopy reflectance.
(9)土壤热通量(G)(9) Soil heat flux (G)
与Rn相比,由于土壤热通量较小,尤其是当表面被植被覆盖时,因此当计算时间步长为24小时或更长时,依据在土壤温度遵循夺气温度传导想法的基础上:Since the soil heat flux is smaller compared to Rn, especially when the surface is covered by vegetation, when the calculation time step is 24 hours or longer, the soil temperature follows the idea of venting temperature conduction:
式中:G为土壤热通量,cs为土壤热容量,Ti为时间i时空气文图,Ti-1为在时间i-1时空气文图;Δt为时间间隔长度;Δz为有效土壤深度。Where: G is the soil heat flux, cs is the soil heat capacity, Ti is the air-space graph at time i, Ti-1 is the air-space graph at time i-1; Δt is the time interval length; Δz is the effective soil depth.
(10)风速(10) Wind speed
在土壤表面以上不同高度测定的风速不同。表面摩擦力倾向减缓通过表面上方的风速。在表面处风速最低,随高度增加风速增加。为此,风速表都置于一标准高度上,如在气象上为10m,在农业气象方面为2m或3m。对于需水量的计算,要求在表面以上2m高处测量风速。为了调整在标准高度以外其它高度上由仪器测得的风速值,修剪牧草表面上的测量可用对数风速剖面分新计算。Wind speeds measured at different heights above the soil surface are different. Surface friction tends to slow down the wind passing over the surface. Wind speeds are lowest at the surface and increase with height. For this reason, anemometers are placed at a standard height, such as 10m in meteorology and 2m or 3m in agrometeorology. For water demand calculations, wind speeds are required to be measured at a height of 2m above the surface. In order to adjust wind speed values measured by instruments at heights other than the standard height, measurements on mowed grass surfaces can be recalculated using logarithmic wind speed profiles.
式中:u2为在地面以上2m出的风速,uz为在地面上zm出测量的风速,z为地面以上的测量高度。In the formula: u2 is the wind speed at 2m above the ground, uz is the wind speed measured at zm above the ground, and z is the measurement height above the ground.
对于最大作物系数,其中Kcmax可用下式计算:For the maximum crop coefficient, Kcmax can be calculated using the following formula:
其中μ2为2m高度处的风速(m/s),RHmin为最小相对湿度(%),h为作物株高(mm),Kcb为基础作物系数,随着作物生长期的不同而变化,FAO给出了水稻初始生长期、水稻生育中期以及水稻生育后期标准状态下的基础作物系数值为:Kcbini(推荐)=1.0,Kcbmid(推荐)=1.15,Kcbend(推荐)=0.7。Wherein μ2 is the wind speed at a height of 2m (m/s), RHmin is the minimum relative humidity (%), h is the crop plant height (mm), and Kcb is the basic crop coefficient, which varies with the growth period of the crop. FAO gives the basic crop coefficient values under standard conditions for the initial growth period, middle growth period and late growth period of rice as follows: Kcbini (recommended) = 1.0, Kcbmid (recommended) = 1.15, and Kcbend (recommended) = 0.7.
深层渗漏量DP根据田间土壤种类及田间农作物种类,选择预设数据;The deep seepage volume DP is selected according to the preset data according to the field soil type and field crop type;
地下水补给量CR取0;The groundwater recharge CR is taken as 0;
(2)当田间的田面无水层时,蒸腾蒸发受限制:(2) When there is no water layer on the field surface, evaporation is limited:
蒸发蒸腾量ETc的计算方式如下:The calculation method of evapotranspiration ET c is as follows:
ETc=(Kcb+Ke)×ET0 ET c =(K cb +K e )×ET 0
式中ETc为水稻的蒸发蒸腾量,ET0为标准状态下的参照作物的蒸发蒸腾量,Kcb为基础作物系数,Ke是土壤蒸发系数。Where ETc is the evapotranspiration of rice, ET0 is the evapotranspiration of the reference crop under standard conditions, Kcb is the basic crop coefficient, and Ke is the soil evaporation coefficient.
在非标准状态下(即日最小相对湿度不是45%,风速不是2m/s),需要对Kcb进行修正:Under non-standard conditions (i.e. the minimum relative humidity is not 45%, the wind speed is not 2m/s), Kcb needs to be corrected:
式中μ2为2m高度处的风速(m/s),RHmin为日最小相对湿度(%),h为水稻株高(m)。Where μ2 is the wind speed at a height of 2 m (m/s), RHmin is the daily minimum relative humidity (%), and h is the height of the rice plant (m).
Ke用来描述土壤蒸发,计算公式如下:Ke is used to describe soil evaporation, and the calculation formula is as follows:
式中De,i-1为降雨或灌溉日i到上一个计算日累积的土壤蒸发量(mm);REW为大气蒸发力控制阶段的土壤蒸发量(mm);TEW为降雨或灌溉后总计蒸发量(mm)。FAO对于不同土壤质地类型给出了相应的参考值。Where De,i-1 is the accumulated soil evaporation from rainfall or irrigation day i to the previous calculation day (mm); REW is the soil evaporation during the atmospheric evaporation control stage (mm); TEW is the total evaporation after rainfall or irrigation (mm). FAO has given corresponding reference values for different soil texture types.
深层渗漏量DP的计算方式如下:The calculation method of deep leakage DP is as follows:
式中,WT为根层土壤水位,H为土壤含水率为田间对应的土壤水位,m为渗漏常量。Where WT is the soil water level in the root layer, H is the soil water content corresponding to the field, and m is the leakage constant.
地下水补给量CR取0;The groundwater recharge CR is taken as 0;
(3)当水分胁迫时:(3) When water stress occurs:
当田面无水层时:When there is no water layer on the field:
蒸发蒸腾量ETc的计算方式如下:The calculation method of evapotranspiration ETc is as follows:
ETc=Kc*Ks*ET0 ET c =K c *K s *ET 0
式中ETc为时段实际水稻蒸发蒸腾量,Kc为时段作物系数,Ks为时段土壤水分胁迫系数。Where ETc is the actual rice evapotranspiration during the period, Kc is the crop coefficient during the period, and Ks is the soil moisture stress coefficient during the period.
Ks的计算公式如下:The calculation formula of Ks is as follows:
式中TAW为根系层中的总有效水量(mm);Dr为根系层中的消耗水量(mm),p为不遭受水分胁迫时,作物从根系层中吸收的有效水量与总有效水量TAW的比值。Where TAW is the total available water in the root layer (mm2); Dr is the water consumption in the root layer (mm2); and p is the ratio of the available water absorbed by the crop from the root layer to the total available water TAW when it is not subjected to water stress.
深层渗漏量DP的计算方式如下:The calculation method of deep leakage DP is as follows:
地下水补给量CR的计算方式如下:The calculation method of groundwater recharge CR is as follows:
CR=min{(b×(-WT)+n),CRmax}CR=min{(b×(-WT)+n),CR max }
式中,b、n为拟合系数,CRmax为最大地下水补给量,WT为根层土壤水位。Where b and n are fitting coefficients, CRmax is the maximum groundwater recharge, and WT is the soil water level in the root layer.
降雨数据、灌溉数据、排水数据、和气象数据;rainfall data, irrigation data, drainage data, and meteorological data;
其中,所述降雨数据和气象数据,通过田间附近的气象站点进行获取;The rainfall data and meteorological data are obtained through meteorological stations near the fields;
灌溉数据和排水数据通过田间试验实测获取。Irrigation and drainage data are obtained through field test measurements.
本发明解决了田间水位在有水层和无水层之间频繁进行交换,会对蒸发蒸腾量、渗漏量等产生很大的影响的问题,同时解决了地下水埋深较浅,土壤水和地下水水力联系紧密的问题。The present invention solves the problem that the field water level frequently exchanges between the aquifer and the water-free layer, which has a great impact on evaporation and transpiration, leakage, etc., and also solves the problem that the groundwater is shallow and the hydraulic connection between soil water and groundwater is close.
本领域内的技术人员应明白,本申请的实施例可提供为方法、系统、或计算机程序产品。因此,本申请可采用完全硬件实施例、完全软件实施例、或结合软件和硬件方面的实施例的形式。而且,本申请可采用在一个或多个其中包含有计算机可用程序代码的计算机可用存储介质(包括但不限于磁盘存储器、CD-ROM、光学存储器等)上实施的计算机程序产品的形式。本申请实施例中的方案可以采用各种计算机语言实现,例如,面向对象的程序设计语言Java和直译式脚本语言JavaScript等。Those skilled in the art will appreciate that the embodiments of the present application can be provided as methods, systems, or computer program products. Therefore, the present application can adopt the form of complete hardware embodiments, complete software embodiments, or embodiments in combination with software and hardware. Moreover, the present application can adopt the form of a computer program product implemented on one or more computer-usable storage media (including but not limited to disk storage, CD-ROM, optical storage, etc.) that contain computer-usable program code. The scheme in the embodiments of the present application can be implemented in various computer languages, for example, object-oriented programming language Java and literal translation scripting language JavaScript, etc.
本申请是参照根据本申请实施例的方法、设备(系统)、和计算机程序产品的流程图和/或方框图来描述的。应理解可由计算机程序指令实现流程图和/或方框图中的每一流程和/或方框、以及流程图和/或方框图中的流程和/或方框的结合。可提供这些计算机程序指令到通用计算机、专用计算机、嵌入式处理机或其他可编程数据处理设备的处理器以产生一个机器,使得通过计算机或其他可编程数据处理设备的处理器执行的指令产生用于实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的装置。The present application is described with reference to the flowchart and/or block diagram of the method, device (system) and computer program product according to the embodiment of the present application. It should be understood that each process and/or box in the flowchart and/or block diagram, and the combination of the process and/or box in the flowchart and/or block diagram can be realized by computer program instructions. These computer program instructions can be provided to a processor of a general-purpose computer, a special-purpose computer, an embedded processor or other programmable data processing device to produce a machine, so that the instructions executed by the processor of the computer or other programmable data processing device produce a device for realizing the function specified in one process or multiple processes in the flowchart and/or one box or multiple boxes in the block diagram.
这些计算机程序指令也可存储在能引导计算机或其他可编程数据处理设备以特定方式工作的计算机可读存储器中,使得存储在该计算机可读存储器中的指令产生包括指令装置的制造品,该指令装置实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能。These computer program instructions may also be stored in a computer-readable memory that can direct a computer or other programmable data processing device to work in a specific manner, so that the instructions stored in the computer-readable memory produce a manufactured product including an instruction device that implements the functions specified in one or more processes in the flowchart and/or one or more boxes in the block diagram.
这些计算机程序指令也可装载到计算机或其他可编程数据处理设备上,使得在计算机或其他可编程设备上执行一系列操作步骤以产生计算机实现的处理,从而在计算机或其他可编程设备上执行的指令提供用于实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的步骤。These computer program instructions may also be loaded onto a computer or other programmable data processing device so that a series of operational steps are executed on the computer or other programmable device to produce a computer-implemented process, whereby the instructions executed on the computer or other programmable device provide steps for implementing the functions specified in one or more processes in the flowchart and/or one or more boxes in the block diagram.
尽管已描述了本申请的优选实施例,但本领域内的技术人员一旦得知了基本创造性概念,则可对这些实施例作出另外的变更和修改。所以,所附权利要求意欲解释为包括优选实施例以及落入本申请范围的所有变更和修改。Although the preferred embodiments of the present application have been described, those skilled in the art may make other changes and modifications to these embodiments once they have learned the basic creative concept. Therefore, the appended claims are intended to be interpreted as including the preferred embodiments and all changes and modifications falling within the scope of the present application.
显然,本领域的技术人员可以对本申请进行各种改动和变型而不脱离本申请的精神和范围。这样,倘若本申请的这些修改和变型属于本申请权利要求及其等同技术的范围之内,则本申请也意图包含这些改动和变型在内。Obviously, those skilled in the art can make various changes and modifications to the present application without departing from the spirit and scope of the present application. Thus, if these modifications and variations of the present application fall within the scope of the claims of the present application and their equivalents, the present application is also intended to include these modifications and variations.
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