Monitoring of Natural Occurrence and Severity of Leaf and Glume Blotch Diseases of Winter Wheat and Winter Triticale Incited by Necrotrophic Fungi Parastagonospora spp. and Zymoseptoria tritici

被引:7
|
作者
Bartosiak, Slawomir Franciszek [1 ]
Arseniuk, Edward [1 ]
Szechynska-Hebda, Magdalena [1 ,2 ]
Bartosiak, Ewa [1 ]
机构
[1] Natl Res Inst, Plant Breeding & Acclimatizat Inst, PL-05870 Blonie, Poland
[2] Polish Acad Sci, Franciszek Gorski Inst Plant Physiol, PL-30239 Krakow, Poland
来源
AGRONOMY-BASEL | 2021年 / 11卷 / 05期
关键词
Parastagonospora spp; Zymoseptoria tritici; machine learning; wheat; triticale; STAGONOSPORA NODORUM BLOTCH; SEPTORIA-TRITICI; PHAEOSPHAERIA-NODORUM; WEATHER; RESISTANCE; EPIDEMICS; INFECTION; AVENARIA; BIOLOGY; MODEL;
D O I
10.3390/agronomy11050967
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
The occurrence of necrotrophic winter wheat and triticale pathogens in eight geographical regions of Poland was studied between 2015 and 2020. Over a period of six years, the incidence of the following pathogens was monitored: Parastagonospora nodorum, Parastagonospora avenae and Zymoseptoria tritici. The significant effect of meteorological factors on the incidence of pathogens was determined. The relationship between late-season and early-season factors associated with temperature and precipitation on the severity of diseases incited by the pathogens was statistically significant. Statistical models estimating the natural occurrence and severity of diseases caused by the pathogens were developed with the random forest (RF) algorithm based on 10,412 cases of the diseases. The data were randomly divided into training and test datasets and the accuracy of models was determined by the root mean squared error (RMSE) and Pearson correlation coefficient (r). The most promising model was developed for Z. tritici with the following test metrics: RMSE = 57.5 and r = 0.862. The model can be used to link disease severity to weather and predict low severity years and high severity years. Over the period of 2015-2020, the most significant winter wheat pathogen showed to be Z. tritici, while on winter triticale P. nodorum incited disease symptoms on the largest number of leaves. The occurrence of P. avenae f. sp. triticea on winter wheat and winter triticale was the least frequent and on average was below the economic threshold.
引用
收藏
页数:18
相关论文
empty
未找到相关数据