基于多源数据的广西珍珠湾红树林遥感监测与分析

    Remote sensing monitoring and analysis based on multi-sourced data of mangroves in Pearl Bay, Guangxi

    • 摘要: 为了解广西珍珠湾红树林近30年来的时空演化,我们以Landsat TM/OLI卫星遥感影像为数据源,结合Sentinel-2卫星遥感影像,基于地物光谱特征,构建了决策树分类规则;通过基于缨帽变换的决策树分类方法,提取1995、2000、2005、2010、2015和2023年红树林空间分布信息,计算动态度与景观格局指数,对研究区1995—2023的红树林时空演化进行了动态分析。结果表明:近30年来,珍珠湾红树林在面积构成、空间位置等方面变化显著,整体呈现先减少后增多的趋势。其中,动态度最高的时期为2005—2010年,红树林面积增加了127.3公顷,动态度为3.59%;景观格局指数计算表明,破碎度和景观分异程度总体上呈现先增后减的趋势,聚合度比较稳定;红树林空间演化特征与降水、气温、泥沙沉积、虫害等自然因素相关,与围塘养殖等人类活动密切相关。

       

      Abstract: To understand the spatiotemporal evolution of mangroves in Pearl Bay, Guangxi over the past 30 years, we used Landsat TM/OLI satellite remote sensing images as the data source and combined them with Sentinel-2 satellite remote sensing images. Based on the spectral characteristics of the ground objects, we constructed a decision tree classification rule. Through the decision tree classification method based on tasseled cap transformation, we extracted the spatial distribution information of mangroves in 1995, 2000, 2005, 2010, 2015 and 2023, calculated the dynamic degree and landscape pattern index, and analyzed the dynamic spatiotemporal evolution of mangroves in the study area from 1995 to 2023. Results indicate that over the past nearly 30 years, mangrove forests in Pearl Bay have changed significantly in terms of area composition and spatial location, presenting an overall trend of decreasing first and then increasing. The period with the highest dynamic degree is 2005-2010, during which the mangrove area increased to 836.21 hectares, with a dynamic degree of 3.59%. The calculation of the landscape pattern index shows that the fragmentation and landscape differentiation degree generally exhibit a trend of increasing first and then decreasing, while the aggregation degree is relatively stable. The spatial evolution of the mangroves are related to natural factors such as precipitation, temperature, sediment deposition, and pest damage, and are closely related to human activities such as pond culture.

       

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