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内蒙古大兴安岭林火发生概率及驱动因素在1987年森林大火重大历史事件前后的差异OA北大核心CSTPCD

Differences in the Orobability and Drivers of Forest Fires in the Daxing'an Mountains of Inner Mongolia before and after the Major Historical Event of the Forest Fire in 1987

中文摘要英文摘要

[目的]分析内蒙古大兴安岭林火发生概率及驱动因素在1987年森林大火前后的差异,了解重大历史事件对林火防控的影响,为未来重大事件发生背景下的林火管理与防火资源合理配置优化提供理论支撑.[方法]基于 1980-2018年(39年)内蒙古大兴安岭历史火灾数据,以对我国森林火灾防控有重大影响的 1987年森林大火为分界线,采用逻辑斯蒂回归(LR)和增强回归树(BRT)2种林火预测模型对 1987年森林大火发生前、发生后和所有年份 3个时期的林火发生概率和驱动因素进行分析和比较,同时计算各旗(县)低、中、高 3个火险等级的面积,判读不同时期的林火驱动因素和火险变化差异.[结果]1)无论用所有年份还是用 1987年前和 1987年后的数据建模,BRT模型预测精度均高于LR模型,虽然LR模型预测精度略低,但也可以满足预测需求;2)2种林火预测模型对 3个时期的预测准确率均表现为所有年份>1987年后>1987年前,说明在样本数据量足够的情况下,以 1987年森林大火为分界线并未提高预测精度,利用所有年份数据建模具有较高可信度;3)气候因素在不同时期均为影响林火发生的主导因素,尤其要关注火灾发生前一年秋季防火期的相关气象指标(平均/最高气温、平均/最高地表温度、日照时数);4)3个时期的火灾中高风险区发生明显变化,内蒙古大兴安岭东部(鄂伦春自治旗东南部、莫力达瓦达斡尔族自治旗大部及阿荣旗中部)3个时期均有较高火灾风险,北部原始林区(额尔古纳市北部)1987年前中高风险区很少,1987年后中高风险区显著增多.导致火灾发生的原因 1987年前主要是人为因素,1987年后有关政策和法规的制定使人为因素引发的森林火灾减少,但雷击火次数有所增加.[结论]1987年森林大火重大历史事件的发生使我国森林防火政策发生巨大变化,影响内蒙古大兴安岭林火发生概率及驱动因素的主导因素由人为因素转变为自然因素(雷击火).

[Objective]It is clear whether China's"forest fire in 1987",a major historical event,has caused changes in the probability and driving factors of forest fires in Inner Mongolia's Daxing'an Mountains.[Method]Based on historical fire data(1980-2018),taking the"forest fire in 1987"in China as the dividing line,two models,Logistic regression(LR)and boosted regression tree(BRT),were used to analyze and compare the occurrence probability and driving factors of forest fires in Daxing'an Mountains in Inner Mongolia before,after,and throughout the"forest fire in 1987".Meanwhile,the areas of low,medium,and high fire risk grades in each banner and county were calculated,and the differences in forest fire driving factors and fire risk changes in different periods were interpreted.[Result]1)Whether using all years or data before and after 1987 for modeling,both BRT and LR models demonstrated higher forecasting accuracy compared to each other.Although the accuracy of LR model is slightly lower,it can still meet the prediction requirements.2)The accuracy of both models in predicting at three different periods was observed to be:all years>post-1987>before-1987,indicating that with sufficient sample data,the prediction models based on major historical events such as the forest fire in 1987 did not improve the forecasting accuracy.This finding suggests that the model built using all years of data has a higher degree of reliability in terms of accuracy.3)Climate factors have been the dominant factors influencing forest fires throughout all periods,contrary to previous studies.This study found that it is particularly important to pay attention to relevant meteorological indicators such as average/maximum temperature,average/maximum surface temperature,and sunshine duration during the pre-fire season one year prior to the occurrence of a fire.4)Obvious changes have occurred in the medium-and high-risk areas of forest fires in three different periods.The eastern part of Daxing'an Mountains in Inner Mongolia(the southeast of Elunchun Autonomous Banner,most of Morin Dawa Daur Autonomous Banner and the central of Arug Banner)have relatively high risks of forest fires in all three periods.In the northern virgin forest areas(the northern part of Argun City),there were few medium-and high-risk areas before 1987,but the number of such areas increased significantly after 1987.[Conclusion]The occurrence of the major historical event"forest fire in 1987"led to a significant change in China's forest fire prevention policies,resulting in the transformation of the dominant factor affecting the probability and driving factors of forest fires in Daxing'an Mountains,Inner Mongolia from human factors to natural factors(lightning fire).

周庆;张恒;赵鹏武;周勇;章林;弥宏卓;王嘉夫;赵梦玉;杨泽华

内蒙古农业大学林学院 呼和浩特 010019||内蒙古大兴安岭森林生态系统国家野外科学观测研究站 根河 022350内蒙古农业大学林学院 呼和浩特 010019吉林省林业科学研究院(吉林省林业生物防治中心站) 长春 130033内蒙古自治区林业和草原监测规划院 呼和浩特 010020内蒙古大兴安岭林业生态研究院 牙克石 022150内蒙古自治区呼和浩特市气象局 呼和浩特 010020

林学

大兴安岭重大历史事件1987年森林大火预测精度驱动因素

Daxing'an Mountainsmajor historical eventsforest fire in 1987prediction accuracydrivers

《林业科学》 2024 (007)

81-94 / 14

国家自然科学基金项目(32060344);内蒙古自治区高等学校青年科技英才支持计划项目(NJYT24042);内蒙古自治区科技计划项目(2022YFSH0077);吉林省科技发展计划项目(YDZJ202101ZYTS112).

10.11707/j.1001-7488.LYKX20220892

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