程陈, 黎贞发, 董朝阳, 宫志宏, 冯利平. 日光温室黄瓜和芹菜不同位置消光系数模拟及验证[J]. 农业工程学报, 2020, 36(21): 243-252. DOI: 10.11975/j.issn.1002-6819.2020.21.029
    引用本文: 程陈, 黎贞发, 董朝阳, 宫志宏, 冯利平. 日光温室黄瓜和芹菜不同位置消光系数模拟及验证[J]. 农业工程学报, 2020, 36(21): 243-252. DOI: 10.11975/j.issn.1002-6819.2020.21.029
    Cheng Chen, Li Zhenfa, Dong Chaoyang, Gong Zhihong, Feng Liping. Simulation and validation of extinction coefficient at different positions of cucumber and celery in solar greenhouse[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2020, 36(21): 243-252. DOI: 10.11975/j.issn.1002-6819.2020.21.029
    Citation: Cheng Chen, Li Zhenfa, Dong Chaoyang, Gong Zhihong, Feng Liping. Simulation and validation of extinction coefficient at different positions of cucumber and celery in solar greenhouse[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2020, 36(21): 243-252. DOI: 10.11975/j.issn.1002-6819.2020.21.029

    日光温室黄瓜和芹菜不同位置消光系数模拟及验证

    Simulation and validation of extinction coefficient at different positions of cucumber and celery in solar greenhouse

    • 摘要: 消光系数是作物模型的重要参数,准确获取作物不同位置的消光系数,可以准确模拟作物的冠层光合速率,从而提高作物模型的模拟精度。该研究依据黄瓜(Cucumis sativus L.)和芹菜(Apium graveolens L.)不同位置(群体底部(Bottom of Crop, BC)处,1/3群体中部(1/3 Height of Crop, 1/3HC)处,2/3群体中部(2/3 Height of Crop, 2/3HC)处)的辐射数据,以津盛206和尤文图斯为试验品种,利用11个播期的试验观测数据建立了基于正午时刻消光系数k值的温室作物消光系数模型,确定了模型参数,用相互独立的数据进行模型检验。结果表明:1)关于正午时刻(12时)的k值变化,黄瓜在秋冬茬期间呈现先下降后上升的变化趋势,而春茬呈现相反的趋势,秋冬茬高于春茬,位置越高,k值越大。芹菜在生长季内,k值为先增加后下降的过程,位置越高,k值呈现先下降后上升的变化趋势。2)关于k值日变化,黄瓜和芹菜均呈现先上升后下降的变化趋势,位置越高,k值越大。3)关于作物发育进程中各发育阶段内k值变化,在相同发育阶段内,黄瓜随着高度上升,k值逐渐增大;芹菜呈现先下降后上升的趋势。在相同位置水平下,黄瓜各阶段k值的阶段均值都呈现先下降后上升的变化趋势,芹菜各阶段k值均值逐渐下降。4)时刻k值随正午时刻k值、位置以及时刻t呈线性下降的关系,模型参数与作物类型和位置有关。不同作物(黄瓜和芹菜)k值的模拟值与实测值的均方根误差(Root Mean Square Error,RMSE)分别为0.45和0.06,归一化均方根误差(Normalized Root Mean Square Error,NRMSE)分别为18.34%和13.35%;不同位置(BC处,1/3 HC处,2/3HC处)消光系数k值的模拟值与实测值的RMSE分别为0.47、0.36和0.33,NRMSE分别为17.91%、19.69%和23.85%。该模型能够较准确模拟消光系数的日变化过程,可应用于蔬菜生长发育模型构建及仿真模拟。

       

      Abstract: Extinction coefficient (k) in a photosynthetic action is an important parameter in a growth model of crops. If the extinction coefficients of a crop at the different positions are accurately evaluated, the photosynthetic rate of crop canopy can be accurately simulated, thereby to improve the simulation accuracy of crop model. The purpose of this study is to simulate the extinction coefficient of cucumber (Cucumis sativus L.) and celery (Apium graveolens L.) in a solar greenhouse. A 2-year greenhouse experiment was carried out from 2018 to 2020 in the Agricultural Science and Technology Innovation Base, in Wuqing, Tianjin, China (116°58′ E, 39°26′ N, altitude 8 m). There were two or three transplanting dates for each stubble, particularly on the early transplanting date (EP, about 15 to 20 days earlier than the local conventional planting date), the medium transplanting date (MP local conventional transplanting date), where the spring stubble was transplanted in late March, while, the autumn and winter crops were transplanted in middle October, and the late planting (LP, about 15 to 20 days later than the local conventional transplanting date). The planting density, varieties and management methods were consistent with the similar vegetable cultivation methods in North China, providing that the yield and quality can reach the best level. Three replicates were set for each transplanting date, while the random block group design was adopted. The cucumber variety was Jinsheng 206, and celery variety was Juventus. The cucumber was divided into 7 development stages, namely, the transplanting date (T), stretch tendril period (ST), initial flowering period (IF), fruiting period (F), the early harvest period (EH), harvest period (H), and uprooting period (U). The celery was divided into 5 development stages, namely, the transplanting date (T), outer leaf growth period (OLG), cardiac hypertrophy period (CH), early wither period (EW), and late wither period (LW). The radiation data of cucumber and celery was collected at various height positions (Bottom of Crop (BC), 1/3 Height of Crop (1/3HC) and 2/3 Height of Crop (2/3HC)), where the crop height of celery was equal to the plant height, but that of cucumber was not exactly equal. A simulation model of extinction coefficient was established for a greenhouse crops, according to the value of extinction coefficient at noon (12 o 'clock), using the experimental observation data of 11 transplanting dates. The model parameters were used to verify the rationality and accuracy of modules, representing by the statistical indicators. The results showed: 1) In the change of k value at noon (12 o 'clock), the cucumber presented a trend of decline first and then rise during the autumn and winter crop (AW) stubble, while, the spring crop (SC) stubble presented an opposite trend, where the AW stubble was higher than that of SC. The k value was greater as the increase in the height of position. In the growing season of celery, the k value was the process of the first increase and then decrease. As the increase in the height of position, the k value first decreased and then increased. 2) In the daily change of k value, the cucumber and celery showed a change trend of the first rising and then falling. 3) In the change of k value in each development stage, the k value of cucumber increased gradually with the rise of height in the same stage of development. The celery showed a trend of the first decline and then rise. At the same position level, the mean value of cucumber k at each position showed a trend of decreasing first and then increasing, while, that of celery at each stage decreased gradually. 4) The relationship between k value at time and at noon, the height parameters, and the number of time decreased linearly, indicating that the model parameters were related to the crop types and height position. The Root Mean Square Error (RMSE) of simulated and measured k value in the cucumber and the celery were 0.45 and 0.06, and the Normalized Root Mean Square Error (NRMSE) was 18.34% and 13.35%, respectively. The RMSE of simulated and measured k value at different heights (BC, 1/3HC, and 2/3HC) were 0.47, 0.36 and 0.33, and the NRMSE were 17.91%, 19.69% and 23.85%, respectively, indicating a high accuracy of the model. The findings can provide a theoretical foundation and a scientific application for the simulation accuracy and rationality of vegetable growth and development model.

       

    /

    返回文章
    返回