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设施番茄外观形态及物质累积分配模型构建与验证 被引量:2

Construction and verification of an external morphology,substance accumulation,and distribution model of tomatoes in greenhouses
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摘要 为构建适用于日光温室与塑料大棚的设施番茄生长模型,该研究利用保温塑料大棚春茬试验数据,建立以辐热积为尺度的番茄外观形态及物质累积分配模型,并利用保温塑料大棚秋茬和日光温室越冬茬的试验数据验证模型的准确性。结果表明:1)番茄株高模拟值的决定系数R2和均方根误差(Root Mean Square Error,RMSE)分别为0.9074和13.66 cm;2)番茄整株及各器官的干物质质量模拟值的决定系数R2范围为0.8541~0.9751,RMSE为2.87~6.98 g/株;3)番茄整株、地上部以及果实鲜质量累积的模拟值的决定系数R2范围为0.8872~0.9050,RMSE为109.83~171.16 g/株。综上可知,该研究建立的模型可较准确地预测番茄株高与干鲜质量物质累积值,模型的实用性较强,可为设施番茄生产提供理论依据和决策支持。 Vegetable production in greenhouses has greatly benefited from the crop growth models.Crop growth models are effective tools for crop production management and environmental optimization in greenhouses.It is necessary to validate the current model at many spatial scales in a variety of environmental situations.The applicability of the models is still unclear,because the majority of tomato growth models can only be used in multi-span greenhouses with favorable environmental conditions or the same greenhouse.Particularly,plastic greenhouses and Chinese solar greenhouses are very popular during this time.Some production challenges remain under human experience management.This study aims to build a greenhouse tomato growth model suitable for solar and plastic greenhouses.Three independent experiments were conducted in the solar greenhouses(span 11.0 m)and thermal insulation plastic greenhouses(span 18.0 m)in Yangling County,Shaanxi Province,China from 2021 to 2022.Specifically,the tomato production of spring stubble was set in the heat-insulating plastic greenhouse(Experiment 1)using environmental data,such as light and temperature.An external morphology model was constructed with the thermal effectiveness and PAR(TEP)as an independent variable,according to the relationship between the growth dynamic of external morphology and key meteorological factors(temperature and radiation)of tomatoes in a greenhouse.The TEP was also used to establish the dry matter accumulation and distribution model.The mathematical model of plant daily absorption was established to consider the simulation modules of photosynthesis and respiration.A module of dry matter accumulation in the tomato was then constructed under the amount of training.A new model of fresh matter accumulation was established to combine the relative water content of each organ at each embryonic stage.The whole growth model of the tomato was realized in a greenhouse from each sub-module.The accuracy of the sub-modules was verified using the experimental data of autumn stubble in the thermal insulation plastic greenhouse(Experiment 2)and winter stubble in the Chinese solar greenhouse(Experiment 3).The results showed that:1)In the external morphology model,the coefficients of determination R^(2)and Root Mean Square Error(RMSE)for simulated values of tomato plant height were 0.9074 and 13.66 cm,respectively.2)In the dry matter accumulation model,the predicted dry matter weight of tomato organs in different greenhouses were estimated to fit well with the measured values.The coefficients of determination R^(2)for simulated values of dry matter weight of the whole tomato plant,above-ground parts,stem,leaf and fruit ranged from 0.8541 to 0.9751,and RMSE ranged from 2.87 to 6.98 g/plant.3)In the fresh matter weight,the coefficients of determination R^(2)for simulated values of fresh weight accumulation of the whole tomato plant,above-ground parts and fruits ranged from 0.8872 to 0.9050 and RMSE from 109.83 to 171.16 g/plant.The improved model can be expected to accurately predict the plant height and weight accumulation of dried and fresh tomatoes.The strong practicability of the model can provide a theoretical basis and decision-making assistance for tomato production in facilities.
作者 刘福昊 郭申伯 王笛 黄博 曹晏飞 Liu Fuhao;Guo Shenbo;Wang Di;Huang Bo;Cao Yanfei(College of Horticulture,Northwest A&F University,Key Laboratory of Protected Horticulture Engineering in Northwest,Ministry of Agriculture and Rural Affairs,Yangling 712100,China)
出处 《农业工程学报》 EI CAS CSCD 北大核心 2022年第21期188-196,共9页 Transactions of the Chinese Society of Agricultural Engineering
基金 陕西省技术创新引导专项(2021QFY08-02) 陕西省科技创新团队项目(2021TD-34) 陕西省重点研发计划项目(2022ZDLNY03-02)。
关键词 模型 温室 番茄 外观形态 辐热积 model greenhouse tomato external morphology product of thermal effectiveness and PAR
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