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Construction of a Scoring Evaluation Model for Identifying Urban Functional Areas Based on Multisource Data
| 题名： | Construction of a Scoring Evaluation Model for Identifying Urban Functional Areas Based on Multisource Data |
| 正文语种： | eng |
| 作者： | Feixue Jia;Jinfeng Yan;Fenzhen Su;Jiaxue Du;Shiyi Zhao;Jinbiao Bai |
| 作者单位： | Shandong Univ. of Science and Technology;Shandong Univ. of Science and Technology;Chinese Academy of Sciences;Shandong Univ. of Science and Technology;Shandong Univ. of Science and Technology;Shandong Univ. of Science and Technology |
| 摘要： | Abstract In rapidly developing large cities, land functions change rapidly and are mixed. It is essential to obtain accurate functional area maps to evaluate the urbanization process and its impacts on rational urban planning. Many studies have verified the usability of point of interest (POI) data in identifying functional areas. However, few studies have considered the impact of the size differences of the entity objects represented by POIs on the functional categories. A new scoring evaluation model that combines the area score and the normalized kernel density value was constructed to identify urban functional areas. The area score was obtained based on the building vector data and the constructed ambiguity function. The kernel density value was obtained by kernel density analysis of various POIs. The two factors were combined to calculate the influencing scores. Functional areas were identified by the proportion of the influencing scores. Compared with the traditional model based on the quantity of POIs and tested in the system of different functional zones, the scoring evaluation model improved the overall accuracy by 17.4%, and the kappa coefficient increased from 0.51 to 0.73, with strong robustness. Therefore, the model constructed can provide an accurate full-coverage regional functional area map, which can help planners obtain urban spatial structures and make scientific decisions. |
| 出版年： | 2022 |
| 期刊名称： | Journal of Urban Planning and Development |
| 卷： | 148 |
| 期： | 4 |
| 页码： | 1-12 |
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