Seasonal Spatiotemporal Changes in the NDVI and Its Driving Forces in Wuliangsu Lake Basin, Northern China from 1990 to 2020
In the context of global climate change, many studies have focused on the interannual vegetation variation trends and their response to precipitation and temperature, but ignored the effects of seasonal variability. This study explored the relationship between normalized difference vegetation index...
Main Authors: | , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2023-06-01
|
Series: | Remote Sensing |
Subjects: | |
Online Access: | https://www.mdpi.com/2072-4292/15/12/2965 |
_version_ | 1827735849418096640 |
---|---|
author | Caixia Li Xiang Jia Ruoning Zhu Xiaoli Mei Dong Wang Xiaoli Zhang |
author_facet | Caixia Li Xiang Jia Ruoning Zhu Xiaoli Mei Dong Wang Xiaoli Zhang |
author_sort | Caixia Li |
collection | DOAJ |
description | In the context of global climate change, many studies have focused on the interannual vegetation variation trends and their response to precipitation and temperature, but ignored the effects of seasonal variability. This study explored the relationship between normalized difference vegetation index (NDVI) and seasonal climate elements in the Wuliangsu Lake Basin area from 1990 to 2020, and quantified the impacts of human activities on vegetation dynamics. We used Landsat series data to analyze the spatial and temporal variation of the NDVI using the trend analysis method, the Theil–Sen median, the Mann–Kendall test, and the Hurst index. Then, we used meteorological data and land use data to quantify the effects of human activities using residual analysis, and correlation methods to determine the driving forces of NDVI variations. The results showed that the NDVI changes presented obvious regional characteristics, with a decreasing trend from southeast to northwest in Wuliangsu Lake Basin. Due to global warming, the start of the growing season (SOS) is 4.3 days (2001 to 2010) and 6.8 days (2011 to 2020) earlier compared with 1990 to 2000. The end of the season (EOS) is advanced by 3.6 days (2001 to 2010), and delayed by 8.9 days (2011 to 2020). Seasonal (spring, summer, autumn, and winter) NDVIs with precipitation and temperature show spatial heterogeneity. Further, changes in grasslands and woodlands were vulnerable to climate change and human activities. Since the beginning of the 21st century, human activity was the driving force for vegetation improvement in the Dengkou, west-central, north and southwest regions, where ecological instability is weak. This finding can provide a theoretical basis for the implementation of the same type of ecological restoration projects and the construction of ecological civilization, and contribute to the regional green and sustainable development. |
first_indexed | 2024-03-11T01:59:26Z |
format | Article |
id | doaj.art-ebe7689d2db64104963a12c3e2d18c45 |
institution | Directory Open Access Journal |
issn | 2072-4292 |
language | English |
last_indexed | 2024-03-11T01:59:26Z |
publishDate | 2023-06-01 |
publisher | MDPI AG |
record_format | Article |
series | Remote Sensing |
spelling | doaj.art-ebe7689d2db64104963a12c3e2d18c452023-11-18T12:24:25ZengMDPI AGRemote Sensing2072-42922023-06-011512296510.3390/rs15122965Seasonal Spatiotemporal Changes in the NDVI and Its Driving Forces in Wuliangsu Lake Basin, Northern China from 1990 to 2020Caixia Li0Xiang Jia1Ruoning Zhu2Xiaoli Mei3Dong Wang4Xiaoli Zhang5Precision Forestry Key Laboratory of Beijing, College of Forestry, Beijing Forestry University, Beijing 100083, ChinaPrecision Forestry Key Laboratory of Beijing, College of Forestry, Beijing Forestry University, Beijing 100083, ChinaThe Third Construction Co., Ltd. of China Construction Group, Beijing 100161, ChinaThe Third Construction Co., Ltd. of China Construction Group, Beijing 100161, ChinaThe Third Construction Co., Ltd. of China Construction Group, Beijing 100161, ChinaPrecision Forestry Key Laboratory of Beijing, College of Forestry, Beijing Forestry University, Beijing 100083, ChinaIn the context of global climate change, many studies have focused on the interannual vegetation variation trends and their response to precipitation and temperature, but ignored the effects of seasonal variability. This study explored the relationship between normalized difference vegetation index (NDVI) and seasonal climate elements in the Wuliangsu Lake Basin area from 1990 to 2020, and quantified the impacts of human activities on vegetation dynamics. We used Landsat series data to analyze the spatial and temporal variation of the NDVI using the trend analysis method, the Theil–Sen median, the Mann–Kendall test, and the Hurst index. Then, we used meteorological data and land use data to quantify the effects of human activities using residual analysis, and correlation methods to determine the driving forces of NDVI variations. The results showed that the NDVI changes presented obvious regional characteristics, with a decreasing trend from southeast to northwest in Wuliangsu Lake Basin. Due to global warming, the start of the growing season (SOS) is 4.3 days (2001 to 2010) and 6.8 days (2011 to 2020) earlier compared with 1990 to 2000. The end of the season (EOS) is advanced by 3.6 days (2001 to 2010), and delayed by 8.9 days (2011 to 2020). Seasonal (spring, summer, autumn, and winter) NDVIs with precipitation and temperature show spatial heterogeneity. Further, changes in grasslands and woodlands were vulnerable to climate change and human activities. Since the beginning of the 21st century, human activity was the driving force for vegetation improvement in the Dengkou, west-central, north and southwest regions, where ecological instability is weak. This finding can provide a theoretical basis for the implementation of the same type of ecological restoration projects and the construction of ecological civilization, and contribute to the regional green and sustainable development.https://www.mdpi.com/2072-4292/15/12/2965climate changedriving forceshuman activitiesNDVIseasonal spatiotemporal changesWuliangsu Lake Basin |
spellingShingle | Caixia Li Xiang Jia Ruoning Zhu Xiaoli Mei Dong Wang Xiaoli Zhang Seasonal Spatiotemporal Changes in the NDVI and Its Driving Forces in Wuliangsu Lake Basin, Northern China from 1990 to 2020 Remote Sensing climate change driving forces human activities NDVI seasonal spatiotemporal changes Wuliangsu Lake Basin |
title | Seasonal Spatiotemporal Changes in the NDVI and Its Driving Forces in Wuliangsu Lake Basin, Northern China from 1990 to 2020 |
title_full | Seasonal Spatiotemporal Changes in the NDVI and Its Driving Forces in Wuliangsu Lake Basin, Northern China from 1990 to 2020 |
title_fullStr | Seasonal Spatiotemporal Changes in the NDVI and Its Driving Forces in Wuliangsu Lake Basin, Northern China from 1990 to 2020 |
title_full_unstemmed | Seasonal Spatiotemporal Changes in the NDVI and Its Driving Forces in Wuliangsu Lake Basin, Northern China from 1990 to 2020 |
title_short | Seasonal Spatiotemporal Changes in the NDVI and Its Driving Forces in Wuliangsu Lake Basin, Northern China from 1990 to 2020 |
title_sort | seasonal spatiotemporal changes in the ndvi and its driving forces in wuliangsu lake basin northern china from 1990 to 2020 |
topic | climate change driving forces human activities NDVI seasonal spatiotemporal changes Wuliangsu Lake Basin |
url | https://www.mdpi.com/2072-4292/15/12/2965 |
work_keys_str_mv | AT caixiali seasonalspatiotemporalchangesinthendvianditsdrivingforcesinwuliangsulakebasinnorthernchinafrom1990to2020 AT xiangjia seasonalspatiotemporalchangesinthendvianditsdrivingforcesinwuliangsulakebasinnorthernchinafrom1990to2020 AT ruoningzhu seasonalspatiotemporalchangesinthendvianditsdrivingforcesinwuliangsulakebasinnorthernchinafrom1990to2020 AT xiaolimei seasonalspatiotemporalchangesinthendvianditsdrivingforcesinwuliangsulakebasinnorthernchinafrom1990to2020 AT dongwang seasonalspatiotemporalchangesinthendvianditsdrivingforcesinwuliangsulakebasinnorthernchinafrom1990to2020 AT xiaolizhang seasonalspatiotemporalchangesinthendvianditsdrivingforcesinwuliangsulakebasinnorthernchinafrom1990to2020 |