基于Sentinel-1影像的浙江省沿海养殖池塘提取与管理
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国家自然科学基金面上项目(71874092)


Extraction and Management of Coastal Aquaculture Ponds in Zhejiang Province Based on Sentinel-1 SAR Images
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    摘要:

    沿海养殖池塘建设能带来巨大的经济效益,对保障海产品供给和丰富居民食物多样性具有重要意义。而养殖池塘的快速扩张也会带来严重的环境危机,故有效揭示养殖池塘的时空分布特征对有序管理沿海养殖池塘至关重要。但养殖池塘大多分布于岸线曲折、靠近海洋的潮滩一侧,有效且高精度识别养殖池塘具有难度。对此,提出结合Google Earth Engine云平台和ArcGIS本地端分类后处理的养殖池塘识别方法,基于地区水体频率、对象特征和精细处理得到了浙江省沿海2016—2021年较高精度的养殖池塘空间分布数据。结果表明:养殖池塘总体精度均大于93%,Kappa系数均大于82%,表明研究方法具有较好的适用性。浙江省沿海养殖池塘面积趋于下降,2016、2019、2021年分别为30360.60、24375.35、21700.02hm2。养殖池塘地级市集中分布于宁波市、台州市、绍兴市和杭州市,县域聚集于慈溪市、宁海县、三门县、萧山区、上虞区和象山县。浙江省养殖池塘集聚性下降,聚集于海湾、河口、沿海平原与潮滩,如杭州湾、象山港、三门湾、浦坝港和乐清湾。养殖池塘空间差异性突出,其海侧大于陆侧、北部大于南部。

    Abstract:

    The construction of coastal aquaculture ponds has huge economic benefits and is of great significance to ensuring the supply of seafood and enriching the food diversity of residents. The rapid expansion of aquaculture ponds will also bring about a huge environmental crisis, so effectively revealing the spatial and temporal distribution characteristics of aquaculture ponds is crucial for orderly management of coastal aquaculture ponds. However, aquaculture ponds are mostly distributed on the side of tidal flats with tortuous coastlines and close to the ocean. It is challenging to identify aquaculture ponds effectively and with high precision. In response to this problem, an aquaculture ponds identification method that combined Google Earth Engine cloud platform and ArcGIS local classification post-processing was proposed. Based on water body frequency, object characteristics and fine processing, the spatial distribution of coastal aquaculture ponds in Zhejiang Province from 2016 to 2021 with high precision was obtained. The results showed that the overall accuracy of the aquaculture ponds was greater than 93%, and the Kappa coefficient was greater than 82%, indicating that the research method showed good applicability. The area of coastal aquaculture ponds in Zhejiang Province tended to decrease in 2016, 2019 and 2021, which was 30360.60hm2, 24375.35hm2 and 21700.02hm2, respectively. The prefecture-level cities of aquaculture ponds were concentrated in Ningbo, Taizhou, Shaoxing and Hangzhou, and the counties were concentrated in Cixi, Ninghai, Sanmen, Xiaoshan, Shangyu and Xiangshan. The agglomeration of aquaculture ponds in Zhejiang Province was decreased, and they were concentrated in bays, estuaries, coastal plains and tidal flats, such as Hangzhou Bay, Xiangshan Port, Sanmen Bay, Puba Port and Yueqing Bay. The spatial differences of aquaculture ponds were prominent, that in the sea side was larger than that in the land side, and that in the north was larger than that in the south. 

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蔡丹丰,胡求光,魏昕伊.基于Sentinel-1影像的浙江省沿海养殖池塘提取与管理[J].农业机械学报,2023,54(2):169-180.

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  • 收稿日期:2022-10-24
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  • 在线发布日期: 2022-11-28
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