Is Nighttime Light Primarily From Human Settlements? Exploring the Spatial Relationship Between NTL and Impervious Surface in Zhejiang Province, China

Over the past three decades, China’s rapid urbanization has led to significant population concentration and economic growth, effectively captured by nighttime light (NTL) remote sensing. While NTL data is widely used to monitor urbanization, the relationship between NTL and impervious sur...

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Main Authors: Cheng Tong, Xingyu Xue, Chenhao Huang, Yurun Chen, Haijun Bao, Congmou Zhu, Yang Ye, Binjie Chen
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
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Online Access:https://ieeexplore.ieee.org/document/11039145/
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author Cheng Tong
Xingyu Xue
Chenhao Huang
Yurun Chen
Haijun Bao
Congmou Zhu
Yang Ye
Binjie Chen
author_facet Cheng Tong
Xingyu Xue
Chenhao Huang
Yurun Chen
Haijun Bao
Congmou Zhu
Yang Ye
Binjie Chen
author_sort Cheng Tong
collection DOAJ
description Over the past three decades, China’s rapid urbanization has led to significant population concentration and economic growth, effectively captured by nighttime light (NTL) remote sensing. While NTL data is widely used to monitor urbanization, the relationship between NTL and impervious surfaces—key indicators of human settlements—remains underexplored. This study investigates the spatial relationship between NTL and impervious surface data, using Zhejiang Province as a case study due to its representative characteristics of rapid development and pronounced regional disparities. First, we conducted a quantitative analysis using the proportion of impervious surface index (Pb), revealing a high correlation (0.74) between NTL and impervious surfaces. Second, we examined the scale effect by analyzing their relationship at resolutions ranging from 500 m to 10 km, finding that the correlation peaked at an 8000-m scale (correlation coefficient of 0.875). Building on these results, we employed bivariate clustering to classify regions into four categories based on NTL and impervious surface characteristics: high NTL-high impervious, high NTL-low impervious, low NTL-high impervious, and low NTL-low impervious. This classification revealed spatial mismatches indicative of regional development imbalances, light pollution in ecological zones, and rural population loss. Our findings reveal a nuanced relationship between NTL and impervious surfaces, demonstrating that NTL is not solely determined by the presence of impervious surfaces but is influenced by a combination of human activities, land use patterns, and regional development characteristics. These findings provide new insights into the potential of NTL data for understanding urbanization processes and identifying uncoordinated development patterns, offering a foundation for sustainable urban planning and policy-making in Zhejiang Province and similar regions across China.
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publishDate 2025-01-01
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series IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
spelling doaj-art-2ff6134463d94f8fbb51bf1a0be8724e2025-08-20T03:15:38ZengIEEEIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing1939-14042151-15352025-01-0118159001591310.1109/JSTARS.2025.358075811039145Is Nighttime Light Primarily From Human Settlements? Exploring the Spatial Relationship Between NTL and Impervious Surface in Zhejiang Province, ChinaCheng Tong0Xingyu Xue1https://orcid.org/0000-0002-4670-5001Chenhao Huang2Yurun Chen3Haijun Bao4Congmou Zhu5Yang Ye6https://orcid.org/0009-0009-9500-4453Binjie Chen7https://orcid.org/0009-0001-8468-8310Research Institute for Urban Planning and Sustainability, Hangzhou City University, Hangzhou, ChinaCollege of Mathematics and Computer Science, Zhejiang A&F University, Hangzhou, ChinaCollege of Environmental and Resource Sciences, Zhejiang University, Hangzhou, ChinaTsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, ChinaResearch Institute for Urban Planning and Sustainability, Hangzhou City University, Hangzhou, ChinaDepartment of Land Resources Management, Zhejiang Gongshang University, Hangzhou, ChinaResearch Institute for Urban Planning and Sustainability, Hangzhou City University, Hangzhou, ChinaDepartment of Geography and Spatial Information Techniques, Ningbo University, Ningbo, ChinaOver the past three decades, China’s rapid urbanization has led to significant population concentration and economic growth, effectively captured by nighttime light (NTL) remote sensing. While NTL data is widely used to monitor urbanization, the relationship between NTL and impervious surfaces—key indicators of human settlements—remains underexplored. This study investigates the spatial relationship between NTL and impervious surface data, using Zhejiang Province as a case study due to its representative characteristics of rapid development and pronounced regional disparities. First, we conducted a quantitative analysis using the proportion of impervious surface index (Pb), revealing a high correlation (0.74) between NTL and impervious surfaces. Second, we examined the scale effect by analyzing their relationship at resolutions ranging from 500 m to 10 km, finding that the correlation peaked at an 8000-m scale (correlation coefficient of 0.875). Building on these results, we employed bivariate clustering to classify regions into four categories based on NTL and impervious surface characteristics: high NTL-high impervious, high NTL-low impervious, low NTL-high impervious, and low NTL-low impervious. This classification revealed spatial mismatches indicative of regional development imbalances, light pollution in ecological zones, and rural population loss. Our findings reveal a nuanced relationship between NTL and impervious surfaces, demonstrating that NTL is not solely determined by the presence of impervious surfaces but is influenced by a combination of human activities, land use patterns, and regional development characteristics. These findings provide new insights into the potential of NTL data for understanding urbanization processes and identifying uncoordinated development patterns, offering a foundation for sustainable urban planning and policy-making in Zhejiang Province and similar regions across China.https://ieeexplore.ieee.org/document/11039145/Bivariate spatial clusterscorrelation analysisimpervious surfacenighttime light (NTL)regional uncoordinated developmenturbanization
spellingShingle Cheng Tong
Xingyu Xue
Chenhao Huang
Yurun Chen
Haijun Bao
Congmou Zhu
Yang Ye
Binjie Chen
Is Nighttime Light Primarily From Human Settlements? Exploring the Spatial Relationship Between NTL and Impervious Surface in Zhejiang Province, China
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Bivariate spatial clusters
correlation analysis
impervious surface
nighttime light (NTL)
regional uncoordinated development
urbanization
title Is Nighttime Light Primarily From Human Settlements? Exploring the Spatial Relationship Between NTL and Impervious Surface in Zhejiang Province, China
title_full Is Nighttime Light Primarily From Human Settlements? Exploring the Spatial Relationship Between NTL and Impervious Surface in Zhejiang Province, China
title_fullStr Is Nighttime Light Primarily From Human Settlements? Exploring the Spatial Relationship Between NTL and Impervious Surface in Zhejiang Province, China
title_full_unstemmed Is Nighttime Light Primarily From Human Settlements? Exploring the Spatial Relationship Between NTL and Impervious Surface in Zhejiang Province, China
title_short Is Nighttime Light Primarily From Human Settlements? Exploring the Spatial Relationship Between NTL and Impervious Surface in Zhejiang Province, China
title_sort is nighttime light primarily from human settlements exploring the spatial relationship between ntl and impervious surface in zhejiang province china
topic Bivariate spatial clusters
correlation analysis
impervious surface
nighttime light (NTL)
regional uncoordinated development
urbanization
url https://ieeexplore.ieee.org/document/11039145/
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