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中国农学通报 ›› 2026, Vol. 42 ›› Issue (11): 129-139.doi: 10.11924/j.issn.1000-6850.casb2025-0699

• 资源·环境·生态·土壤·气象 • 上一篇    下一篇

十堰烟区紫外辐射(UVR)时空特征分析与岭回归模型构建

任恒(), 唐聪(), 沈雨, 王霞, 张秋红, 张皓, 孙雪丽   

  1. 湖北省十堰市气象局/湖北省烟叶气象服务中心, 湖北十堰 442000
  • 收稿日期:2025-05-15 修回日期:2026-03-04 出版日期:2026-06-12 发布日期:2026-06-12
  • 通讯作者:
    唐聪,男,1992年出生,湖北监利人,工程师,硕士研究生,主要从事专业气象服务工作。通信地址:442000 湖北省十堰市林荫大道337号 湖北省十堰市气象局,E-mail:
  • 作者简介:

    任恒,男,1975年出生,湖北房县人,高级工程师,学士,主要从事专业气象服务工作。通信地址:442000 湖北省十堰市林荫大道337号 湖北省十堰市气象局,E-mail:

  • 基金资助:
    烤烟气象服务中心开放式研究基金项目(KYZX2023-07); 湖北省十堰市气象局科研基金重点项目(ZD202403)

Analysis of Spatiotemporal Characteristics of Ultraviolet Radiation (UVR) and Ridge Regression Modeling in Tobacco Planting Areas of Shiyan

REN Heng(), TANG Cong(), SHEN Yu, WANG Xia, ZHANG Qiuhong, ZHANG Hao, SUN Xueli   

  1. Shiyan Meteorological Bureau of Hubei Province/ Hubei Tobacco Meteorological Service Center, Shiyan, Hubei 442000
  • Received:2025-05-15 Revised:2026-03-04 Published:2026-06-12 Online:2026-06-12

摘要:

为提升较小区域及山区地表紫外辐射(UVR)数据的连续性与准确性,探索复杂地形下UVR的时空分布规律与变化特征,本文建立了高精度的UVR模拟模型,为烤烟优化种植区划、精准生产管理及特色农业的可持续发展提供科学依据。研究利用2012—2023年十堰烟区8个烟叶生态气象站的逐日观测资料,结合气候倾向率和空间统计分析等方法,分析了紫外辐射(UVR)的时空变化特征,并采用岭回归方法构建了UVR曝辐量的拟合模型。结果表明:十堰烟区UVR年曝辐量呈现“北部高、南部低,东部高、西部低”的空间分布特点,与烟区“三山夹两河”(堵河、汉江)的地形分布基本一致。UVR曝辐量日均值为0.54 MJ/m2,月均值在9.33~25.30 MJ/m2之间,年均值为201.10 MJ/m2。日变化具有明显的季节性周期,呈“波浪状”;月UVR曝辐量在年内呈“单峰型”的变化规律;年UVR曝辐量则呈现出持续上升的年际变化趋势。UVR曝辐量与日平均气温、日最高气温、日最低气温、气温日较差和日照时数呈正相关,与相对湿度和降水量呈负相关。采用岭回归方法,分别建立了UVR的全年日尺度和季节日尺度回归模型,所有模型均表现出良好的拟合性能(RMSE<0.2 MJ/m2)。模型拟合结果显示,秋冬季节的日模型(RMSE = 0.11~0.14 MJ/m2)较全年日模型(RMSE = 0.17 MJ/m2)更具优势,而春夏季节日模型的拟合精度(RMSE = 0.19 MJ/m2)不及全年日模型。根据紫外辐射(UVR)在烤烟生长中的双重作用,通过模型拟合UVR数据,在植区选择阶段针对性筛选适宜种植区域;在烤烟大田生长阶段,UVR较高区域或UVR峰值期(7—8月),可综合分析其潜在影响,为科学合理地采取基于生态适应或生产干预的防护措施提供决策依据。

关键词: 十堰烟区, UVR, 曝辐量, 时空分布, 岭回归, 拟合模型

Abstract:

The aims are to enhance the continuity and accuracy of surface ultraviolet radiation (UVR) data in smaller regions and mountainous areas, explore the spatiotemporal distribution patterns and variation characteristics of UVR under complex terrain, and establish a high-precision UVR simulation model, so as to provide a scientific basis for optimizing planting zoning, precise production management, and sustainable development of specialty agriculture for flue-cured tobacco. In this study, the temporal and spatial variation characteristics of ultraviolet radiation (UVR) were analyzed by the methods of climatic propensity rate and spatial statistical analysis with using daily observation data from eight tobacco ecological meteorological stations in Shiyan area from 2012 to 2023, and the prediction equations of UVR exposure were developed by ridge regression analysis. The results showed that the annual UVR exposure in Shiyan area generally distributed in accordance with the characteristic of three mountains surrounding two rives (Duhe River and Hanjiang River), showing the spatial distribution characterized by "more in the north while less in the south and more in the east while less in the west". The daily average UVR exposure was 0.54MJ/m2, and the diurnal variation roughly showed a wave-like characteristic; the monthly variation of UVR exposure with the seasonal variation followed a distinct singel-peaked variation law, and the monthly average value ranged from 9.33 to 25.30 MJ/m2; the annual UVR exposure showed a clear upward trend, and the annual average value was 201.10 MJ/m2. UVR exposure was positively correlated with daily mean temperature, daily maximum temperature, daily minimum temperature, daily difference in temperature and sunshine hours, while it was negatively correlated with relative humidity and precipitation. The annual daily scale and seasonal daily scale regression models of UVR were established by ridge regression method, and all models showed good fitting performance (RMSE < 0.2 MJ/m2). The model fitting results show that the autumn-winter season model (RMSE = 0.11 ~0.14 MJ/m2) is more advantageous than the year-round day model (RMSE = 0.17 MJ/m2), but the fitting effect of the two models in spring and summer (RMSE = 0.19 MJ/m2) is not as good as that of the year-round day model. Based on the dual effects of ultraviolet radiation (UVR) on flue-cured tobacco growth, the model-fitted UVR data can be utilized for targeted selection of suitable planting areas during the site selection phase. During the field growth stage, for regions with higher UVR levels or during periods of intense UVR (July-August), a comprehensive analysis of its impacts should be conducted. This analysis provides the scientific basis for implementing appropriate protective measures through either ecological adaptation strategies or production interventions.

Key words: Shiyan tobacco-growing area, UVR, radiant exposure, temporal and spatial distribution, ridge regression, fitting model

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