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在一个小的后工业城市的城市更新后,树木和不透气的表面覆盖面的历史变化
1Environmental Studies Program, Hamilton College, Clinton, NY, USA. hkropp@hamilton.edu.
Environmental management
|January 13, 2024
概括
城市树木覆盖在1957年至2017年期间在纽约州乌蒂卡显著下降,不透气的表面增加. 了解历史上的土地覆盖变化对于公平的城市森林管理和植树倡议至关重要.
科学领域:
- 城市生态城市生态学
- 环境科学 环境科学
- 地理信息系统 (GIS) 是指地理信息系统.
背景情况:
- 在过去的70年里,全国各地的城市经历了树木覆盖和不透气表面的重大变化.
- 市政府正在积极实施植树计划,以增加城市树冠.
- 历史土地覆盖数据对于有效的城市森林管理策略至关重要.
研究的目的:
- 分析1957年至2017年在纽约乌蒂卡的历史土地覆盖变化.
- 通过了解过去的土地覆盖动态来为城市森林管理提供信息.
- 识别当前种植树木工作中的潜在差异.
主要方法:
- 应用了卷积神经网络 (CNN) 来对历史航空图像进行图像细分.
- 1957年,1974年和2017年的划定土地覆盖类别,包括树木,路面和建筑物.
- 在土地覆盖率预测方面,总体准确度在82-87%之间.
主要成果:
- 在1957年至2017年期间观察到树木覆盖面的普遍下降和不透气表面的增加.
- 树木覆盖的增加主要发生在自然区域,而在城市更新后的住宅区发生了重大损失.
- 目前树木覆盖面较低的地区往往与租户居住的房屋和低家庭中等收入相关.
结论:
- 基于CNN的图像细分对于分析历史土地覆盖变化是有效的.
- 历史政策和社区规模的变化影响城市森林分布.
- 了解这些遗产对于公平的城市林业和优先考虑种植树木的努力至关重要.
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