Thermal requirements and forecasting the start of the plane tree pollen season in Tétouan (NW Morocco).

IF 3 3区 地球科学 Q2 BIOPHYSICS
Ijlal Raissouni, Lamiaa Achmakh, Asmaa Boullayali, Jihan El-Khattabi, Mustapha Hassoun, Hassan Bouziane
{"title":"Thermal requirements and forecasting the start of the plane tree pollen season in Tétouan (NW Morocco).","authors":"Ijlal Raissouni, Lamiaa Achmakh, Asmaa Boullayali, Jihan El-Khattabi, Mustapha Hassoun, Hassan Bouziane","doi":"10.1007/s00484-025-02939-y","DOIUrl":null,"url":null,"abstract":"<p><p>Chilling and heat requirements are important for breaking dormancy and initiating blooming in temperate deciduous trees. To establish these requirements for Platanus trees, and predict the start of pollination in a given year, we performed a study based on aerobiological data from 2013 to 2024 in Tétouan (NW Morocco). Chilling requirements were established using two methods: the Aron Model (AM) and the Dynamic Model (DM), which estimate chill hours (CH) and chill portions (CP), respectively. As for heat requirements, we used Ring's Growing Degree Days (GDD) and Growing Degree Hours (GDH) methods. These various approaches generated four combinations: Aron's model with GDD (GDD<sub>AM</sub>), Aron's model with GDH (GDH<sub>AM</sub>), Dynamic model with GDD (GDD<sub>DM</sub>), Dynamic model with GDH (GDH<sub>DM</sub>). Our findings showed that the chilling requirements accumulated a mean of 663.14 CH and 23.9 CP, while heat requirements showed a mean value of 180.5 GDD<sub>AM</sub>, 8207.1 GDH<sub>AM</sub>, 129.19 GDD<sub>DM</sub>, and 6742.93 GDH<sub>DM</sub>. The leave-one-out cross-validation (LOOCV) allowed a generally satisfactory forecast for all combinations and exhibited minor differences between predicted and observed pollination dates, ranging from - 3 to 0 days. Following a thorough analysis based on linear regression analysis and other considerations detailed in the discussion, heat requirements using GDH<sub>DM</sub> showed a closer relationship with the start date of the pollen season and could be preferred in this case to develop forecasting models in Tétouan. However, it would be interesting to employ other approaches and to use more extended data series to strengthen this conclusion.</p>","PeriodicalId":588,"journal":{"name":"International Journal of Biometeorology","volume":" ","pages":""},"PeriodicalIF":3.0000,"publicationDate":"2025-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Biometeorology","FirstCategoryId":"89","ListUrlMain":"https://doi.org/10.1007/s00484-025-02939-y","RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BIOPHYSICS","Score":null,"Total":0}
引用次数: 0

Abstract

Chilling and heat requirements are important for breaking dormancy and initiating blooming in temperate deciduous trees. To establish these requirements for Platanus trees, and predict the start of pollination in a given year, we performed a study based on aerobiological data from 2013 to 2024 in Tétouan (NW Morocco). Chilling requirements were established using two methods: the Aron Model (AM) and the Dynamic Model (DM), which estimate chill hours (CH) and chill portions (CP), respectively. As for heat requirements, we used Ring's Growing Degree Days (GDD) and Growing Degree Hours (GDH) methods. These various approaches generated four combinations: Aron's model with GDD (GDDAM), Aron's model with GDH (GDHAM), Dynamic model with GDD (GDDDM), Dynamic model with GDH (GDHDM). Our findings showed that the chilling requirements accumulated a mean of 663.14 CH and 23.9 CP, while heat requirements showed a mean value of 180.5 GDDAM, 8207.1 GDHAM, 129.19 GDDDM, and 6742.93 GDHDM. The leave-one-out cross-validation (LOOCV) allowed a generally satisfactory forecast for all combinations and exhibited minor differences between predicted and observed pollination dates, ranging from - 3 to 0 days. Following a thorough analysis based on linear regression analysis and other considerations detailed in the discussion, heat requirements using GDHDM showed a closer relationship with the start date of the pollen season and could be preferred in this case to develop forecasting models in Tétouan. However, it would be interesting to employ other approaches and to use more extended data series to strengthen this conclusion.

tsamouan(摩洛哥西北部)的热需求和预测枫树花粉季节的开始。
在温带落叶乔木中,冷热需求对于打破休眠和开始开花是重要的。为了确定对Platanus树的这些要求,并预测给定年份的授粉开始,我们基于2013年至2024年在tsamouan (NW摩洛哥)进行了一项基于空气生物学数据的研究。采用Aron模型(AM)和Dynamic模型(DM)两种方法分别估算冷时(CH)和冷量(CP),建立了冷量需求。热需要量采用环氏生长度日(GDD)法和生长度小时(GDH)法。这些不同的方法产生了四种组合:Aron的GDD模型(GDDAM)、Aron的GDH模型(GDHAM)、GDD动态模型(GDDDM)、GDH动态模型(GDHDM)。研究结果表明,冷需量累积平均值为663.14 CH和23.9 CP,热需量累积平均值为180.5 GDDAM、8207.1 GDHAM、129.19 GDDDM和6742.93 GDHDM。留一交叉验证(LOOCV)允许对所有组合进行总体令人满意的预测,并且在预测和观测的授粉日期之间显示出很小的差异,范围从- 3天到0天。基于线性回归分析和讨论中详细考虑的其他因素进行深入分析后,使用GDHDM的热需求与花粉季节开始日期的关系更密切,在这种情况下可以优先用于在tsamttouan建立预测模型。然而,采用其他方法和使用更多扩展的数据序列来加强这一结论将是有趣的。
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
CiteScore
6.40
自引率
9.40%
发文量
183
审稿时长
1 months
期刊介绍: The Journal publishes original research papers, review articles and short communications on studies examining the interactions between living organisms and factors of the natural and artificial atmospheric environment. Living organisms extend from single cell organisms, to plants and animals, including humans. The atmospheric environment includes climate and weather, electromagnetic radiation, and chemical and biological pollutants. The journal embraces basic and applied research and practical aspects such as living conditions, agriculture, forestry, and health. The journal is published for the International Society of Biometeorology, and most membership categories include a subscription to the Journal.
×
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