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典型烟区烟碱年代演变的气候驱动效应与ARIMA预测

Climate-driven effects on the temporal evolution of nicotine in typical tobacco-growing regions and ARIMA prediction

  • 摘要: 为探究气候因子对烤烟烟碱积累的驱动效应及其未来演变趋势,本研究基于我国西南、黄淮及东北3大典型植烟区2010–2024年的5321份烟叶样本及对应气象数据,综合运用方差分解、相关性分析与ARIMA时间序列模型,系统解析了烟碱含量的时空演变特征、气候驱动效应及品种生态适应性。结果表明:近10年西南烟区各部位烟碱含量总体上升,其中上部叶与中部叶分别增加20.3%与16.7%;而黄淮与东北烟区则整体呈下降趋势。气候驱动效应具高度部位特异性,上部叶烟碱主要受日照时数调控(贡献率达42.5%),而中、下部叶烟碱则主要受温度及降水驱动。西南烟区日照时数以每年2.1小时的速率显著减少(p<0.05),黄淮与东北烟区降水量分别以每年21 mm和17 mm的速率逐年增加。基于ARIMA模型预测表明,受未来五年气候波动驱动,西南烟区上、中部叶烟碱预计将达到2.9%~3.1%和2.1%~2.2%,而黄淮烟区中部叶烟碱将维持在2.1%,东北烟区上部叶烟碱将处于1.8%~2.1%。烟碱对气候因子的响应存在显著的品种特异性,云烟87对日照和降水高度敏感,而云烟99、中烟100、云烟97和龙江911等品种对气候波动响应不敏感,展现出更优的气候韧性。本研究阐明了典型烟区烟碱形成的气候驱动路径,为气候变化背景下烟叶原料的早期诊断、产业提前应对以及优良种质的合理布局提供了关键的科学依据。

     

    Abstract: To explore the driving effects of climate factors on nicotine accumulation in flue-cured tobacco and its future trends, this study, based on 5,321 tobacco leaf samples and corresponding meteorological data from three typical tobacco-growing regions in China (Southwest, Huanghuai, and Northeast) from 2010 to 2024, comprehensively utilized variance partitioning, correlation analysis, and ARIMA time series models. It systematically dissects the spatiotemporal evolution characteristics of nicotine content, climate-driven effects, and cultivar ecological adaptability. The results indicated that over the past decade, nicotine content across all stalk positions in the Southwest region exhibited an overall increasing trend, with upper and middle leaves increasing by 20.3% and 16.7%, respectively. Conversely, the Huanghuai and Northeast regions displayed an overall decreasing trend. The climate-driven effects demonstrated high stalk position specificity; nicotine in the upper leaves was primarily regulated by sunshine duration (with a contribution rate of 42.5%), whereas nicotine in the middle and lower leaves was predominantly driven by temperature and precipitation. Temporally, sunshine duration in the Southwest region decreased significantly at a rate of 2.1 hours per year (p < 0.05), while precipitation in the Huanghuai and Northeast regions increased annually by 21 mm and 17 mm, respectively. Predictions based on the ARIMA model indicate that, driven by climatic fluctuations over the next five years, nicotine content in the Southwest tobacco region is projected to reach 2.9%–3.1% for upper leaves and 2.1%–2.2% for middle leaves. In contrast, nicotine levels in middle leaves from the Huang-Huai region are expected to remain steady at 2.1%, while upper leaves in the Northeast region will likely fluctuate within the range of 1.8%–2.1%. The response of nicotine to climatic factors exhibited significant genotype specificity. Cultivar Yunyan 87 was highly sensitive to sunshine and precipitation, whereas cultivars such as Yunyan 99, Zhongyan 100, Yunyan 97, and Longjiang 911 were insensitive to climate fluctuations, demonstrating superior climate resilience. This study elucidates the climate-driven pathways of nicotine formation in typical tobacco-growing regions, providing a crucial scientific basis for for the early diagnosis of tobacco leaf raw materials, proactive industrial responses, and the rational spatial layout of elite germplasm under the context of climate change.

     

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