文章摘要
赵燕伶,谢涛,荣豪,郝旋捷,杨张瑜,李宁.基于FCN算法的秦岭北麓建设用地多时序遥感监测分析研究[J].矿产勘查,2023,14(9):1740-1748
基于FCN算法的秦岭北麓建设用地多时序遥感监测分析研究
Research on multi-time-series remote sensing monitoring and analysis of construction land in the northern foot of Qinling Mountains based on FCN algorithm
投稿时间:2022-06-01  修订日期:2022-08-02
DOI:10.20008/j.kckc.202309021
中文关键词: 秦岭北麓  FCN算法  遥感监测  样本库
英文关键词: northern Qinling Mountains  FCN algorithm  remote sensing monitoring  sample bank
基金项目:本文受陕西省2021年重点研发计划项目“基于遥感大数据的秦岭地区高精度植被类型遥感制图关键技术研究”(2021SF2-01)和陕西省秦岭生态环境保护专项“秦岭卫星遥感综合监测服务平台建设与应用”(陕自然资财函【2020】24)联合资助。
作者单位邮编
赵燕伶 自然资源陕西省卫星应用技术中心陕西 西安 710054 710054
谢涛 自然资源陕西省卫星应用技术中心陕西 西安 710054 710054
荣豪 物华能源科技有限公司陕西 西安 710054 710054
郝旋捷 自然资源陕西省卫星应用技术中心陕西 西安 710054 710054
杨张瑜 自然资源陕西省卫星应用技术中心陕西 西安 710054 710054
李宁 自然资源陕西省卫星应用技术中心陕西 西安 710054 710054
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中文摘要:
      为全面掌握秦岭北麓建设用地分布情况及转化机制,促进资源、环境协调可持续发展。本文选取秦岭北麓建设用地作为研究对象,以2019—2021年的高分一号影像数据作为数据源。通过建立样本库,选取实验区,采用FCN(fully convolutional networks 全卷积神经网络)算法对实验区和秦岭北麓全区多时序影像进行智能提取,实现秦岭北麓建设用地变化监测。从对建设用地图斑分布情况、变化趋势以及变更因素的分析来看,秦岭北麓12个季度建设用地面积整体呈现增长趋势,建设用地转入类型以其他用地和耕地为主,转出则以其他用地为主。通过有效掌握秦岭北麓建设用地变更机制,对提升国土综合监管及社会服务能力具有重要意义。
英文摘要:
      In order to fully grasp the distribution and transformation mechanism of construction land in the northern foot of Qinling Mountains and promote the coordinated and sustainable development of resources and environment. This paper selects the construction land at the northern foot of Qinling Mountains as the research object, and takes Gaofen-1 image data from 2019 to 2021 as the data source. By establishing a sample database and selecting the experimental area, FCN (fully convolutional networks) algorithm is used to intelligently extract the multi-time series images of the experimental area and the northern foot of Qinling Mountains, so as to realize the change monitoring of construction land in the northern foot of Qinling Mountains. According to the analysis of the distribution, change trend and change factors of construction map spots, the area of construction land in the northern foot of Qinling Mountains showed an overall growth trend in 12 quarters, and the transfer types of construction land were mainly other land and cultivated land, while the transfer types were mainly other land. By effectively mastering the change mechanism of construction land in the northern foot of Qinling Mountains, it is of great significance to enhance the comprehensive land supervision and social service capacity.
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