Facultad de Ingeniería, Campus Amazcala, Universidad Autónoma de Querétaro, Carr. Chichimequillas-Amazcala Km 1 S/N, Amazcala, C.P. 76265, El Marqués, Querétaro, México.
Cuerpo Académico de Biosistemas. Facultad de Ingeniería, Campus Amazcala, Universidad Autónoma de Querétaro, Carr. Chichimequillas-Amazcala Km 1 S/N, Amazcala, C.P. 76265, El Marqués, Querétaro, México.
Environ Entomol. 2022 Feb 16;51(1):294-302. doi: 10.1093/ee/nvab128.
Whiteflies (Bemisia tabaci) represent an insect pest in horticulture. It serves as a vector for transmitting phytopathogens that inhibit the correct development of plants, affecting crop performance. In this research, whitefly population model was proposed to provide a tool that predicts the pest spread within a crop under greenhouse conditions. The analysis, calibration, and validation of the models, based on logistic functions, were implemented for the three stages (egg, nymph, and adult) of the life cycle of this organism. Temperature (°C), relative humidity (%), initial population (number/cm2), and Growing Degree-Day (GDD) were considered as input variables to describe each development stage. The statistical analysis for the model validation included the coefficient of determination (R2), the percentage standard error of prediction (%SEP), the average relative variance (AVR), and the efficiency coefficient (E). The first period for calibration consisted of 43 d (204.3 GDD), and the second period for validation consisted of 36 d (171.1 GDD). The model efficiently predicts the population growth for the egg, nymph, and adult stages since the values of R2 were 0.9856, 0.9918, and 0.9436, and the values of %SEP were 12.4, 11.9, and 75.1% for the egg, nymph, and adult stages, respectively. Moreover, the validation model obtained an R2 of 0.9287 for the egg stage, 0.9645 for the nymph stage, and 0.9884 for the adult stage. Meanwhile, the values of %SEP were 10.38, 16.89, and 32.59% for the egg, nymph, and adult stages, respectively. In both cases, the values suggest an adequate fit for the model.
粉虱(Bemisia tabaci)是园艺业中的一种害虫。它是传播植物病原体的媒介,这些病原体抑制植物的正常发育,影响作物的产量。在这项研究中,提出了粉虱种群模型,为温室条件下预测作物内害虫传播提供了一种工具。基于逻辑函数对模型进行了分析、校准和验证,涵盖了该生物生命周期的三个阶段(卵、若虫和成虫)。温度(°C)、相对湿度(%)、初始种群(数量/cm2)和生长度日(GDD)被视为描述每个发育阶段的输入变量。模型验证的统计分析包括决定系数(R2)、预测百分比标准误差(%SEP)、平均相对方差(AVR)和效率系数(E)。校准的第一阶段持续 43 天(204.3 GDD),验证的第二阶段持续 36 天(171.1 GDD)。该模型能够有效地预测卵、若虫和成虫阶段的种群增长,因为卵、若虫和成虫阶段的 R2 值分别为 0.9856、0.9918 和 0.9436,%SEP 值分别为 12.4%、11.9%和 75.1%。此外,验证模型的卵阶段 R2 值为 0.9287,若虫阶段 R2 值为 0.9645,成虫阶段 R2 值为 0.9884。同时,卵、若虫和成虫阶段的%SEP 值分别为 10.38%、16.89%和 32.59%。在这两种情况下,这些值都表明模型拟合良好。