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  • Article
  • Open Access
7 Citations
2,638 Views
13 Pages

Cross Reference of GDP Decrease with Nighttime Light Data via Remote Sensing Diagnosis

  • Robert Duerler,
  • Chunxiang Cao,
  • Bo Xie,
  • Zhibin Huang,
  • Yiyu Chen,
  • Kaimin Wang,
  • Min Xu and
  • Yilin Lu

19 April 2023

Nighttime light data is a mainstay method in confirming and supporting other traditional economic data indicators, which in turn influence business and policy-making decisions. Accuracy in and clear definition of economic data and its related indicat...

  • Article
  • Open Access
98 Citations
13,392 Views
18 Pages

20 February 2017

Timely and accurate extraction of urban land area using the Suomi National Polar-orbiting Partnership Visible Infrared Imaging Radiometer Suite (VIIRS) nighttime light data is important for urban studies. However, a comprehensive assessment of the ex...

  • Article
  • Open Access
10 Citations
3,387 Views
21 Pages

A Structure Identification Method for Urban Agglomeration Based on Nighttime Light Data and Railway Data

  • Zhiwei Xie,
  • Mingliang Yuan,
  • Fengyuan Zhang,
  • Min Chen,
  • Meng Tian,
  • Lishuang Sun,
  • Guoqing Su and
  • Ruizhao Liu

30 December 2022

The urban spatial structure is a key feature of the distribution of social and economic resources. The spatial structure of an urban agglomeration is an abstract relationship expression of urbanization. Urban agglomerations develop for multiple reaso...

  • Article
  • Open Access
9 Citations
3,614 Views
19 Pages

20 November 2020

An accelerating trend of global urbanization accompanying various environmental and urban issues makes frequently urban mapping. Nighttime light data (NTL) has shown great advantages in urban mapping at regional and global scales over long time serie...

  • Article
  • Open Access
20 Citations
4,833 Views
14 Pages

16 August 2019

Nighttime light data are often used to estimate some socioeconomic indicators, such as energy consumption, GDP, population, etc. However, whether there is a causal relationship between them needs further study. In this paper, we propose a causal-effe...

  • Article
  • Open Access
4 Citations
2,999 Views
23 Pages

The old-age dependency ratio (ODR) is an important indicator reflecting the degree of a regional population’s aging. In the context of aging, this study provides a timely and effective method for predicting the ODR in Chinese cities. Using the...

  • Article
  • Open Access
14 Citations
3,390 Views
26 Pages

6 July 2022

The DMSP/OLS Nighttime light (NTL) data directly reflect the spatial distribution and light intensity of artificial lighting from the Earth’s surface at night, and has become an emerging instrument for urbanization research, including in the mo...

  • Article
  • Open Access
6 Citations
4,144 Views
17 Pages

A New Framework for Reconstructing Time Series DMSP-OLS Nighttime Light Data Using the Improved Stepwise Calibration (ISC) Method

  • Mingyue Wang,
  • Chunhui Feng,
  • Bifeng Hu,
  • Nan Wang,
  • Jintao Xu,
  • Ziqiang Ma,
  • Jie Peng and
  • Zhou Shi

5 September 2022

Calibration and reconstruction of time series DMSP-OLS nighttime light images are critical for understanding urbanization processes and the evolution of urban spatial patterns from a unique perspective. In this study, we developed an improved stepwis...

  • Article
  • Open Access
411 Views
23 Pages

16 January 2026

Daily nighttime light (NTL) observations made by remote sensing satellites can monitor human activity at high temporal resolution, but are often constrained by residual physical disturbances. Even in standard products, such as NASA’s Black Marb...

  • Article
  • Open Access
24 Citations
8,807 Views
16 Pages

12 May 2015

Nighttime light data record the artificial light on the Earth’s surface and can be used to estimate the degree of pollution associated with particulate matter with an aerodynamic diameter of less than 2.5 μm (PM2.5) in the ground-level atmosphere. Th...

  • Article
  • Open Access
45 Citations
6,323 Views
13 Pages

7 November 2017

Spatial identification of the urban-rural fringes is very significant for deeply understanding the development processes and regulations of urban space and guiding urban spatial development in the future. Traditionally, urban-rural fringe areas are i...

  • Article
  • Open Access
611 Citations
39,509 Views
20 Pages

20 February 2014

The nighttime light data records artificial light on the Earth’s surface and can be used to estimate the spatial distribution of the gross domestic product (GDP) and the electric power consumption (EPC). In early 2013, the first global NPP-VIIRS nigh...

  • Article
  • Open Access
18 Citations
5,376 Views
18 Pages

3 June 2023

A high-resolution population distribution map is crucial for numerous applications such as urban planning, disaster management, public health, and resource allocation, and it plays a pivotal role in evaluating and making decisions to achieve the UN S...

  • Article
  • Open Access
5 Citations
2,035 Views
19 Pages

20 December 2023

Nighttime light (NTL) data and points of interest (POI) data offer precise visual indications of the distributional characteristics of urban spatial structures. This study employed nighttime light data and point of interest data to investigate spatia...

  • Communication
  • Open Access
11 Citations
3,334 Views
12 Pages

Due to remarkable socioeconomic development, an increasing number of karst rocky desertification areas have been severely affected by human activities in southern China. Effectively analyzing human activities in karst rocky desertification areas is a...

  • Article
  • Open Access
12 Citations
3,532 Views
16 Pages

4 July 2022

Nighttime light remote sensing technologies provide methods for studying spatiotemporal changes in urban areas. In this research, we study the changes in the urban zone in Zhejiang Province based on NPP/VIIRS nighttime light data. Moreover, we propos...

  • Article
  • Open Access
1 Citations
1,840 Views
21 Pages

Greenhouse gases, such as carbon dioxide (CO2), released from excessive fossil fuel consumption, are major contributors to global warming. Understanding the spatial distribution of CO2 emissions on a refined scale is crucial for promoting green econo...

  • Article
  • Open Access
11 Citations
4,018 Views
22 Pages

Spatiotemporal Evolution Characteristics of Urbanization in the Xiamen Special Economic Zone Based on Nighttime-Light Data from 1992 to 2020

  • Chunfang Chai,
  • Yuanrong He,
  • Peng Yu,
  • Yuanmao Zheng,
  • Zhicheng Chen,
  • Menglin Fan and
  • Yongpeng Lin

7 August 2022

In China and elsewhere, urban expansion is directly related to the important issues of social development, economic development, and the sustainable development of the ecological environment. Traditional statistical methods based on administrative re...

  • Article
  • Open Access
59 Citations
9,389 Views
23 Pages

11 July 2019

Land use and land cover changes (LULCC) are prime variables that reflect changes in ecological systems. The Guangdong, Hong Kong, and Macau (GHKM) region located in South China has undergone rapid economic development and urbanization over the past t...

  • Article
  • Open Access
4 Citations
1,862 Views
15 Pages

27 September 2024

This paper attempts to establish the accurate and timely forecasting model for the total output value of agriculture, forestry, animal husbandry, and fishery (TOVAFAF) in various provinces of China using NPP-VIIRS nighttime light (NTL) remote sensing...

  • Article
  • Open Access
15 Citations
2,890 Views
21 Pages

2 December 2022

The precise recognition of urban fringes is vital to monitor urban sprawl and map urban management planning. The spatial clustering method is a prevalent way to identify urban fringes due to its objectivity and convenience. However, previous studies...

  • Article
  • Open Access
21 Citations
3,406 Views
17 Pages

12 November 2020

With the rapid process of urbanization, anthropogenic heat generated by human activities has become an important factor that drives the changes in urban climate and regional environmental quality. The nighttime light (NTL) data can aptly reflect the...

  • Article
  • Open Access
31 Citations
7,205 Views
24 Pages

18 January 2018

A significant difficulty in urban studies is obtaining urban areas. Nighttime light (NTL) data provide efficient approaches to map urban areas. Previous methods have utilized visual particularities of cities with ancillary data to obtain the optimal...

  • Article
  • Open Access
14 Citations
3,152 Views
17 Pages

Assessing the Impacts of Urban Expansion on Bundles of Ecosystem Services by Dmsp-Ols Nighttime Light Data

  • Yangyang Gu,
  • Xuning Qiao,
  • Mengjia Xu,
  • Changxin Zou,
  • Dong Liu,
  • Dan Wu and
  • Yan Wang

23 October 2019

Urban expansion poses severe threats to ecosystems. It is therefore important we better understand the impact of different urban expansion level on ecosystems for developing regionally differentiated ecological protection policies. Here, we proposed...

  • Article
  • Open Access
11 Citations
3,887 Views
18 Pages

Urban–rural fringes, as special zones where urban and rural areas meet, are the most sensitive areas in the urbanization process. The quantitative identification of urban–rural fringes is the basis for studying the social structure, lands...

  • Article
  • Open Access
2 Citations
1,695 Views
18 Pages

23 May 2024

Energy consumption is an important indicator for measuring economic development and is closely related to the atmospheric environment. As a demonstration zone for China’s high-quality development, the Guangdong–Hong Kong–Macao Great...

  • Article
  • Open Access
9 Citations
5,507 Views
14 Pages

4 September 2020

Previously published studies on population distribution were based on the provincial level, while the number of urban-level studies is more limited. In addition, the rough spatial resolution of traditional nighttime light (NTL) data has limited their...

  • Article
  • Open Access
13 Citations
3,546 Views
20 Pages

20 September 2023

Poverty is a social issue of global concern. Although socioeconomic indicators can easily reflect poverty status, the coarse statistical scales and poor timeliness have limited their applications. While spatial big data with reasonable timeliness, ea...

  • Technical Note
  • Open Access
3 Citations
1,425 Views
14 Pages

18 August 2025

Accurate delineation of urban built-up areas is critical for urban monitoring and planning. We evaluated the performance and consistency of three widely used methods—thresholding, multi-temporal image fusion, and support vector machine (SVM)&md...

  • Article
  • Open Access
4 Citations
3,764 Views
19 Pages

20 September 2024

Uneven regional development has long been a focal issue for both academia and policymakers, with numerous studies over the past decades actively engaging in discussions on measuring regional development disparities. Generally, most existing studies m...

  • Article
  • Open Access
3 Citations
2,039 Views
23 Pages

11 January 2025

In recent years, the accelerated urbanization process in China has led to increased land resource constraints and unregulated expansion, imposing significant pressure on ecosystems and the environment. As a critical node along the Silk Road Economic...

  • Article
  • Open Access
10 Citations
1,468 Views
26 Pages

25 September 2024

As the world’s second-largest economy, China has experienced rapid industrialization and urbanization, resulting in high energy consumption and significant carbon emissions. This development has intensified conflicts between human-land relation...

  • Article
  • Open Access
16 Citations
2,988 Views
20 Pages

1 September 2022

The regional disparity of urban expansion varies significantly in China’s different regions, hindering sustainable socioeconomic development. However, most studies to date have focused on a single aspect of urban expansion, e.g., urban spatial...

  • Article
  • Open Access
19 Citations
4,556 Views
21 Pages

Deciphering China’s Socio-Economic Disparities: A Comprehensive Study Using Nighttime Light Data

  • Tianyu Chen,
  • Yuke Zhou,
  • Dan Zou,
  • Jingtao Wu,
  • Yang Chen,
  • Jiapei Wu and
  • Jia Wang

18 September 2023

Achieving equitable and harmonized socio-economic development is a vital gauge of national progress, particularly in geographically extensive nations such as China. This study, employing nighttime lights as a socio-economic development indicator and...

  • Article
  • Open Access
2 Citations
2,648 Views
16 Pages

Accurately identifying the spatial range of urban agglomerations holds significant practical importance for the precise allocation of various elements and coordinated development within urban agglomerations. However, current research predominantly fo...

  • Article
  • Open Access
5 Citations
4,606 Views
22 Pages

Using Nighttime Light Data to Explore the Extent of Power Outages in the Florida Panhandle after 2018 Hurricane Michael

  • Diana Mitsova,
  • Yanmei Li,
  • Ross Einsteder,
  • Tiffany Roberts Briggs,
  • Alka Sapat and
  • Ann-Margaret Esnard

15 July 2024

The destructive forces of tropical cyclones can have significant impacts on the land, contributing to degradation through various mechanisms such as erosion, debris, loss of vegetation, and widespread damage to infrastructure. Storm surge and floodin...

  • Article
  • Open Access
62 Citations
7,973 Views
23 Pages

Urban Nighttime Leisure Space Mapping with Nighttime Light Images and POI Data

  • Jiping Liu,
  • Yue Deng,
  • Yong Wang,
  • Haosheng Huang,
  • Qingyun Du and
  • Fu Ren

6 February 2020

Urban nighttime leisure spaces (UNLSs), important urban sites of nighttime economic activity, have created enormous economic and social benefits. Both the physical features (e.g., location, shape, and area) and the social functions (e.g., commercial...

  • Article
  • Open Access
21 Citations
3,726 Views
16 Pages

Built-up areas are one of the most intuitive and important indicators used to assess urbanization, the spatial expansion of which is of great significance in depicting the evolution of urban spatial structures. Based on the harmonized Defense Meteoro...

  • Article
  • Open Access
2,253 Views
22 Pages

Post-Earthquake Damage and Recovery Assessment Using Nighttime Light Data: A Case Study of the Turkey–Syria Earthquake

  • Jiaqi Yang,
  • Shengbo Chen,
  • Zibo Wang,
  • Yaqi Zhang,
  • Yuqiao Suo,
  • Jinchen Zhu,
  • Menghan Wu,
  • Aonan Zhang and
  • Qiqi Li

14 October 2025

In recent years, the increasing frequency of global seismic events has imposed severe impacts on human society. Timely and accurate assessment of post-earthquake damage and recovery is essential for developing effective emergency response strategies...

  • Article
  • Open Access
8 Citations
3,011 Views
22 Pages

Night-time light data (NTL) have been extensively utilized to map urban fringe areas, but to date, there has not been a comprehensive evaluation of the existing spatial clustering methods for delineating the urban fringe using different types of nigh...

  • Article
  • Open Access
18 Citations
5,382 Views
22 Pages

Filtering the NPP-VIIRS Nighttime Light Data for Improved Detection of Settlements in Africa

  • Xiaotian Yuan,
  • Li Jia,
  • Massimo Menenti,
  • Jie Zhou and
  • Qiting Chen

13 December 2019

Observing and understanding changes in Africa is a hotspot in global ecological environmental research since the early 1970s. As possible causes of environmental degradation, frequent droughts and human activities attracted wide attention. Remote sen...

  • Article
  • Open Access
16 Citations
5,301 Views
35 Pages

6 December 2020

Defense Meteorological Satellite Program’s Operational Linescan System (DMSP/OLS) data has the shortcomings of discontinuous and pixel saturation effect. It was also incompatible with the Soumi National Polar-Orbiting Partnership Visible Infrar...

  • Article
  • Open Access
37 Citations
6,759 Views
20 Pages

Automated Extraction of Built-Up Areas by Fusing VIIRS Nighttime Lights and Landsat-8 Data

  • Chang Liu,
  • Kang Yang,
  • Mia M. Bennett,
  • Ziyan Guo,
  • Liang Cheng and
  • Manchun Li

2 July 2019

As the world urbanizes and builds more infrastructure, the extraction of built-up areas using remote sensing is crucial for monitoring land cover changes and understanding urban environments. Previous studies have proposed a variety of methods for ma...

  • Article
  • Open Access
3 Citations
2,911 Views
22 Pages

13 January 2023

The Defense Meteorological Satellite Program Operational Linescan System (DMSP/OLS) and the Suomi National Polar-Orbiting Partnership satellite’s Visible Infrared Imaging Radiometer Suite (NPP/VIIRS) nighttime light (NTL) data provide an adequa...

  • Article
  • Open Access
81 Citations
9,012 Views
19 Pages

28 April 2017

Along with rapid urbanization, nighttime activities from places, such as restaurants, pubs and bars, and theatres, have created enormous economic and social benefits. The nighttime economy (NTE), as a newly developed social phenomenon, has been used...

  • Article
  • Open Access
80 Citations
7,026 Views
13 Pages

26 March 2019

The LJ1-01 satellite is the first dedicated nighttime light remote sensing satellite in the world and offers a higher spatial resolution than the Defense Meteorological Satellite Program’s Operational Linescan System (DMSP/OLS) and the Visible...

  • Article
  • Open Access
20 Citations
4,064 Views
16 Pages

9 January 2023

Urban agglomerations, such as Beijing-Tianjin-Hebei Region, Yangtze River Delta and Pearl River Delta, are the key regions for energy conservation, carbon emission reduction and low-carbon development in China. However, spatiotemporal patterns of CO2...

  • Article
  • Open Access
2 Citations
1,264 Views
28 Pages

17 November 2025

Remotely sensed nighttime lights (NTLs) have become essential in urban and environmental research but are typically captured at fixed local times by sun-synchronous satellites, limiting their ability to capture changes throughout the night. In contra...

  • Article
  • Open Access
17 Citations
5,827 Views
19 Pages

Detecting the Dynamics of Urban Growth in Africa Using DMSP/OLS Nighttime Light Data

  • Shengnan Jiang,
  • Guoen Wei,
  • Zhenke Zhang,
  • Yue Wang,
  • Minghui Xu,
  • Qing Wang,
  • Priyanko Das and
  • Binglin Liu

26 December 2020

Africa has been experiencing a rapid urbanization process, which may lead to an increase in unsustainable land use and urban poverty. Assessing the spatiotemporal characteristics of urbanization dynamics is especially important and needed for the sus...

  • Article
  • Open Access
32 Citations
4,892 Views
28 Pages

7 October 2020

Nighttime light data play an important role in the research on cities, while the urban centers over a large spatial scale are still far from clearly understood. Aiming at the current challenges in monitoring the spatial structure of cities using nigh...

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