Spatiotemporal evolution of long-term vegetation NPP in Ordos based on GEE
Received date: 2024-07-14
Revised date: 2024-12-17
Online published: 2025-02-21
Utilizing the Google Earth Engine (GEE) cloud computing platform, the Net Primary Productivity (NPP) of Ordos was calculated based on an improved CASA model. Sen’s slope analysis and MK trend analysis methods were used to analyze the spatiotemporal changes in NPP from 2001 to 2020 and estimate the carbon sequestration capacity of Ordos City. (1) NPP in Ordos City displayed a significant seasonal variation from 2001 to 2020, with the highest values in July and August and an average annual NPP of 78.04 g C·m-2·a-1, following an overall fluctuating upward trend. (2) Spatially, NPP demonstrated clear heterogeneity, with higher values in the northeast and lower values in the northwest; high values were concentrated in Dalate Banner and Jungar Banner, while low values were mainly in Hanggin Banner. (3) The implementation of ecological projects and NPP changes were not fully synchronized, with a general trend of initially slow then accelerating growth; NPP change rates significantly increased after 2011 in most areas, but areas with harsher ecological conditions, such as Hanggin Banner, exhibited a lower improvement and some lag. (4) In 2011, Ordos displayed a widespread negative carbon sequestration rate. Yet, by 2020, the spatial heterogeneity in carbon sequestration had significantly increased, with higher values in the east and lower values in the west. The carbon sequestration capacity in Hanggin Banner’s western region still requires reinforcement, while Dalate Banner significantly improved its carbon sequestration capacity.
LIU Ge , ZHAO Hengqian , HUANGFU Xiadan , FU Hancong , WANG Pan , XU Fei , HAN Tian . Spatiotemporal evolution of long-term vegetation NPP in Ordos based on GEE[J]. Arid Zone Research, 2025 , 42(2) : 299 -311 . DOI: 10.13866/j.azr.2025.02.10
| [1] | Xiao J F, Chevallier F, Gomez C, et al. Remote sensing of the terrestrial carbon cycle: A review of advances over 50 years[J]. Remote Sensing of Environment, 2019, 233: 111383. |
| [2] | 朴世龙, 岳超, 丁金枝, 等. 试论陆地生态系统碳汇在“碳中和”目标中的作用[J]. 中国科学: 地球科学, 2022, 52(7): 1419-1426. |
| [Piao Shilong, Yue Chao, Ding Jinzhi, et al. Perspectives on the role of terrestrial ecosystems in the ‘carbon neutrality’ strategy[J]. Science China Earth Sciences, 2022, 52(7): 1419-1426. ] | |
| [3] | 朱文泉, 陈云浩, 徐丹, 等. 陆地植被净初级生产力计算模型研究进展[J]. 生态学杂志, 2005, 24(3): 296-300. |
| [Zhu Wenquan, Chen Yunhao, Xu Dan, et al. Advances in terrestrial net primary productivity (NPP) estimation models[J]. Chinese Journal of Ecology, 2005, 24(3): 296-300. ] | |
| [4] | Cao S, Sanchez-Azofeifa G A, Duran S M, et al. Estimation of aboveground net primary productivity in secondary tropical dry forests using the Carnegie-Ames-Stanford Approach (CASA) model[J]. Environmental Research Letters, 2016, 11(7): 075004. |
| [5] | Bulut S, Günlü A, ?atr O. Estimating net primary productivity of semi-arid Crimean pine stands using biogeochemical modelling, remote sensing, and machine learning[J]. Ecological Informatics, 2023, 76: 102137. |
| [6] | Xiao F J, Liu Q F, Xu Y Q. Estimation of terrestrial net primary productivity in the Yellow River Basin of China using light use efficiency model[J]. Sustainability, 2022, 14(12): 7399. |
| [7] | 陶波, 葛全胜, 李克让, 等. 陆地生态系统碳循环研究进展[J]. 地理研究, 2001, 20(5): 564-575. |
| [Tao Bo, Ge Quansheng, Li Kerang, et al. Progress in the studies on carbon cycle in terrestrial ecosystem[J]. Geographical Research, 2001, 20(5): 564-575. ] | |
| [8] | 方精云, 朴世龙, 赵淑清. CO2失汇与北半球中高纬度陆地生态系统的碳汇[J]. 植物生态学报, 2001, 25(5): 594-602. |
| [Fang Jingyun, Piao Shilong, Zhao Shuqing. The carbon sink: The role of the middle and high latitudes terrestrial ecosystems in the Northern Hemisphere[J]. Chinese Journal of Plant Ecology, 2001, 25(5): 594-602. ] | |
| [9] | 徐小锋, 田汉勤, 万师强. 气候变暖对陆地生态系统碳循环的影响[J]. 植物生态学报, 2007, 31(2): 175-188. |
| [Xu Xiaofeng, Tian Hanqin, Wan Shiqiang. Climate warming impacts on carbon cycling in terrestrial ecosystems[J]. Chinese Journal of Plant Ecology, 2007, 31(2): 175-188. ] | |
| [10] | 王爽, 李庆旭, 张彪. 锡林郭勒盟净初级生产力时空变化及其气候影响[J]. 生态学杂志, 2021, 40(3): 825-834. |
| [Wang Shuang, Li Qingxu, Zhang Biao. Spatiotemporal variation of net primary productivity and its climatic driving factors in Xilingol League[J]. Chinese Journal of Ecology, 2021, 40(3): 825-834. ] | |
| [11] | 郭连发, 来全, 伊博力, 等. 2000—2014年呼伦贝尔沙地河流湿地植被NPP时空变化及驱动力分析[J]. 水土保持研究, 2017, 24(6): 267-272. |
| [Guo Lianfa, Lai Quan, Yi Boli, et al. Spatiotemporal changes of net primary productivity of river wetland and its driving factors in Hulun Buir Sandy Land in 2000-2014[J]. Research of Soil and Water Conservation, 2017, 24(6): 267-272. ] | |
| [12] | 任丽雯, 王兴涛, 刘明春, 等. 石羊河流域植被净初级生产力时空变化及驱动因素[J]. 干旱区研究, 2023, 40(5): 818-828. |
| [Ren Liwen, Wang Xingtao, Liu Mingchun, et al. Temporal and spatial changes and the driving factors of vegetation NPP in Shiyang River Basin[J]. Arid Zone Research, 2023, 40(5): 818-828. ] | |
| [13] | 潘竟虎, 李真. 2001—2012年西北干旱区植被净初级生产力时空变化[J]. 生态学杂志, 2015, 34(12): 3333-3340. |
| [Pan Jinghu, Li Zhen. Temporal spatial change of vegetation net primary productivity in the arid region of Northwest China during 2001 and 2012[J]. Chinese Journal of Ecology, 2015, 34(12): 3333-3340. ] | |
| [14] | 刘一丹, 姚晓军, 李宗省, 等. 气候变化和土地利用覆盖变化对河西地区植被净初级生产力的影响[J]. 干旱区研究, 2024, 41(1): 169-180. |
| [Liu Yidan, Yao Xiaojun, Li Zongxing, et al. Impacts of climate change and land use/cover change on the net primary productivity of vegetation in Hexi Region, Northwest China[J]. Arid Zone Research, 2024, 41(1): 169-180. ] | |
| [15] | Li C H, Sun H, Wu X D, et al. An approach for improving soil water content for modeling net primary production on the Qinghai-Tibetan Plateau using Biome-BGC model[J]. Catena, 2020, 184: 104253. |
| [16] | Potter C, Randerson J, Field C, et al. Terrestrial ecosystem production: a process model based on global satellite and surface data[J]. Global Biogeochemical Cycles, 1993, 7(4): 811-841. |
| [17] | 朱文泉, 潘耀忠, 龙中华, 等. 基于GIS和RS的区域陆地植被NPP估算——以中国内蒙古为例[J]. 遥感学报, 2005, 9(3): 300-307. |
| [Zhu Wenquan, Pan Yaozhong, Long Zhonghua, et al. Estimating net primary productivity of terrestrial vegetation based on GIS and RS: A case study in Inner Mongolia, China[J]. Journal of Remote Sensing, 2005, 9(3): 300-307. ] | |
| [18] | 张祯祺, 蔡惠文, 张平平, 等. 基于GEE遥感云平台的三江源植被碳源/汇时空变化研究[J]. 自然资源遥感, 2023, 35(1): 231-242. |
| [Zhang Zhenqi, Cai Huiwen, Zhang Pingping, et al. A GEE-based study on the temporal and spatial variations in the carbon source/sink function of vegetation in the Three-River Headwaters region[J]. Remote Sensing for Natural Resources, 2023, 35(1): 231-242. ] | |
| [19] | 郭睿妍, 田佳, 杨志玲, 等. 基于GEE平台的黄河流域森林植被净初级生产力时空变化特征[J]. 生态学报, 2022, 42(13): 5437-5445. |
| [Guo Ruiyan, Tian Jia, Yang Zhiling, et al. Spatio-temporal variation characteristics of forest net primary productivity in the Yellow River Basin based on Google Earth Engine cloud platform[J]. Acta Ecologica Sinica, 2022, 42(13): 5437-5445. ] | |
| [20] | 李晶, 闫星光, 闫萧萧, 等. 基于GEE云平台的黄河流域植被覆盖度时空变化特征[J]. 煤炭学报, 2021, 46(5): 1439-1450. |
| [Li Jing, Yan Xingguang, Yan Xiaoxiao, et al. Temporal and spatial variation characteristic of vegetation coverage in the Yellow River Basin based on GEE cloud platform[J]. Journal of China Coal Society, 2021, 46(5): 1439-1450. ] | |
| [21] | 刘彦平, 张国红, 杨跃军, 等. 《京津风沙源治理工程二期规划》战略调整[J]. 林业调查规划, 2013, 38(6): 92-95. |
| [Liu Yanping, Zhang Guohong, Yang Yuejun, et al. Strategic adjustment on the Second Phase of Planning of Beijing-Tianjin Sandstorm-Control Project[J]. Forest Inventory and Planning, 2013, 38(6): 92-95. ] | |
| [22] | 赵恒谦, 刘轩绮, 刘哿, 等. 京津风沙源区NPP时空变化及其对治理工程实施的响应[J]. 生态学报, 2024, 44(6): 2406-2419. |
| [Zhao Hengqian, Liu Xuanqi, Liu Ge, et al. Spatio-temporal variation of net primary productivity in the Beijing-Tianjin sandstorm source area and its response to the implementation of control projects[J]. Acta Ecologica Sinica, 2024, 44(6): 2406-2419. ] | |
| [23] | 弥宏卓, 于振海, 白艳, 等. 内蒙古自治区“三北”防护林体系建设工程状况分析[J]. 内蒙古林业调查设计, 2023, 46(1): 1-4, 29. |
| [Mi Hongzhuo, Yu Zhenhai, Bai Yan, et al. Analysis of Three-North Forest Shelterbelt System construction program in Inner Mongolia Autonomous Region[J]. Inner Mongolia Forestry Investigation and Design, 2023, 46(1): 1-4, 29. ] | |
| [24] | 鄂尔多斯市人民政府. 鄂尔多斯市国土空间生态修复规划(2021—2035年)的通知[EB/OL]. https://www.ordos.gov.cn/zzms/slh_zcwjx/202306/t20230609_3438197.html, 2023-05-12. |
| [Ordos Municipal People’s Government. Notice of the ecological restoration planning of land space in Ordos City (2021-2035)[EB/OL]. https://www.ordos.gov.cn/zzms/slh_zcwjx/202306/t20230609_3438 197.html, 2023-05-12.] | |
| [25] | 滑永春, 萨如拉, 王冰. 内蒙古草原NPP时空变化及驱动力[J]. 中国沙漠, 2021, 41(5): 130-139. |
| [Hua Yongchun, Sa Rula, Wang Bing. Spatial and temporal variation of grassland NPP and its driving forces in Inner Mongolia[J]. Journal of Desert Research, 2021, 41(5): 130-139. ] | |
| [26] | 王俊枝, 萨日盖, 窦银银, 等. 2000—2022年鄂尔多斯高原人类活动对植被覆盖变化的影响[J/OL]. 西安理工大学学报, 1-10[2024-06-25]. |
| [Wang Junzhi, Sa Rigai, Dou Yinyin, et al. Effects of human activities on vegetation cover change in the Ordos Plateau during 2000-2022[J/OL]. Journal of Xi’an University of Technology, 1-10[2024-06-25]. ] | |
| [27] | 贾龙, 扈吉萍, 吴文瑾, 等. 鄂尔多斯生态系统服务价值核算及其时空动态分析[J]. 自然保护地, 2024, 4(2): 95-107. |
| [Jia Long, Hu Jiping, Wu Wenjin, et al. Accounting of Ordos ecosystem service value and its spatiotemporal dynamic analysis[J]. Natural Protected Areas, 2024, 4(2): 95-107. ] | |
| [28] | 张保龙, 程文博, 赵宇新, 等. 植被NPP时空变化及其对气候变化的响应——以黄河内蒙古段为例[J]. 内蒙古气象, 2024, 1(1): 9-16. |
| [Zhang Baolong, Cheng Wenbo, Zhao Yuxin, et al. Spatio-temporal variation of NPP and its response to climate change——A case study of the Inner Mongolia section of the Yellow River[J]. Meteorology Journal of Inner Mongolia, 2024, 1(1): 9-16. ] | |
| [29] | 常屹冉, 张弛, 魏嘉诚, 等. 气候变化和人类活动对内蒙古植被净初级生产力的影响[J]. 草地学报, 2023, 31(11): 3444-3452. |
| [Chang Yiran, Zhang Chi, Wei Jiacheng, et al. Impacts of climate change and human activities on the net primary productivity of vegetation in Inner Mongolia[J]. Acta Agrestia Sinica, 2023, 31(11): 3444-3452. ] | |
| [30] | Wu C Y, Chen K L, Chongyi E, et al. Improved CASA model based on satellite remote sensing data: Simulating net primary productivity of Qinghai Lake Basin alpine grassland[J]. Geoscientific Model Development, 2022, 15(17): 6919-6933. |
| [31] | 张雪蕾, 肖伟华, 王义成. 基于改进的CASA模型三峡库区NPP时空特征及气候驱动机制[J]. 生态学报, 2021, 41(9): 3488-3498. |
| [Zhang Xuelei, Xiao Weihua, Wang Yicheng. Temporal-spatial variations of NPP and its climatic driving mechanism in the Three Gorges Reservoir Area based on modified CASA model[J]. Acta Ecologica Sinica, 2021, 41(9): 3488-3498. ] | |
| [32] | Bao G, Bao Y H, Qin Z H, et al. Modeling net primary productivity of terrestrial ecosystems in the semi-arid climate of the Mongolian Plateau using LSWI-based CASA ecosystem model[J]. International Journal of Applied Earth Observation and Geoinformation, 2016, 46: 84-93. |
| [33] | 朱文泉, 潘耀忠, 张锦水. 中国陆地植被净初级生产力遥感估算[J]. 植物生态学报, 2007, 31(3): 413-424. |
| [Zhu Wenquan, Pan Yaozhong, Zhang Jinshui. Estimation of net primary productivity of Chinese terrestrial vegetation based on remote sensing[J]. Chinese Journal of Plant Ecology, 2007, 31(3): 413-424. ] | |
| [34] | Tian H W, Ji X J, Zhang F M. Spatiotemporal variations of vegetation net primary productivity and its response to meteorological factors across the Yellow River Basin during the period 1981-2020[J]. Frontiers in Environmental Science, 2022, 10: 949564. |
| [35] | Xuan W X, Rao L Y. Spatiotemporal dynamics of net primary productivity and its influencing factors in the middle reaches of the Yellow River from 2000 to 2020[J]. Frontiers in Plant Science, 2023, 14: 1043807. |
| [36] | 韩梅, 邬晗, 韩柏, 等. 鄂尔多斯地区毛乌素沙地荒漠化形成因素及治理措施[J]. 农业与技术, 2021, 41(18): 111-115. |
| [Han Mei, Wu Han, Han Bai, et al. The formation factors and control measures of desertification in Maowusu Sandy Land in Ordos region[J]. Agriculture and Technology, 2021, 41(18): 111-115. ] | |
| [37] | 张丹丹. 基于多源数据的黄河流域植被NPP时空变化及其影响因子分析[D]. 郑州: 郑州大学, 2019. |
| [Zhang Dandan. Research on Spatio-temporal Variations in Vegetion Net Primary Productivity and Their Impact Factors in Yellow River Basin Based on Muti-source Data[D]. Zhengzhou: Zhengzhou University, 2019. ] | |
| [38] | 黄露, 周伟, 李佳慧, 等. 内蒙古不同类型草地NPP时空动态特征及其气候影响因素分析[J]. 草原与草坪, 2019, 39(2): 1-9. |
| [Huang Lu, Zhou Wei, Li Jiahui, et al. Analysis on spatial-temporal dynamics of different types grassland NPP and its climate influencing factors in Inner Mongolia[J]. Grassland and Turf, 2019, 39(2): 1-9. ] | |
| [39] | 田智慧, 张丹丹, 赫晓慧, 等. 2000—2015年黄河流域植被净初级生产力时空变化特征及其驱动因子[J]. 水土保持研究, 2019, 26(2): 255-262. |
| [Tian Zhihui, Zhang Dandan, He Xiaohui, et al. Spatiotemporal variations in vegetation net primary productivity and their driving factors in Yellow River Basin from 2000 to 2015[J]. Research of Soil and Water Conservation, 2019, 26(2): 255-262. ] | |
| [40] | 王强, 张廷斌, 易桂花, 等. 横断山区2004—2014年植被NPP时空变化及其驱动因子[J]. 生态学报, 2017, 37(9): 3084-3095. |
| [Wang Qiang, Zhang Tingbin, Yi Guihua, et al. Tempo-spatial variations and driving factors analysis of net primary productivity in the Hengduan Mountain area from 2004 to 2014[J]. Acta Ecologica Sinica, 2017, 37(9): 3084-3095. ] | |
| [41] | 贾路, 于坤霞, 邓铭江, 等. 黑河流域年NPP时空变化及其对气候因子的响应[J]. 应用基础与工程科学学报, 2023, 31(3): 523-540. |
| [Jia Lu, Yu Kunxia, Deng Mingjiang, et al. Spatio-temporal changes of annual NPP in the Heihe River Basin and its response to climate factors[J]. Journal of Basic Science and Engineering, 2023, 31(3): 523-540. ] | |
| [42] | 黄瑾依, 孙倩, 黄永刚, 等. 干旱区典型县植被覆盖度的动态变化和景观格局分析[J/OL]. 环境科学, 1-19 [2024-06-25]. |
| [Huang Jinyi, Sun Qian, Huang Yonggang, et al. Landscape pattern and dynamic change of fractional vegetation cover in a typical country in Arid Region[J/OL]. Environmental Science, 1-19[2024-06-25].] | |
| [43] | He P X, Ma X L, Han Z M, et al. Uncertainties of gross primary productivity of Chinese grasslands based on multi-source estimation[J]. Frontiers in Environmental Science, 2022, 10: 928351. |
| [44] | Xiao J F, Davis K J, Urban N M, et al. Uncertainty in model parameters and regional carbon fluxes: A model-data fusion approach[J]. Agricultural and Forest Meteorology, 2014, 189/190: 175-186. |
| [45] | Liu L Q, Gao X, Cao B H, et al. Comparing different light use efficiency models to estimate the gross primary productivity of a cork oak plantation in northern China[J]. Remote sensing (Basel, Switzerland), 2022, 14(22): 5905. |
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