基于气候变量的月季病虫害预测统计模型

Q4 Agricultural and Biological Sciences Agronomia Colombiana Pub Date : 2023-04-30 DOI:10.15446/agron.colomb.v41n1.103408
William Alberto Lombana-Peña, Oscar Eduardo Pedraza-Contreras, Ramiro Ordoñez-Córdoba, Omar Ariel Nova Manosalva, Julián Andrés Salamanca Bernal
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引用次数: 0

摘要

在哥伦比亚,花卉种植是经济的重要组成部分,因为它为国家提供收入。该部门种植玫瑰(Rosa spp.),其生产和质量受到各种病虫害的影响。其中有蓟马、西富兰克林、荨麻疹叶螨,病害有霜霉病、白粉病、灰霉病。这一问题在购买农化产品的控制和管理中产生了巨大的费用。本研究分析了月季栽培中各种病虫害的发病率与气候变量(蒸发、温度、相对湿度和降水)的关系,以预测未来的影响。采用R语言进行分析,计算多元线性回归模型。结果表明,各病虫害的发病率预测结果令人满意,霜霉病、葡萄孢菌病、螨虫病和蓟马病的预测值与监测值的差异不超过5%,白粉病的预测值与监测值的差异不超过10%。所提出的工具显示了对病虫害可能行为的适当预测,并因此提供了抵消其损害和估计其控制所需投资的机会。在本研究中,只考虑每种病虫害的发病率百分比数据,以及发病率百分比响应变量的值。
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Statistical model based on climatological variables for the prediction of pest and disease incidence in rose (Rosa spp.) crops
In Colombia, floriculture is a very important section of the economy since it provides income to the country. Within this sector is the cultivation of roses (Rosa spp.), whose production and quality are affected by the presence of various pests and diseases. Among these pests are thrips Frankliniella occidentalis and mites Tetranychus urticae, and among the diseases are downy mildew Peronospora sparsa, powdery mildew Podosphaera pannosa and botrytis Botrytis cinerea. This problem generates large expenses in the purchase of agrochemical products for their control and management. This study analyzes the incidence of various pests and diseases in rose cultivation as a function of climatological variables (evaporation, temperature, relative humidity, and precipitation) in order to predict a future affectation. The analysis was carried out with R as programming language for the calculation of a multiple linear regression model. The results showed satisfactory prediction for the percentage incidence of each of the pests and diseases, since the difference between the predicted values and the values obtained by monitoring did not exceed 5% for the downy mildew, botrytis, mites, and thrips and 10% for the powdery mildew. The tool presented shows appropriate prediction for the possible behavior of the pests and diseases, and, thus, provides the opportunity to counteract their damage and estimate the investment required for their control. In this study, only the percentage incidence data of each of the pests and/or diseases was considered, as well as the value of the response variables in percentage incidence.
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来源期刊
Agronomia Colombiana
Agronomia Colombiana Agricultural and Biological Sciences-Agronomy and Crop Science
CiteScore
1.00
自引率
0.00%
发文量
9
审稿时长
25 weeks
期刊介绍: Agronomia Colombiana journal it is intended to transfer research results in different areas of tropical agronomy. Original unpublished papers are therefore accepted in the following areas: physiology, crop nutrition and fertilization, genetics and plant breeding, entomology, phytopathology, integrated crop protection, agro ecology, weed science, environmental management, geomatics, biometry, soils, water and irrigation, agroclimatology and climate change, post-harvest and agricultural industrialization, food technology, rural and agricultural entrepreneurial development, agrarian economy, and agricultural marketing (Published: Quarterly).
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