References
- 1.Arino O, Gross D, Ranera F, Leroy M, Bicheron P, Brockman C, Defourny P, Vancutsem C, Achard F, Durieux L, Bourg L, Latham J, Di Gregorio A, Witt R, Herold M, Sambale J, Plummer S, Weber J. GlobCover: ESA service for global land cover from MERIS. Proceedings of IEEE International Geoscience and Remote Sensing Symposium. 2007.
- 2.Barnthouse L W. The role of models in ecological risk assessment. Environmental Toxicology and Chemistry, 1992, 11(12): 1751-1760.
- 3.Buermann W, Forkel M, O’Sullivan M, Sitch S, Friedlingstein P, Haverd V, Jain A, Kato E, Kautz M, Lienert S, Lombardozzi D, Nabel J, Tian H, Wiltshire A, Zhu D, Smith S, Richardson A. Widespread seasonal compensation effects of spring warming on northern plant productivity. Nature, 2018, 562:110-114.
- 4.Borak J S, Lambin E F, Strahler A H. The use of temporal metrics for land cover change detection at coarse spatial scales. International Journal of Remote Sensing, 2000, 21: 1415-1432
- 5.Bonachela J A, Pringle R M, Sheffer E, Coverdale T, Guyton J, Caylor K, Levin S, Tarnita C. Termite mounds can increase the robustness of dryland ecosystems to climatic change. Science, 2015, 347(6222): 651-655.
- 6.Carpenter S R., DeFries R, Dietz T, Mooney H, Polasky S, Reid W, Scholes R. Millennium Ecosystem Assessment: Research Needs. Science, 2006, 314(5797), 257–258.
- 7.Chen J, Chen J, Liao A P, Cao X, Chen L J, Chen X H, He C Y, Han G, Peng S, Lu M, Zhang W W, Mills J. Global land cover mapping at 30 m resolution: A POK-based operational approach. ISPRS Journal of Photogrammetry and Remote Sensing, 2015, 103: 7-27.
- 8.Chen J M, Ju W M, Ciais P, Viovy N, Liu R G, Liu Y, Lu X H. Vegetation structural change since 1981 significantly enhanced the terrestrial carbon sink. Nature Communications, 2019, 10: 4259.
- 9.Constable A J, Costa D P, Schofield O, Newman L, Urban E, Fulton E, Melbourne-Thomas J, Ballerini T, Boyd P, Brandt A, de la Mare W, Edwards M, Eléaume M, Emmerson L, Fennel K, Fielding S, Griffiths H, Gutt J, Hindell M, Hofmann E, Jennings S, La H S, McCurdy A, Mitchell B G, Moltmann T, Muelbert M, Murphy E, Press A, Raymond B, Reid K, Reiss C, Rice J, Salter I, Smith D, Song S, Southwell C, Swadling K, Van de Putte A, Willis Z. Developing priority variables (“ecosystem Essential Ocean Variables” — eEOVs) for observing dynamics and change in Southern Ocean ecosystems. Journal of Marine Systems, 2016, 161: 26-41.
- 10.Donchyts G, Baart F, Winsemius H, Gorelick N, Kwadijk J C, De Giesen N V. Earth's surface water change over the past 30 years. Nature Climate Change, 2016, 6: 810-813.
- 11.Drusch M, Moreno J, Del Bello U, Franco R, Goulas Y, Huth A, Kraft S, Middleton E, Miglietta F, Mohammed G, Nedbal L, Rascher U, Schuttemeyer D, Verhoef W. The FLuorescence EXplorer mission concept — ESA’s Earth Explorer 8. IEEE Transactions on Geoscience and Remote Sensing, 2017, 55: 1273-1284.
- 12.Du S, Liu L, Liu X, Zhang X, Zhang X, Bi Y, Zhang L. Retrieval of global terrestrial solar-induced chlorophyll fluorescence from TanSat satellite. Science Bulletin, 2018, 63(22): 1502-1512.
- 13.Duriancik L F, Bucks D, Dobrowolski J P, Drewes T, Eckles S, Jolley L, Kellogg R, Lund D, Makuch J, Oneill M, Rewa C, Walbridge M, Parry R, Weltz M. The first five years of the Conservation Effects Assessment Project. Journal of Soil and Water Conservation, 2008, 63(6):185-197.
- 14.Fang H L, Jiang C Y, Li W J, Wei S S, Baret F, Chen J M, Garciaharo J, Liang S L, Liu R G, Myneni R B, Pinty B, Xiao Z Q, Zhu Z C. Characterization and intercomparison of global moderate resolution leaf area index (LAI) products: Analysis of climatologies and theoretical uncertainties. Journal of Geophysical Research Biogeoscience, 2013, 118(2): 529-548.
- 15.Fasona M, Tadross M, Abiodun B, Omojola A. Some implications of terrestrial ecosystems response to climate change for adaptation in Nigeria's wooded savannah. Environmental Development, 2013, 5(1):73–95
- 16.Feng X M, Fu B J, Piao S L, Wang S, Ciais P, Zeng Z Z, Lu Y H, Zeng Y, Li Y, Jiang X H, Wu B F. Revegetation in China’s Loess Plateau is approaching sustainable water resource limits. Nature: Communications, 2016, 6: 1019–1022.
- 17.Frampton W, Dash J, Watmough G, Milton E. Evaluating the capabilities of Sentinel-2 for quantitative estimation of biophysical variables in vegetation. ISPRS Journal of Photogrammetry and Remote Sensing, 2013, 82: 83-92.
- 18.Fu B J, Liu S L, Ma K M. The contents and methods of integrated ecosystem assessment. Acta Ecologica Sinica, 2001, 2111): 1885- 1892
- 19.Fu B J, Zhou G Y, Bai Y F, Song C C, Liu J Y, Zhang H Y, Lv Y H, Zheng H, Xie G D. The main terrestrial ecosystem services and ecological security in China. Advances in Earth Science, 2009, 25(06): 571-576
- 20.Fu B J, Zhang L W. Land-use change and ecosystem services: concepts, methods and progress. Progress in Geography, 2014, 3304): 441-446
- 21.Gara T W, Darvishzadeh R, Skidmore A K, Wang T, Heurich M. Accurate modelling of canopy traits from seasonal Sentinel-2 imagery based on the vertical distribution of leaf traits. ISPRS Journal of Photogrammetry and Remote Sensing, 2019, 157: 108-123.
- 22.GCOS. Systematic observation requirements for satellite based products for climate (2011 update). GCOS-154, GCOS, 2011
- 23.Gong P, Liu H, Zhang M N, Li C C, Wang J, Huang H B, Clinton N, Ji L Y, Li W Y, Bai Y Q, Chen B, Xu B, Zhu Z L, Yuan C, Suen H P, Guo J, Xu N, Li W J, Zhao Y Y, Yang J, Yu C Q, Wang X, Fu H H, Yu L, Dronova I, Hui F M, Cheng X, Shi X L, Xiao F J, Liu Q F, Song L C. Stable classification with limited sample: transferring a 30-m resolution sample set collected in 2015 to mapping 10-m resolution global land cover in 2017. Science Bulletin, 2019, 64(6): 370-373.
- 24.Gorelick N, Hancher M, Dixon M, Ilyushchenko S, Thau D, Moore R. Google earth engine: planetary-scale geospatial analysis for everyone. Remote Sensing of Environment, 2017, 202: 18-27.
- 25.Hansen M C, Defries R S, Townshend J R G, Sohlberg R. Global land cover classification at 1 km spatial resolution using a classification tree approach. International Journal of Remote Sensing, 2000, 21 (6-7): 1331-1364.
- 26.Huang W, Xiao L, Wei Z, Liu H, Tang S. A New Pan-Sharpening Method with Deep Neural Networks. IEEE Geoscience and Remote Sensing Letters. 2015, 12(5), 1037-1041.
- 27.Imaoka K, Kachi M, Fujii H, Murakami H, Hori M, Ono A, Igarashi T, Nakagawa K, Oki T, Honda Y, Shimoda H. Global Change Observation Mission (GCOM) for Monitoring Carbon, Water Cycles, and Climate Change. Proceedings of IEEE, 2010, 98(5): 717-734.
- 28.Ju H B. Monitoring and Assessment Techniques for State Key Forestry Ecological Projects. Journal of Northwest Forestry University. 2003, 18(1): 56-58
- 29.Lavalle C, Mccormick N, Kasanko M, Demicheli L, Barredo J, TurChini M. Monitoring, planning and forecasting dynamics in European Areas: The territorial approach as key to implement European policies. CORP, 2002: 367-373.
- 30.Lawford R. 2014. The GEOSS Water Strategy: From Observations to Decisions. Geneva: Group on Earth Observations.
- 31.Li Y, Zhao M S, Motesharrei S, Mu Q, Kalnay E, Li S. Local cooling and warming effects of forests based on satellite observations. Nature: Communications, 2015, 6: 6630.
- 32.Li Z Y, Liu Q W, Pang Y. Review on forest parameters inversion using LiDAR. Journal of Remote Sensing, 2016 205): 1138-1150
- 33.Liang S L, Zhang X T, Xiao Z Q, Cheng J, Liu Q, Zhao X. Global LAnd Surface Satellite (GLASS) Products: Algorithms, Validation and Analysis. 2014, High Education Press, Beijing.
- 34.Liu J B, Ma Y, Wu Y T, Chen F. Review of methods and applications of high spatiotemporal fusion of remote sensing data. Journal of Remote Sensing, 2016, 20(5): 1038-1049
- 35.Liu J Y, Yue T X, Ju H B, Wang Q, Li X B. Integrated Ecosystem Assessment of Western China. 2006, China Meteorological Press: Beijing
- 36.Moore B, Crowell S, Rayner P, Kumer J, Odell C W, Obrien D M, Utembe S R, Polonsky I, Schimel D, Lemen J R . The Potential of the Geostationary Carbon Cycle Observatory (GeoCarb) to Provide Multi-scale Constraints on the Carbon Cycle in the Americas. Frontiers in Environmental Science, 2018(6), 109(13).
- 37.Müller D, Chemyakin E, Kolgotin A, Ferrare R A, Hostetler C A, Romanov A. Automated, unsupervised inversion of multiwavelength lidar data with TiARA: assessment of retrieval performance of microphysical parameters using simulated data. Applied Optics. 2019, 58(18), 4981-5008.
- 38.Odum E P. Fundamentals of Ecology. 1971, Philadelphia: Saunders.
- 39.Pereira H M, Ferrier S, Walters M, Geller G N, Jongman R H G, Scholes R J, Bruford M W, Brummitt N, Butchart S H M, Cardoso A C, Coops N C, Dulloo E, Faith D P, Freyhof J, Gregory R D, Heip C H R, Hoft R, Hurtt G C, Jetz W, Karp D S, Mcgeoch M A, Obura D, Onoda Y, Pettorelli N, Reyers B, Sayre R, Scharlemann J P W, Stuart S N, Turak E, Walpole M, Wegmann M. Essential biodiversity variables. Science, 2013, 339(6117): 277-278.
- 40.Quegan S, Le Toan T, Chavec J, Dall J, Exbrayat J, Minh D, Lomas M, Dalessandro M M, Paillou P, Papathanassiou K, Rocca F, Saatchi S, Scipal K, Shugart H, Smallman T L, Soja M J, Tebaldini S, Ulander L, Villard L, Williams M. The European Space Agency BIOMASS mission: Measuring forest above-ground biomass from space. Remote Sensing of Environment, 2019, 227: 44-60.
- 41.Ouyang Z Y, Wang Q, Zheng H, Zhang F, Hou P. National Ecosystem Survey and Assessment of China (2000-2010). Bulletin of Chinese Academy of Sciences, 2014, 29(04): 462-466
- 42.Ouyang Z Y, Zhang L, Wu B F, Li X S, Xu W H, Xiao Y, Zheng H. An ecosystem classification system based on remote sensor information in China. Acta Ecologica Sinica. 2015, 35(2): 219-226
- 43.Ouyang Z Y, Zheng H, Xiao Y, Polasky S, Liu J G, Xu W H, Wang Q, Zhang L, Xiao Y, Rao E M, Jiang L, Lu F, Wang X K, Yang G B, Gong S H, Wu B F, Zeng Y, Yang W, Daily G C. Improvements in ecosystem services from investments in natural capital. Science. 2016, 392(6292), 1455-1459.
- 44.Pringle R M, Doak D F, Brody A K, Jocque R, Palmer T M. Spatial Pattern Enhances Ecosystem Functioning in an African Savanna. PLOS Biology, 2010, 8(5): e1000377.
- 45.Rapport D J, Costanza R, McMichael A J. Assessing ecosystem health. Trends in Ecology & Evolution. 1998, 13(10): 397-402.
- 46.Ratnam J, Tomlinson K W, Rasquinha D N, Sankaran M. Savannahs of Asia: antiquity, biogeography, and an uncertain future. Philosophical Transactions of the Royal Society B: Biological Sciences, 2016, 371(1703): 20150305.
- 47.Russakovsky O, Deng J, Su H, Krause J, Satheesh S, Ma S, Huang Z H, Karpathy A, Khosla A, Bernstein M S, Berg A C, Li F F. ImageNet Large Scale Visual Recognition Challenge. International Journal of Computer Vision. 2015, 115(3): 211-252.
- 48.Salomonson V, Barnes W, Masuoka E. Introduction to MODIS and an Overview of Associated Activities.in "Earth Science Satellite Remote Sensing". 2006, Springer: 12-32.
- 49.Schulz K, Hänsch R, Sörgel U. Machine learning methods for remote sensing applications: an overview. Proc. SPIE 10790, Earth Resources and Environmental Remote Sensing/GIS Applications IX, 2018.
- 50.Stavros E N, Schimel D, Pavlick R, Serbin S P, Swann A L S, Duncanson L, Fisher J B, Fassnacht F E, Ustin S L, Dubayah R, Schweiger A K, Wennberg P O. ISS observations offer insights into plant function. Nature Ecology & Evolution, 2017, 1(7): 0194.
- 51.Tang H, Armston J, Hancock S, Marselis S M, Goetz S J, Dubayah R. Characterizing global forest canopy cover distribution using spaceborne lidar. Remote Sensing of Environment, 2019, 231: 111262.
- 52.Tansley A.G. The Use and Abuse of Vegetational Concepts and Terms. Ecology, 1935, 16(3): 284-307.
- 53.Tarnita C E, Bonachela J A, Sheffer E, Guyton J A, Coverdale T C, Long R A, Pringle R M. A theoretical foundation for multi-scale regular vegetation patterns. Nature, 2017, 541: 398-401.
- 54.Verger A, Baret F, Weiss M. Near Real-Time Vegetation Monitoring At Global Scale. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2014, 7(8): 3473-3481.
- 55.Wang J, Xiao X M, Qin Y W, Dong J W, Geissler G L, Zhang G L, Cejda N I, Alikhani B, Doughty R B. Mapping the dynamics of eastern redcedar encroachment into grasslands during 1984-2010 through PALSAR and time series Landsat images, Remote Sensing of Environment, 2017, 190: 233-246
- 56.Wang J, Xiao X M, Qin Y W, Doughty R B, Dong J W, Zou Z H. Characterizing the encroachment of juniper forests into sub-humid and semi-arid prairies from 1984 to 2010 using PALSAR and Landsat data. Remote Sensing of Environment, 2018a, 205: 166-179.
- 57.Wang J, Xiao X M, Zhang Y, Qin Y W, Doughty R B, Wu X C, Bajgain R, Du L. Enhanced gross primary production and evapotranspiration in juniper-encroached grasslands. Global Change Biology. 2018b, 24: 5655–5667.
- 58.Wang Q, Liu S H. Research and implementation of national environmental remote sensing monitoring system. Journal of Remote Sensing, 2016, 205): 1161-1169
- 59.Wang Y B, Ma J, Xiao X M, Wang X X, Dai S Q, Zhao B. Long-Term Dynamic of Poyang Lake Surface Water: A Mapping Work Based on the Google Earth Engine Cloud Platform. Remote Sensing. 2019, 11(3): 313.
- 60.Weiss M, Baret F, Garrigues S, Lacaze R. LAI and Fapar Cyclopes Global Products derived from vegetation (Part 2): Validation and comparison with MODIS Collection 4 Products. Remote Sensing of Environment, 2007, 110(3): 317-331.
- 61.Wu B F. China’s Land Cover. 2017, Science Press: Beijing .
- 62.Wu B F. Special Issue on Ecological Environment Monitoring and Assessment in the Three Gorges Reservoir Area. Resources and Environment in the Yangtze Basin, 2011, 20(3)
- 63.Wu B F, Qian J K, Zeng Y. Land Cover Atlas of the People's Republic of China (1:1,000,000). 2017, SinoMaps Press: Beijing
- 64.Wu B F, Chen Y B, Zang X P, Yin K, Liu Y X. Preliminary analysis on the driving force mechanisms of ecological environmental changes in Three Gorges Project construction term. Resources and Environment in the Yangtze Basin, 2011, 20(3): 262-268
- 65.Wu B F, Sun W D, Huang Q, Guan H Y, Yang W N. Eco-Environment dynamic monitoring with remote sensing in typical region of Western China. Journal of Soil and Water Conservation, 2004, 18(5), 46-50
- 66.Wu B F, Yan N N. Remote sensing monitoring and Post Environmental Impact Assessment of Hai Basin ecological management project, 2019b, Science Press: Beijing
- 67.Wu B F, Yan N N, Xiong J, Bastiaanssen W G, Zhu W W, Stein A. Validation of ETWatch using field measurements at diverse landscapes: A case study in Hai Basin of China. Journal of Hydrology, 2012, 436-437: 67-80.
- 68.Wu B F, Zeng H W, Yan N N, Zhang M. Approach for Estimating Available Consumable Water for Human Activities in a River Basin. Water Resources Management, 2018, 32(7): 2353–2368.
- 69.Wu B F, Zeng Y, Zhao D. Ecological variables monitoring and its change patterns in China. 2019a,Science Press: Beijing
- 70.Wu B F, Zhang M, Zeng H W, Zhang X, Yan N N and Meng J H. Agricultural monitoring and early warning in the era of big data. Journal of Remote Sensing, 2016, 20(5): 1027-1037
- 71.Wu H T, Zhang L, Zhang X. Cloud Data and Computing Services Allow Regional Environmental Assessment: A Case Study of Macquarie-Castlereagh, Australia. Chinese Geographical Science, 2019, 29(3): 394-404
- 72.Wulder M A, Coops N C, Roy D P, White J C, Hermosilla T. Land cover 2.0. International Journal of Remote Sensing, 2018, 39(12): 4254-4284.
- 73.Yan N N, Wu B F, Perry C. Assessing potential water savings in agriculture on the Hai Basin plain, China. Agricultural Water Management. 2015, 154:11-19.
- 74.Zeng H W, Wu B F, Zhu W W, Zhang N. A trade-off method between environment restoration and human water consumption: A case study in Ebinur Lake. Journal of Cleaner Production, 2019, 217: 732-741.
- 75.Zhang D H. Application of remote sensing image on forestry in China. Missiles and Spacecraft. 1990, 8: 7-9
- 76.Zhang Y H, Foody G M, Ling F, Li X D, Ge Y, Du Y, Atkinson P M. Spatial-temporal fraction map fusion with multi-scale remotely sensed images. Remote Sensing of Environment, 2018, 213: 162-181.
- 77.Zhang Z Q, Xu Z M, Cheng G D. Valuation of ecosystem services and natural capital. Acta Ecologica Sinica, 2001, 2111): 1918-1926
- 78.Zhu J J, Zheng X, Yan Q L. Assessment of Impacts of the Three-North Protective Forest Program on Ecological Environments by Remote Sensing Technology - Launched after 30 years (1978-2008). 2016, Science Press: Beijing
- 79.Zhu Z C, Piao S L, Myneni R, Huang M T, Zeng Z Z, Canadell J G, Ciais P, Sitch S, Friedlingstein P, Arneth A, Cao C X, Cheng L, Kato E, Koven C D, Li Y, Lian X, Liu Y W, Liu R G, Mao J F, Pan Y Z, Peng S S, Penuelas J, Poulter B, Pugh T A M, Stocker B D, Viovy N, Wang X H, Wang Y P, Xiao Z Q, Yang H, Zaehle S, Zeng N. Greening of the Earth and its drivers. Nature Climate Change, 2016, 6: 791-795


