Articles | Volume 15, issue 17
https://doi.org/10.5194/gmd-15-6919-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/gmd-15-6919-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Model description paper
| 
13 Sep 2022
Model description paper |
| 13 Sep 2022
| 13 Sep 2022
Improved CASA model based on satellite remote sensing data: simulating net primary productivity of Qinghai Lake basin alpine grassland
Chengyong Wu
CORRESPONDING AUTHOR
School of Resources and Environmental Engineering, Tianshui Normal
University, Tianshui 741001, China
Academy of Plateau Science and Sustainability, Xining, 810008, China
Kelong Chen
MOE Key Laboratory of Tibetan Plateau Land Surface Processes and
Ecological Conservation/Qinghai Province Key Laboratory of Physical
Geography and Environmental Processes, Xining 810008, China
Academy of Plateau Science and Sustainability, Xining, 810008, China
Chongyi E
MOE Key Laboratory of Tibetan Plateau Land Surface Processes and
Ecological Conservation/Qinghai Province Key Laboratory of Physical
Geography and Environmental Processes, Xining 810008, China
Academy of Plateau Science and Sustainability, Xining, 810008, China
Xiaoni You
School of Resources and Environmental Engineering, Tianshui Normal
University, Tianshui 741001, China
Dongcai He
School of Resources and Environmental Engineering, Tianshui Normal
University, Tianshui 741001, China
Liangbai Hu
School of Resources and Environmental Engineering, Tianshui Normal
University, Tianshui 741001, China
Baokang Liu
School of Resources and Environmental Engineering, Tianshui Normal
University, Tianshui 741001, China
Runke Wang
School of Resources and Environmental Engineering, Tianshui Normal
University, Tianshui 741001, China
Yaya Shi
School of Resources and Environmental Engineering, Tianshui Normal
University, Tianshui 741001, China
Chengxiu Li
School of Resources and Environmental Engineering, Tianshui Normal
University, Tianshui 741001, China
Fumei Liu
MOE Key Laboratory of Tibetan Plateau Land Surface Processes and
Ecological Conservation/Qinghai Province Key Laboratory of Physical
Geography and Environmental Processes, Xining 810008, China
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Cited
39 citations as recorded by crossref.
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- Grazing capacity determination in short-term and long-term scales using MODIS and Sentinel-2 data in the southern rangelands of Zagros, Iran F. Jafari et al. 10.1071/RJ23004
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- A new index for comprehensively assessing multiple ecosystem services in typical arid and semi-arid areas H. Ji et al. 10.1016/j.jaridenv.2024.105316
- Investigating the long-term response of plateau vegetation productivity to extreme climate: insights from a case study in Qinghai Province, China H. An et al. 10.1007/s00484-023-02593-2
- Climate change and Land Use/Land Cover Change (LUCC) leading to spatial shifts in net primary productivity in Anhui Province, China H. Tang et al. 10.1371/journal.pone.0307516
- Gross primary production-coupled evapotranspiration in the global arid and semi-arid regions based on the NIRv index Y. Su et al. 10.1016/j.jhydrol.2024.132012
- Impact Assessment of the Ms7.0 Earthquake on Jiuzhaigou Valley from the Perspective of Vegetation Net Primary Productivity C. Wang et al. 10.3390/s22228875
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- Solar-Induced Chlorophyll Fluorescence-Based GPP Estimation and Analysis of Influencing Factors for Xinjiang Vegetation C. Xue et al. 10.3390/f15122100
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- Quantitative Estimation of Net Primary Productivity by an Improved tCASA Model Using Landsat Time Series Data: A Case Study of Central Plains, China L. Xu et al. 10.1109/JSTARS.2025.3555597
- Small reservoirs can enhance the terrestrial carbon sink of controlled basins in karst areas worldwide Z. Pan et al. 10.1016/j.scitotenv.2024.175517
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- Spatiotemporal variations and driving forces of regional-scale NPP based on a multi-method integration: a case study in the Beibu Gulf Economic Zone L. Zhou et al. 10.1016/j.ecolind.2025.113453
- Human activities dominated terrestrial productivity increase over the past 22 years in typical arid and semiarid regions of Xinjiang, China X. He et al. 10.1016/j.catena.2025.108754
- Urbanization diminishes net ecosystem productivity by changing the landscape pattern H. Chen et al. 10.1016/j.agrformet.2024.110369
- Exploring carbon sequestration in broad-leaved Korean pine forests: Insights into photosynthetic and respiratory processes Z. Xu et al. 10.1016/j.scitotenv.2023.167421
- High temporal and spatial estimation of grass yield by applying an improved Carnegie-Ames-Stanford approach (CASA)-NPP transformation method: A case study of Zhenglan Banner, Inner Mongolia, China B. Sun et al. 10.1016/j.compag.2024.109134
- Spatiotemporal Variation Characteristics and Driving Force Analysis of Precipitation Use Efficiency at the North Foot of Yinshan Mountain Y. Yang et al. 10.3390/w16010099
39 citations as recorded by crossref.
- Quantitative analysis of the impact of climate change and oasification on changes in net primary productivity variation in mid-Tianshan Mountains from 2001 to 2020 G. Hou et al. 10.1016/j.ecolind.2023.110820
- Impact of Aerosols on NPP in Basins: Case Study of WRF−Solar in the Jinghe River Basin Y. Fu et al. 10.3390/rs15071908
- Spatiotemporal characteristics and influencing factors of net primary production from 2000 to 2021 in China C. Yang et al. 10.1007/s11356-023-28666-8
- Assessment of Coastal Carbon Storage and Analysis of Its Driving Factors: A Case Study of Jiaozhou Bay, China L. Zhang et al. 10.3390/land13081208
- A Monthly High-Resolution Net Primary Productivity Dataset (30 m) of Qinghai Plateau From 1987 to 2021 F. Yang et al. 10.1109/JSTARS.2023.3312518
- Spatial and Temporal Patterns and Drivers of Grassland NEP in the Muri Region, 2000 to 2022 S. Meng et al. 10.1177/11786221241271557
- Spatiotemporal dynamics of vegetation net primary productivity and its response to climate variability T. Bogale et al. 10.1186/s40068-024-00369-0
- Synergistic Enhancement of Carbon Sinks and Connectivity: Restoration and Renewal of Ecological Networks in Nanjing, China R. Zhang et al. 10.3390/land14010093
- A new method of high-resolution NPP estimation and its implementation in caragana shrublands on the Loess Plateau, China F. Yu et al. 10.1080/01431161.2024.2346196
- Spatial and temporal coordinated development research on ecosystem services and human well-being in the typical pastoral area of the Qinghai-Tibet Plateau S. Ren et al. 10.1007/s11442-024-2204-4
- Grazing capacity determination in short-term and long-term scales using MODIS and Sentinel-2 data in the southern rangelands of Zagros, Iran F. Jafari et al. 10.1071/RJ23004
- Net Forest Carbon Loss Induced by Forest Cover Change and Compound Drought and Heat Events in Two Regions of China C. Gu et al. 10.3390/f15112048
- Spatio-temporal dynamics of net primary productivity and the economic value of Spartina alterniflora in the coastal regions of China S. Wei et al. 10.1016/j.scitotenv.2024.176099
- Variations and influencing factors of vegetation net primary productivity over 31 years in Wuyishan National Park, China M. Zhang et al. 10.1038/s41598-024-71812-6
- Integrating karst bare rock index (KBRI) into the CASA model to improve grassland aboveground biomass estimation in karst area, Southwest China Y. Deng et al. 10.1016/j.ecolmodel.2024.111001
- Optimal agricultural structure allocation based on carbon source/sink accounting G. Cui et al. 10.1016/j.ecolind.2024.112349
- A new index for comprehensively assessing multiple ecosystem services in typical arid and semi-arid areas H. Ji et al. 10.1016/j.jaridenv.2024.105316
- Investigating the long-term response of plateau vegetation productivity to extreme climate: insights from a case study in Qinghai Province, China H. An et al. 10.1007/s00484-023-02593-2
- Climate change and Land Use/Land Cover Change (LUCC) leading to spatial shifts in net primary productivity in Anhui Province, China H. Tang et al. 10.1371/journal.pone.0307516
- Gross primary production-coupled evapotranspiration in the global arid and semi-arid regions based on the NIRv index Y. Su et al. 10.1016/j.jhydrol.2024.132012
- Impact Assessment of the Ms7.0 Earthquake on Jiuzhaigou Valley from the Perspective of Vegetation Net Primary Productivity C. Wang et al. 10.3390/s22228875
- Net Primary Productivity Estimation Using a Modified MOD17A3 Model in the Three-River Headwaters Region W. Liu et al. 10.3390/agronomy13020431
- Characteristics of Climate Change in Poyang Lake Basin and Its Impact on Net Primary Productivity Y. Yang et al. 10.3390/su16219420
- Understanding ecosystem services of detailed forest and wetland types using remote sensing and deep learning techniques in Northern China Y. Ma et al. 10.1016/j.jenvman.2024.123410
- Natural Vegetation Succession Under Climate Change and the Combined Effects on Net Primary Productivity S. Zhang et al. 10.1029/2023EF003903
- Disentangling the Influential Factors Driving NPP Decrease in Shandong Province: An Analysis from Time Series Evaluation Using MODIS and CASA Model G. Lv et al. 10.3390/rs16111966
- Spatial-Temporal Pattern Analysis of Grassland Yield in Mongolian Plateau Based on Artificial Neural Network M. Li et al. 10.3390/rs15163968
- Factors Influencing Changes in Forestry Carbon Sinks Under the ‘Dual Carbon’ Framework in Southwest China: Evidence from Satellite Remote Sensing Data Y. Cao et al. 10.3390/su162410889
- Solar-Induced Chlorophyll Fluorescence-Based GPP Estimation and Analysis of Influencing Factors for Xinjiang Vegetation C. Xue et al. 10.3390/f15122100
- Assessing Spatiotemporal Dynamics of Net Primary Productivity in Shandong Province, China (2001–2020) Using the CASA Model and Google Earth Engine: Trends, Patterns, and Driving Factors D. Dong et al. 10.3390/rs17030488
- Quantitative Estimation of Net Primary Productivity by an Improved tCASA Model Using Landsat Time Series Data: A Case Study of Central Plains, China L. Xu et al. 10.1109/JSTARS.2025.3555597
- Small reservoirs can enhance the terrestrial carbon sink of controlled basins in karst areas worldwide Z. Pan et al. 10.1016/j.scitotenv.2024.175517
- Downscaling estimation of NEP in the ecologically-oriented county based on multi-source remote sensing data B. Zheng et al. 10.1016/j.ecolind.2024.111818
- Spatiotemporal variations and driving forces of regional-scale NPP based on a multi-method integration: a case study in the Beibu Gulf Economic Zone L. Zhou et al. 10.1016/j.ecolind.2025.113453
- Human activities dominated terrestrial productivity increase over the past 22 years in typical arid and semiarid regions of Xinjiang, China X. He et al. 10.1016/j.catena.2025.108754
- Urbanization diminishes net ecosystem productivity by changing the landscape pattern H. Chen et al. 10.1016/j.agrformet.2024.110369
- Exploring carbon sequestration in broad-leaved Korean pine forests: Insights into photosynthetic and respiratory processes Z. Xu et al. 10.1016/j.scitotenv.2023.167421
- High temporal and spatial estimation of grass yield by applying an improved Carnegie-Ames-Stanford approach (CASA)-NPP transformation method: A case study of Zhenglan Banner, Inner Mongolia, China B. Sun et al. 10.1016/j.compag.2024.109134
- Spatiotemporal Variation Characteristics and Driving Force Analysis of Precipitation Use Efficiency at the North Foot of Yinshan Mountain Y. Yang et al. 10.3390/w16010099
Latest update: 08 May 2025
Short summary
The traditional Carnegie–Ames–Stanford Approach (CASA) model driven by multisource data such as meteorology, soil, and remote sensing (RS) has notable disadvantages. We drove the CASA using RS data and conducted a case study of the Qinghai Lake basin alpine grassland. The simulated result is similar to published and measured net primary productivity (NPP). It may provide a reference for simulating vegetation NPP to satisfy the requirements of accounting carbon stocks and other applications.
The traditional Carnegie–Ames–Stanford Approach (CASA) model driven by multisource data such as...
