Graph distance and feature-guided multi-view clustering: A novel method for clustering urban buildings     

Lin Yang  Ruolin Yang  Zejun Zuo  Mei-Po Kwan  Shunping Zhou 《Transactions in GIS》2023,27(8):2127-2158

Urban buildings are an integral component of urban space, and accurately identifying their spatial configurations and grouping them is vital for various urban applications. However, most existing building clustering methods only utilize the original spatial and nonspatial features of buildings, disregarding the potential value of complementary information from multiple perspectives. This limitation hinders their effectiveness in scenarios with intricate spatial configurations. To address this, this article proposes a novel multi-view building clustering method that captures cross-view information from spatial and nonspatial features. Drawing inspiration from both spatial proximity characteristics and nonspatial attributes, three views are established, including two spatial distance graphs (centroid distance graph and the nearest outlier distance graph) and a building attribute graph (multiple-attribute graph). The three graphs undergo iterative cross-diffusion processes to amplify similarities within each predefined graph view, culminating in their fusion into a unified graph. This fusion facilitates the comprehensive correlation and mutual enhancement of spatial and nonspatial information. Experiments were conducted using 10 real-world community-building datasets from Wuhan and Chengdu, China. The results demonstrate that our approach achieves 21.27% higher accuracy and 22.28% higher adjusted rand index in recognizing diverse complex arrangements compared to existing methods. These findings highlight the importance of leveraging complementary and consensus information across different feature dimensions for improving the performance of building clustering.  相似文献   

船舶磁防护与电场防护耦合性分析          下载免费PDF全文

耿攀  王向军  王建勋  左超 《数字海洋与水下攻防》2019,2(1):77-80

根据船舶电磁场综合防护需求,对磁场防护和电场防护的耦合性进行了研究,总结了 11 种电磁场产生来源,分析了不同电磁场源产生的磁场和电场的耦合关系。 基于磁场和电场耦合性分析数学模型, 仿真分析了磁场和电场耦合特性,指出了需结合多种控制措施实现船舶磁场和电场的综合防护。  相似文献