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首页> 外文期刊>European Journal of Remote Sensing >Land use and landscape pattern changes of Weihai, China based on object-oriented SVM classification from Landsat MSS/TM/OLI images
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Land use and landscape pattern changes of Weihai, China based on object-oriented SVM classification from Landsat MSS/TM/OLI images

机译:基于对面向对象的SVM分类的威海威海土地利用与景观格局变迁,来自Landsat MSS / TM / OLI图像

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摘要

Weihai's urban development model is representative of coastal cities in China. Landsat MSS/TM/OLI images were used to extract the land use types of Weihai from 1985–2015 using the object-oriented support vector machine (SVM) classification method. The landscape pattern indexes were calculated based on the classification results of land use. The temporal and spatial characteristics of land use and landscape pattern were analyzed by considering Weihai’s economic development. The overall kappa (OK) coefficients were greater than 83% and the overall accuracy (OA) values were greater than 85%. Over 80% of both producer’s accuracy (PA) and user’s accuracy (UA) values of different land use types were greater than 85%. Changes in land use and landscape patterns were closely related to the local economic development. The areas of cultivated land and woodland continued to decrease. The expansion of construction land came mainly from the cultivated land and woodland as with as very little from waters. Under the combined effect of economic development and human activities, the landscape pattern of Weihai as a whole has been decentralized. The internal structure is relatively complex and the fragmentation of land use is increasing. The development model of Weihai is the expansion-aggregation-expansion.
机译:威海的城市发展模式是中国沿海城市的代表。使用面向对象的支持向量机(SVM)分类方法,Landsat MSS / TM / OLI图像用于从1985 - 2015年从1985 - 2015提取威海的土地使用类型。根据土地使用的分类结果计算景观模式指标。考虑威海经济发展,分析了土地利用和景观模式的时间和空间特征。总Kappa(OK)系数大于83%,总精度(OA)值大于85%。两种生产者准确性(PA)和用户的准确性(UA)不同土地使用类型的80%超过85%大于85%。土地利用和景观模式的变化与当地经济发展密切相关。耕地和林地领域继续下降。建设用地的扩张主要来自耕地和林地,与水域一样。在经济发展和人类活动的综合影响下,整个威海的景观格局已经分散。内部结构相对复杂,土地使用的碎片正在增加。威海的发展模式是扩展 - 聚合 - 扩展。

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