Temporal Modelling of the Spread of Late Blight Infestation on Potato at Pundibari (a Part of Coochbehar District)

IF 2.3 3区 农林科学 Q1 AGRONOMY
{"title":"Temporal Modelling of the Spread of Late Blight Infestation on Potato at Pundibari (a Part of Coochbehar District)","authors":"","doi":"10.1007/s11540-023-09680-2","DOIUrl":null,"url":null,"abstract":"<h3>Abstract</h3> <p>The paper is devoted to study the dynamics of the infestation of potatoes owing to the occurrence of late blight disease over two successive years (2014 and 2015) in the Terai region of West Bengal. Nonlinear models have been fitted on the potato late blight data (i.e. percent disease index data). The goodness-of-fit tests on different models have been performed by the application of the following criteria, namely coefficient of determination, mean absolute error, mean absolute percentage error, average relative predictive error, Akaike’s information criterion and Bayesian information criterion, respectively. The validation of the models has been carried out by the Shapiro-Wilk test and running test for conforming to the assumptions of normality and independence of the errors, respectively. Based on the application of the goodness-of-fit tests on the models, it was found that for 2014 and 2015, cubic and Gompertz models provided the best-fitted models based on the above sets of data, respectively. Using the best-fitted models referred to above, the values of two important parameters, namely (1) maximum rate of growth of the disease and (2) maximum disease severity, were determined. For the year 2014, it was observed that the maximum rate of growth of the disease occurred at 31 days after planting (DAP) and the maximum disease severity occurred at 48 DAP; however, even after the attainment of the maximum rate of the growth of the disease, the severity of the disease may increase, so it can be concluded that an additional application of fungicidal spray is necessary (when the disease is located in the field). On the other hand, for 2015, we observed that the maximum rate of growth of the disease occurred at 43 DAP. It indicates that any protection measure should be adopted at this stage (here, 43 DAP). Importantly, in an unprotected field, the late blight disease grows indefinitely as time advances infinitely.</p>","PeriodicalId":20378,"journal":{"name":"Potato Research","volume":"65 1","pages":""},"PeriodicalIF":2.3000,"publicationDate":"2023-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Potato Research","FirstCategoryId":"97","ListUrlMain":"https://doi.org/10.1007/s11540-023-09680-2","RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"AGRONOMY","Score":null,"Total":0}
引用次数: 0

Abstract

The paper is devoted to study the dynamics of the infestation of potatoes owing to the occurrence of late blight disease over two successive years (2014 and 2015) in the Terai region of West Bengal. Nonlinear models have been fitted on the potato late blight data (i.e. percent disease index data). The goodness-of-fit tests on different models have been performed by the application of the following criteria, namely coefficient of determination, mean absolute error, mean absolute percentage error, average relative predictive error, Akaike’s information criterion and Bayesian information criterion, respectively. The validation of the models has been carried out by the Shapiro-Wilk test and running test for conforming to the assumptions of normality and independence of the errors, respectively. Based on the application of the goodness-of-fit tests on the models, it was found that for 2014 and 2015, cubic and Gompertz models provided the best-fitted models based on the above sets of data, respectively. Using the best-fitted models referred to above, the values of two important parameters, namely (1) maximum rate of growth of the disease and (2) maximum disease severity, were determined. For the year 2014, it was observed that the maximum rate of growth of the disease occurred at 31 days after planting (DAP) and the maximum disease severity occurred at 48 DAP; however, even after the attainment of the maximum rate of the growth of the disease, the severity of the disease may increase, so it can be concluded that an additional application of fungicidal spray is necessary (when the disease is located in the field). On the other hand, for 2015, we observed that the maximum rate of growth of the disease occurred at 43 DAP. It indicates that any protection measure should be adopted at this stage (here, 43 DAP). Importantly, in an unprotected field, the late blight disease grows indefinitely as time advances infinitely.

Pundibari 马铃薯晚疫病蔓延的时间模型(库奇巴尔地区的一部分)
摘要 本文专门研究了西孟加拉邦德赖地区连续两年(2014 年和 2015 年)马铃薯晚疫病发生后的侵染动态。对马铃薯晚疫病数据(即疾病指数百分比数据)进行了非线性模型拟合。对不同模型的拟合优度测试分别采用了以下标准,即决定系数、平均绝对误差、平均绝对百分比误差、平均相对预测误差、阿凯克信息准则和贝叶斯信息准则。模型的验证是通过 Shapiro-Wilk 检验和运行检验来进行的,这两个检验分别用于验证模型是否符合正态性假设和误差独立性假设。在对模型进行拟合优度检验后发现,基于上述数据集,2014 年和 2015 年的三次方模型和贡珀茨模型分别提供了最佳拟合模型。利用上述最佳拟合模型,确定了两个重要参数的值,即(1)疾病的最大增长率和(2)疾病的最大严重程度。据观察,2014 年的最大病害增长率出现在播种后 31 天(DAP),最大病害严重程度出现在 48 天(DAP);然而,即使在达到最大病害增长率后,病害严重程度也会增加,因此可以得出结论,有必要(在田间出现病害时)额外喷洒杀菌剂。另一方面,在 2015 年,我们观察到病害的最大生长速度出现在 43 DAP。这表明,任何保护措施都应在这一阶段(此处为 43 DAP)采取。重要的是,在未采取保护措施的田地里,晚疫病会随着时间的推移无限增长。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Potato Research
Potato Research AGRONOMY-
CiteScore
5.50
自引率
6.90%
发文量
66
审稿时长
>12 weeks
期刊介绍: Potato Research, the journal of the European Association for Potato Research (EAPR), promotes the exchange of information on all aspects of this fast-evolving global industry. It offers the latest developments in innovative research to scientists active in potato research. The journal includes authoritative coverage of new scientific developments, publishing original research and review papers on such topics as: Molecular sciences; Breeding; Physiology; Pathology; Nematology; Virology; Agronomy; Engineering and Utilization.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信