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基于改進S-W與結(jié)構(gòu)方程模型的干旱區(qū)棗園蒸散特征分析
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國家自然科學(xué)基金項目(52069027),、高??蒲杏媱濏椖浚╔JEDU2017T004)和院士工作站基金項目(2020.D-003)


Analysis of Evapotranspiration Characteristics of Ziziphus jujuba Mill. Orchards in Arid Areas Based on Improved S-W and Structural Equation Model
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    摘要:

    為準確量化蒸散及其組分,、分析蒸散的控制機制,,利用改進的Shuttleworth-Wallace模型(S-W)對干旱區(qū)滴灌棗園的蒸散量,、植株蒸騰量進行模擬,使用兩年的渦度相關(guān)系統(tǒng),、針式莖流計數(shù)據(jù)對模型進行參數(shù)率定及驗證,,并利用結(jié)構(gòu)方程模型(Structural equation model,SEM)分析棗園蒸散與其影響因子之間的關(guān)系,。結(jié)果表明:S-W模型在干旱區(qū)棗園有較好的適用性,,適宜的模型參數(shù)a1為6.9445、g0為0.0439,、b2為4.6041,、b3為957.1106;蒸散量模擬精度為:均方根誤差(RMSE)為0.62~0.76 mm/d,回歸系數(shù)b為0.77~0.88,,決定系數(shù)R2為0.95~0.97,,一致性指數(shù)d為0.92~0.94,模型效率納什系數(shù)(EF)為0.70~0.81,,均方根誤差與觀測值標準差比率(RSR)為0.44~0.55,。SEM模型顯示,6個測量因子能夠解釋89%的植株蒸騰量,、84%的土壤蒸發(fā)量,,植株蒸騰量對土壤蒸發(fā)量的標準化總影響系數(shù)為-0.70。對植株蒸騰量影響最大的因子是葉面積指數(shù),,標準化總影響系數(shù)為0.52;其次是氣溫,,標準化總影響系數(shù)為0.44。對土壤蒸發(fā)量影響最大的因子是凈輻射,,標準化總影響系數(shù)為0.50,,標準化直接影響系數(shù)為0.66;其次是土壤表層含水率,標準化總影響系數(shù)為0.49,,標準化直接影響系數(shù)為0.69,。S-W模型是估算干旱區(qū)棗園蒸散量的有效工具,,基于SEM模型的蒸散特征分析可為干旱區(qū)農(nóng)業(yè)節(jié)水提供新的思路。

    Abstract:

    Accurate quantification of evapotranspiration and the analysis of its control factors are of vital importance for agricultural water conservation and ecological-environmental protection. The improved Shuttleworth-Wallace (S-W) model was introduced for simulating evapotranspiration and transpiration in drip-irrigated jujube (Ziziphus jujuba Mill.) orchards in arid areas. The simulations of the S-W model were verified against measured data obtained from the eddy covariance system and measurements of a pin-type stem flowmeter for two consecutive years. The relationships between evapotranspiration in jujube orchards and influencing factors were analyzed by using the structural equation model (SEM). The S-W model showed good performance in simulating evapotranspiration and transpiration in arid areas under parameter value with a1 of 6.9445, g0 of 0.0439, b2 of 4.6041, b3 of 957.1106, achieving root mean square error (RMSE) of 0.62~0.76 mm/d, regression coefficient (b) of 0.77~0.88, determination coefficient (R2) of 0.95~0.97, index of agreement (d) of 0.92~0.94, efficiency of simulation (EF) of 0.70~0.81, ratio of RMSE to observations standard deviation (RSR) of 0.44~0.55. The results of SEM indicated that six factors explained 84% and 89% of observed variations in soil evaporation and transpiration, respectively. The coefficient of influence of plant transpiration of soil evaporation was -0.70. Leaf area index had the highest effect on plant transpiration, with total influence coefficient of 0.52, followed by air temperature with total influence coefficient of 0.44 and no-indirect influence. Net radiation had the highest effect on soil evapotranspiration, followed by soil surface water content, with total influence coefficients of 0.50 and 0.49 and direct influence coefficients of 0.66 and 0.69, respectively. The results of this model confirmed that the S-W model can be served as an efficient tool for estimating evapotranspiration in jujube orchards in arid areas, whereas SEM may provide a perspective on agricultural water conservation in arid areas.

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喬英,馬英杰,辛明亮.基于改進S-W與結(jié)構(gòu)方程模型的干旱區(qū)棗園蒸散特征分析[J].農(nóng)業(yè)機械學(xué)報,2021,52(8):307-317. QIAO Ying, MA Yingjie, XIN Mingliang. Analysis of Evapotranspiration Characteristics of Ziziphus jujuba Mill. Orchards in Arid Areas Based on Improved S-W and Structural Equation Model[J]. Transactions of the Chinese Society for Agricultural Machinery,2021,52(8):307-317.

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  • 收稿日期:2021-01-12
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  • 在線發(fā)布日期: 2021-08-10
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