摘要
橡胶林是东南亚地区重要的经济林种和战略物资,及时、准确掌握橡胶林时空动态信息对于可持续的森林资源监测、管理和维护生态环境健康稳定具有重要意义。为深入探索缅甸孟邦橡胶林的时空动态过程,本文选取2000—2019年Landsat长时间序列遥感影像,利用连续土地覆被变化检测与分类(CCDC)算法,通过变化检测,得到研究区的各连续变化像元;然后,利用随机森林(RF)算法对变化像元进行分类得到橡胶林及相关地物分类结果;最后,在精度验证的基础上,探索分析橡胶林时空演变和造成的其他土地覆被类型变化。研究结果表明:①利用Landsat时序遥感数据,结合CCDC算法可以准确提取橡胶林及相关地物的时空分布,总体分类精度优于85%,F_(1)分数大于0.80,其中橡胶林的分类精度优于80%。②2000—2019年缅甸孟邦橡胶林分布格局总体呈逐年扩张趋势,至2019年橡胶林面积由7.25万hm^(2)增加至19.72万hm^(2),面积增加1.72倍。③从土地利用转换角度得出,橡胶林的扩张主要由天然林和耕地转换而来,20年来转换总面积为12.47万hm^(2);其中,天然林减少面积最大,为10.52万hm^(2),占总土地变化面积的84.36%。橡胶林扩张受社会经济因素的价格影响,20年来,橡胶林扩张造成的天然林和耕地变化均呈现先增大后减少趋势,与橡胶年平均出口价格波动速率基本吻合。相关结果可以为当地橡胶林持续监测与生态环境可持续发展提供决策支持。
Rubber forests are important economic forest species and strategic materials in Southeast Asia.Timely and accurate detection of the spatial and temporal dynamics of rubber forests is important for the scientific formulation of rubber forest plantation planning,promoting local economic development,and maintaining a healthy and stable ecological environment.For an indepth exploration of the spatiotemporal dynamics of rubber forests in Mon State,Myanmar,this study selected Landsat long time series remote sensing images from 2000 to 2019 and used the continuous land cover change detection and classification(CCDC)algorithm to obtain each continuous change image pixel through change detection.Then,using the random forest(RF)classification algorithm,the classification results of rubber forests and related land cover types were obtained.At last,on the basis of accuracy verification,an analysis of the spatiotemporal expansion of rubber forests and their encroachment on other land cover types were conducted.The results show that:(1)The spatial and temporal distribution of rubber forests and related land cover types can be extracted accurately by the CCDC algorithm using time series Landsat data,with the overall classification accuracy higher than 85% and an F_(1) score greater than 80%,and the classification accuracy of rubber forests is higher than 80%.(2)Rubber forests in Mon State was expanding year by year,with the area of rubber forests increasing from 7.25×10^(4)hm^(2) to 19.72×10^(4)hm^(2) between 2000 and 2019,an increase of 1.72 times.(3)From the perspective of land cover,the expansion of rubber forests was mainly achieved by encroaching on natural forest and cropland.The encroachment area was 12.47×10^(4)hm^(2) over the past 20 years;among this,the encroachment area of natural forest was the largest,at 10.52×10^(4)hm^(2),accounting for 84.36% of the total encroached land area.The expansion of rubber forests is affected by social and economic factors such as price.In the past 20 years,the encroachment of rubber forests on both natural forest and cropland showed a trend of first increasing and then decreasing,which is basically consistent with the fluctuation rate of the average annual export price of rubber.These results may provide a decision support for rational rubber production planning and sustainable development of the ecological environment in Mon State,Myanmar.
作者
李贺
何志杰
黄翀
刘庆生
刘高焕
张晨晨
LI He;HE Zhijie;HUANG Chong;LIU Qingsheng;LIU Gaohuan;ZHANG Chenchen(State Key Laboratory of Resources and Environmental Information System,Institute of Geographic Sciences and Natural Resources Research,CAS,Beijing 100101,China;School of Earth Sciences and Resources,China University of Geosciences,Beijing 100083,China)
出处
《资源科学》
CSSCI
CSCD
北大核心
2021年第12期2403-2415,共13页
Resources Science
基金
澜沧江—湄公河合作专项
国家自然科学基金项目(41801353,41890854)。