Simulating Sugarcane Elongation by a Multi-Parameter Generalized Logistic Model with Meteorological Effect

IF 1.8 3区 农林科学 Q2 AGRONOMY Sugar Tech Pub Date : 2024-08-21 DOI:10.1007/s12355-024-01477-y
Guojun Zheng, Pengcheng Ma, Qinlong Wang, Hairong Huang, Ting Luo, Xiang Li, Meixin Yan, Zeping Wang, Guanghu Zhu
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Abstract

Sugarcane is a raw material used to produce sugar and ethanol. Its growth is influenced by meteorological factors. This study aimed at providing a modeling framework to simulate sugarcane stalk elongation by considering the planting stage and meteorological factors. Using plant height data and meteorological data collected in Guangxi (China) during 2018–2022, combined with the cumulative temperature function, a multi-parameter generalized logistic model was constructed to simulate changes in plant height for spring planting and ratoon sugarcane. The meteorological effects on sugarcane growth were further quantified. Expressions of six models simulating sugarcane growth were given by fitting the data. The results showed that the selected model could simulate the elongation period of sugarcane well, and it simulated Guitang No. 42 sugarcane most effectively. Sensitivity analysis showed that effective cumulative temperature and cumulative precipitation had the greatest influence on sugarcane growth and growing duration. It was also found that increasing rainfall to the optimum level in August was the most favorable for sugarcane growth.

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用带气象效应的多参数广义 Logistic 模型模拟甘蔗伸长率
甘蔗是一种用于生产糖和乙醇的原料。其生长受到气象因素的影响。本研究旨在通过考虑种植阶段和气象因素,提供一个模拟甘蔗茎秆伸长的建模框架。利用在广西(中国)收集到的2018-2022年植株高度数据和气象数据,结合积温函数,构建了一个多参数广义Logistic模型,模拟春植甘蔗和轮作甘蔗的植株高度变化。进一步量化了气象对甘蔗生长的影响。通过数据拟合,给出了模拟甘蔗生长的六个模型的表达式。结果表明,所选模型能很好地模拟甘蔗的伸长期,其中对桂糖 42 号甘蔗的模拟效果最好。敏感性分析表明,有效积温和累积降水对甘蔗生长和生长期的影响最大。研究还发现,将 8 月份的降雨量增加到最佳水平最有利于甘蔗生长。
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来源期刊
Sugar Tech
Sugar Tech AGRONOMY-
CiteScore
3.90
自引率
21.10%
发文量
145
期刊介绍: The journal Sugar Tech is planned with every aim and objectives to provide a high-profile and updated research publications, comments and reviews on the most innovative, original and rigorous development in agriculture technologies for better crop improvement and production of sugar crops (sugarcane, sugar beet, sweet sorghum, Stevia, palm sugar, etc), sugar processing, bioethanol production, bioenergy, value addition and by-products. Inter-disciplinary studies of fundamental problems on the subjects are also given high priority. Thus, in addition to its full length and short papers on original research, the journal also covers regular feature articles, reviews, comments, scientific correspondence, etc.
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