中国农业气象 ›› 2025, Vol. 46 ›› Issue (5): 660-668.doi: 10.3969/j.issn.1000-6362.2025.05.007

• 农业生物气象栏目 • 上一篇    下一篇

基于MaxEnt优化模型的中国油菜气候适宜区预测

赵辰宇,张方敏,尹思怡,曹雯   

  1. 1.南京信息工程大学气象灾害预报预警与评估协同创新中心,南京 210044;2.安徽省农业气象中心,合肥 230031
  • 收稿日期:2024-06-16 出版日期:2025-05-20 发布日期:2025-05-14
  • 作者简介:赵辰宇,E-mail:zzz000606@126.com
  • 基金资助:
    江苏省碳达峰碳中和科技创新专项项目(BE2023400)

Prediction of Climatical Suitable Areas for Rape in China Based on Optimized MaxEnt Model

ZHAO Chen-yu, ZHANG Fang-min, YIN Si-yi, CAO Wen   

  1. 1. Collaborative Innovation Center on Forecast and Evaluation of Meteorological Disasters, Nanjing University of Information Science & Technology, Nanjing 210044, China; 2. Anhui Agrometeorological Center, Hefei 230031
  • Received:2024-06-16 Online:2025-05-20 Published:2025-05-14

摘要:

使用R语言ENMeval数据包对MaxEnt模型参数设置进行优化,基于全国255个油菜分布样点数据和19个气候因子筛选出主导气候因子采用MaxEnt优化模型预测历史时期(1970−2000年)和未来时期(2041−2060年)气候变化背景下中国油菜的气候适宜区分布,对比分析历史时期到未来时期的气候适宜区变化特征。结果表明:(1)特征函数为线性、二次型、片段化、乘积型、阈值性的线性组合、调控倍频为4.0即为MaxEnt模型模拟中国油菜的最优参数设置,模拟精度最高。(2)影响油菜气候适宜区分布的主导气候因子为最冷月最低气温、最湿季平均气温和最干月降水量。(3)历史时期中国油菜气候低适宜区主要分布在西部地区、内蒙古中部和辽宁,中、高适宜区主要分布在中部和东部地区。未来时期背景下气候不适宜区向气候低适宜区、气候低适宜区向气候中适宜区、气候中适宜区向气候高适宜区转移,即气候不适宜区减小、气候适宜区增加,并且低、中和高气候适宜区均向北扩张。

关键词: MaxEnt模型, 油菜, 气候变化, 气候适宜区

Abstract:

This study optimized the parameter settings of the MaxEnt model by using the ENMeval package in R, selected dominant climatic factors based on the data of 255 rape sample points of China and 19 climatic factors, and further predicted the distribution and change characteristics of climatical suitable areas for rape in China under the climate change scenarios for historical period (1970−2000) and future period (2041−2060) by optimized MaxEnt model. Results indicated that: (1) the optimal parameter setting of MaxEnt for rape in China was a linear combination of Linear, Quadratic, Hinge, Product and Threshold functions with a regularization multiplier of 4.0. This setting achieved the highest simulation accuracy. (2) The dominant climatic factors affecting the distribution of rape climatical suitable areas were minimum temperature of the coldest month, mean temperature of the wettest quarter, and precipitation of the driest month. (3) During the historical period, the low climatical suitable areas were mainly located in the western regions, central Inner Mongolia and Liaoning. The medium and high climatically suitable areas were primarily distributed in the central and eastern regions of China. Compared to the historical period, the future changes in climatical suitable areas were mainly reflected in the transition of unsuitable areas to low suitable areas, low suitable areas to medium suitable areas, and medium suitable areas to high suitable areas. The climatical unsuitable areas will decrease, the climatically suitable areas will increase, and the low, medium, and high climatical suitable areas will expand northward.

Key words: MaxEnt model, Rape, Climate change, Climatical suitable areas