کد مقاله | کد نشریه | سال انتشار | مقاله انگلیسی | نسخه تمام متن |
---|---|---|---|---|
10151471 | 1666125 | 2018 | 12 صفحه PDF | دانلود رایگان |
عنوان انگلیسی مقاله ISI
Integrating landscape metrics and socioeconomic features for urban functional region classification
ترجمه فارسی عنوان
ترکیب شاخص های چشم انداز و ویژگی های اجتماعی اقتصادی برای طبقه بندی مناطق شهری شهری
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کلمات کلیدی
منطقه کاربردی شهری، طبقه بندی، معیارهای چشم انداز، داده های جمع و جور، ویژگی های اجتماعی اقتصادی،
موضوعات مرتبط
مهندسی و علوم پایه
مهندسی کامپیوتر
نرم افزارهای علوم کامپیوتر
چکیده انگلیسی
Urban functional region classification plays an important role in urban planning, resource management and sustainable development. While previous studies have solely focused on delineating regions by urban morphology or deriving functional types from human activities, the sufficient depiction and integration of these characteristics are seldom discussed. This paper inherently considers both urban morphology and human activities to classify urban functional regions. Building-based and region-based landscape metrics derived from building-level blocks are delineated to measure urban morphology, while socioeconomic features are extracted from crowdsourced data related to human activities using a topic model and semantic scaling method. These characteristics are then fused by applying random forest to measure different functions. This approach is tested in Futian district, Shenzhen, Guangdong. The result shows an overall classification accuracy of 0.818, approximately 0.15 higher than that utilising only landscape metrics or only socioeconomic features. This result indicates the effectiveness of the delineated characteristics to depict urban landscapes and socioeconomic information and the reliability of integrating these features for urban functional region classification.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Computers, Environment and Urban Systems - Volume 72, November 2018, Pages 134-145
Journal: Computers, Environment and Urban Systems - Volume 72, November 2018, Pages 134-145
نویسندگان
Hanfa Xing, Yuan Meng,