Research on subway settlement prediction based on the WTD-PSR combination and GSM-SVR model

• Published in: Scientific reports Vol. 15; no. 1; pp. 18431 - 30
• Main Authors: Rong, Miren, Feng, Chao, Pang, Yinping, Wang, Hailong, Yuan, Ying, Zhang, Wensong, Luo, Lanxin
• Format: Journal Article
• Language: English
• Published: London Nature Publishing Group UK 26.05.2025; Nature Publishing Group; Nature Portfolio
• Subjects: 639/705/117; 704/4111; Algorithms; Construction; Data analysis; Data processing; Embedding; Grid search method; Humanities and Social Sciences; Long short-term memory; multidisciplinary; Optimization; Phase space reconstruction; Population growth; Predators; Prediction models; Regression analysis; Science; Science (multidisciplinary); Settlement prediction; Settlements & damages; Support vector regression; Time series; Urban development; Wavelet denoising; Support vector regression; Settlement prediction; Phase space reconstruction; Grid search method; Wavelet denoising

Due to the speeding up of urban development and the rapid population expansion in China, the subway has become the preferred mode of transportation for people, and urban underground spaces are continuously being improved. However, during the construction of subways, surface settlement around the are...