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Mining Coastal Land Use Sequential Pattern and Its Land Use Associations Based on Association Rule Mining

机译:基于关联规则挖掘的沿海土地利用顺序模式及其土地利用关联的挖掘

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Abstract : Research on the land use of the coastal zone in the sea–land direction will not only reveal its land use distribution, but may also indicate the interactions between inland land use and the ocean through associations between inland land use and seaward land use indirectly. However, in the existing research, few have paid attention to the land use in sea–land direction, let alone the sequential relationship between land-use types. The sequential relationship would be useful in land use planning and rehabilitation of the landscape in the sea–land direction, and the association between land-use types, particularly the inland land use and seaward land use, is not discussed. Therefore, This study presents a model named ARCLUSSM (Association Rules-based Coastal Land use Spatial Sequence Model) to mine the sequential pattern of land use with interesting associations in the sea–land direction of the coastal zone. As a case study, the typical coastal zone of Bohai Bay and the Yellow River delta in China was used. The results are as follows: firstly, 27 interesting association patterns of land use in the sea–land direction of the coastal zone were mined easily. Both sequential relationship and distance between land-use types for 27 patterns among six land-use types were mined definitely, and the sequence of the six land-use types tended to be tidal flat > shrimp pond > reservoir/artificial pond > settlement > river > dry land in sea–land direction. These patterns would offer specific support for land-use planning and rehabilitation of the coastal zone. There were 19 association patterns between seaward and landward land-use types. These patterns showed strong associations between seaward and landward land-use types. It indicated that the landward land use might have some impacts on the seaward land use, or in the other direction, which may help to reveal the interactions between inland land use and the ocean. Thus, the ARCLUSSM was an efficient tool to mine the sequential relationship and distance between land-use types with interesting association rules in the sea–land direction, which would offer practicable advice to appropriate coastal zone management and planning, and might reveal the interactions between inland land use and the ocean.
机译:摘要:沿海-陆方向研究沿海地区的土地利用,不仅可以揭示其土地利用的分布,而且可以通过间接地内陆土地利用与沿海土地利用的联系来揭示内陆土地利用与海洋的相互作用。 。但是,在现有研究中,很少有人关注海陆方向的土地利用,更不用说土地利用类型之间的顺序关系了。顺序关系对于土地用途规划和海陆方向景观的恢复将是有用的,并且未讨论土地用途类型之间的关联,尤其是内陆土地用途和沿海土地用途。因此,本研究提出了一个名为ARCLUSSM(基于关联规则的沿海土地利用空间序列模型)的模型,以挖掘沿海岸带海陆方向具有有趣关联的土地利用的顺序模式。作为案例研究,使用了中国典型的渤海湾沿海地区和黄河三角洲。结果如下:首先,容易地挖掘了沿海地区海陆方向上27种有趣的土地利用关联模式。明确挖掘了6种土地利用类型中27种模式的土地利用类型之间的顺序关系和距离,这6种土地利用类型的顺序趋向于滩涂>虾塘>水库/人工池塘>沉降>河>海陆方向上的旱地。这些模式将为沿海地区的土地利用规划和恢复提供具体支持。沿海和陆地土地利用类型之间有19种关联模式。这些模式显示了沿海和陆地土地利用类型之间的紧密联系。它表明,陆上土地利用可能会对海上土地利用产生一些影响,或者在另一个方向上产生影响,这可能有助于揭示内陆土地利用与海洋之间的相互作用。因此,ARCLUSSM是一种有效的工具,可以利用海陆方向上有趣的关联规则来挖掘土地利用类型之间的顺序关系和距离,这将为适当的沿海地区管理和规划提供切实可行的建议,并可能揭示出两者之间的相互作用。内陆土地利用和海洋。

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