刘晓畅｜上海财经大学｜学者主页

2026

The effects of urban green infrastructures on the housing market

Xiaochang Liu, Linghua Zhu, Ziqi Wang, Xiuning Zhang, Xueliang Zhang, Zeyin Chen, Renlu Qiao

Habitat International，Vol. 1670

DOI

2026

The Spatially Nonlinear and Heterogeneous Effects of Urban Extreme Precipitation on Housing Prices in Shanghai: An Interpretable Ensemble Learning Model-Based Approach

Xiao-Chang Liu, Wen-Mo Dong, Ling-Hua Zhu, Xiu-Ning Zhang, Xiang Ao, Xue-Liang Zhang, Tao Wu, Ze-Yin Chen, Ren-Lu Qiao

Applied spatial analysis and policy

DOI

2026

Exploring the Nonlinear Nexus between People Climate and Creative-Class Agglomerations Using Interpretable Ensemble Learning: Evidence from Milan, Italy

Mengyao He, Xiao-Chang Liu, Yan-Mu Chen, Ling-Hua Zhu

Journal of urban planning and development

DOI

2026

Unveiling Nonlinear Effects of Built Environment on Weekend Urban Vitality Using Interpretable Ensemble Learning: Evidence from Shanghai’s Commercial Functional Zones

Ziqi Wang, Xiao-Chang Liu

Applied spatial analysis and policy

DOI

2025

Dissecting the nonlinear economic implications of urban extreme thermo-environment using a Monte Carlo simulation-based ensemble learning model

Xiaochang Liu, Renlu Qiao, Xiuning Zhang

Habitat International，Vol. 1560

DOI

2025

The nonlinear climatological impacts of urban morphology on extreme heats in urban functional zones: An interpretable ensemble learning-based approach

Xiaochang Liu, Tao Wu, Qing-Rui Jiang, Xiang Ao, Ling-Hua Zhu, Ren-Lu Qiao

Building and Environment

DOI

2025

Disparities Between Residential and Commercial Zones in Air Quality Revealed by Location-Based Services

Q. Jiang, Yi Su, Ren-Lu Qiao, Chenyu Huang, Xiaochang Liu, Shi-Qi Zhou, Meng Yuan, Zhi-Qiang Wu

Building and Environment

DOI

2025

Unveiling the nonlinear drivers of urban land resources on carbon emissions: The mediating role of industrial upgrading and technological innovation

Ren-Lu Qiao, Zexu Zhao, Tao Wu, Shi-Qi Zhou, Xiang Ao, Ting Yang, Xiaochang Liu, Zhiyu Liu, Zhi-Qiang Wu

Resources, Conservation and Recycling

DOI

2024

Unveiling the spatially varied nonlinear effects of urban built environment on housing prices using an interpretable ensemble learning model

Xiaochang Liu, Renlu Qiao, Zhiqiang Wu, Tianren Yang, Xiuning Zhang, Xueliang Zhang, Zhiliang Zhu

Applied Geography，Vol. 173

DOI

2024

The nonlinear influence of land conveyance on urban carbon emissions: An interpretable ensemble learning-based approach

Renlu Qiao, Zhiqiang Wu, Qingrui Jiang, Xiaochang Liu, Shuo Gao, Li Xia, Tianren Yang

Land Use Policy，Vol. 1400

DOI

2024

Industrialization, urbanization, and innovation: Nonlinear drivers of carbon emissions in Chinese cities

Ren-Lu Qiao, Xiaochang Liu, Shuo Gao, Diling Liang, Gesang GesangYangji, Li Xia, Shi-Qi Zhou, Xiang Ao, Qing-Rui Jiang, Zhi-Qiang Wu

Applied Energy

DOI

2024

Understanding the global subnational migration patterns driven by hydrological intrusion exposure

Ren-Lu Qiao, Shuo Gao, Xiaochang Liu, Li Xia, Guobin Zhang, Xi Meng, Zhiyu Liu, Mo Wang, Shi-Qi Zhou, Zhi-Qiang Wu

Nature Communications

DOI

2024

Predicting building energy consumption in urban neighborhoods using machine learning algorithms

Q. Jiang, Chenyu Huang, Zhiqiang Wu, Jia-Wei Yao, Jinyu Wang, Xiaochang Liu, Ren-Lu Qiao

Frontiers of Urban and Rural Planning

DOI

2024

Dissecting the natural and human drivers of urban thermal resilience across climates

Ren-Lu Qiao, Tao Wu, Zexu Zhao, Shuo Gao, Ting Yang, Chen-Yang Duan, Shi-Qi Zhou, Xiaochang Liu, Li Xia, Xi Meng, Lei Jin, Zhiyu Liu, Zhi-Qiang Wu

Geography and Sustainability

DOI

2024

Decoupling the Multi-drivers of Urban Extreme Heat Environment in Urban Agglomerations Using Ensemble Learning

Xiaochang Liu, Zhiyu Liu, Zhiliang Zhu, Ren-Lu Qiao

Building and Environment

DOI

2023

环境规制下我国流通业全要素生产率影响因素的实证——基于2006-2020年省级面板数据

刘晓畅

《商业经济研究》，No. 20

下载原文

2023

Towards inclusive underground public transportation: Gender differences on thermal comfort

Ren-Lu Qiao, Zhi-Qiang Wu, Shuo Gao, Qing-Rui Jiang, Xiaochang Liu, Chenyu Huang, Li Xia, Ming-Ze Chen

Building and Environment

DOI

2023

Strategic leadership in spatial planning formulation: the practice in Hainan Province

Z. Wu, Xiaochang Liu, Cheng-Gang Zhang, Xiuning Zhang, Hua Shao

Frontiers of Urban and Rural Planning

DOI

2023

CEDUP: Using incremental learning modeling to explore Spatio-temporal carbon emission distribution and unearthed patterns at the municipal level

Zhiqiang Wu, Ren-Lu Qiao, Xiaochang Liu, Shuo Gao, Xiang Ao, Zheng He, Li Xia

Resources, Conservation and Recycling

DOI

2022

Nonlinear forces in urban thermal environment using Bayesian optimization-based ensemble learning.

Zhiqiang Wu, Ren-Lu Qiao, Shuang Zhao, Xiaochang Liu, Shuo Gao, Zhiyu Liu, Xiang Ao, Shiqi Zhou, Zhen-Sheng Wang, Qing-Rui Jiang

Science of the Total Environment

DOI

2022

Urban Development Strategies in China Based on Water Resource Constraints

Zhiqiang Wu, Xiaochang Liu, Qi Liu, Ren-Lu Qiao, Zhiyu Liu, Ting Yang, Juan Yan, Lingyun Ji

Chinese Journal of Engineering Science

DOI

2022

Cedup: Spatio-Temporal Carbon Emissions Distribution Urban Patterns in China Created by Incremental Learning Modeling

Zhiqiang Wu, Ren-Lu Qiao, Xiaochang Liu, Shuo Gao, Xiang Ao, Zheng He, Li Xia

Social Science Research Network

DOI

2022

Decoupling of the Municipal Thermal Environment Using a Spatial Autoregressive Model

Qing-Rui Jiang, Xiaochang Liu, Zhiqiang Wu, Yuan-Kai Wang, Jiahua Dong

Atmosphere

DOI

2020

改革开放以来中国城乡规划高等院校协同创新网络研究

刘晓畅

《规划师》

2018

中国城乡规划知识网络动态研究

刘晓畅

《同济大学》

2016

德国区域规划中的“绿带”——一个高效的增长管理政策?

SIEDENTOP S, FINA S, KREHL A, 刘晓畅

《城市规划学刊》

刘晓畅

精选作品

期刊论文

The effects of urban green infrastructures on the housing market

The Spatially Nonlinear and Heterogeneous Effects of Urban Extreme Precipitation on Housing Prices in Shanghai: An Interpretable Ensemble Learning Model-Based Approach

Exploring the Nonlinear Nexus between People Climate and Creative-Class Agglomerations Using Interpretable Ensemble Learning: Evidence from Milan, Italy

Unveiling Nonlinear Effects of Built Environment on Weekend Urban Vitality Using Interpretable Ensemble Learning: Evidence from Shanghai’s Commercial Functional Zones

Dissecting the nonlinear economic implications of urban extreme thermo-environment using a Monte Carlo simulation-based ensemble learning model

The nonlinear climatological impacts of urban morphology on extreme heats in urban functional zones: An interpretable ensemble learning-based approach

Disparities Between Residential and Commercial Zones in Air Quality Revealed by Location-Based Services

Unveiling the nonlinear drivers of urban land resources on carbon emissions: The mediating role of industrial upgrading and technological innovation

Unveiling the spatially varied nonlinear effects of urban built environment on housing prices using an interpretable ensemble learning model

The nonlinear influence of land conveyance on urban carbon emissions: An interpretable ensemble learning-based approach

Industrialization, urbanization, and innovation: Nonlinear drivers of carbon emissions in Chinese cities

Understanding the global subnational migration patterns driven by hydrological intrusion exposure

Predicting building energy consumption in urban neighborhoods using machine learning algorithms

Dissecting the natural and human drivers of urban thermal resilience across climates

Decoupling the Multi-drivers of Urban Extreme Heat Environment in Urban Agglomerations Using Ensemble Learning

环境规制下我国流通业全要素生产率影响因素的实证——基于2006-2020年省级面板数据

Towards inclusive underground public transportation: Gender differences on thermal comfort

Strategic leadership in spatial planning formulation: the practice in Hainan Province

CEDUP: Using incremental learning modeling to explore Spatio-temporal carbon emission distribution and unearthed patterns at the municipal level

Nonlinear forces in urban thermal environment using Bayesian optimization-based ensemble learning.

Urban Development Strategies in China Based on Water Resource Constraints

Cedup: Spatio-Temporal Carbon Emissions Distribution Urban Patterns in China Created by Incremental Learning Modeling

Decoupling of the Municipal Thermal Environment Using a Spatial Autoregressive Model

改革开放以来中国城乡规划高等院校协同创新网络研究

中国城乡规划知识网络动态研究

德国区域规划中的“绿带”——一个高效的增长管理政策?

研究方向