Monitoring ecosystem service change in the City of Shenzhen by the use of high‐resolution remotely sensed imagery and deep learning

[1]  Zhonglin Xu,et al.  Land‐Use Change and its Effects in Charchan Oasis, Xinjiang, China , 2017 .

[2]  Sedat Keleş,et al.  Evaluating urbanization, fragmentation and land use/land cover change pattern in Istanbul city, Turkey from 1971 TO 2002 , 2008 .

[3]  B. Fu,et al.  Effects of urban planning in guiding urban growth: Evidence from Shenzhen, China , 2018, Cities.

[4]  Land Use Effects on Mangrove Nutrient Status in Phang Nga Bay, Thailand , 2016 .

[5]  Zhifeng Jin,et al.  The role of human activity in decreasing ecologically sound land use in China , 2018 .

[6]  Yanxu Liu,et al.  Regional ecosystem health response to rural land use change: A case study in Lijiang City, China , 2017 .

[7]  M. C. Kiran,et al.  Quantifying and mapping biodiversity and ecosystem services : Utility of a multi-season NDVI based Mahalanobis distance surrogate , 2009 .

[8]  F. Müller,et al.  Mapping ecosystem service supply, demand and budgets , 2012 .

[9]  Konrad Schindler,et al.  An Overview and Comparison of Smooth Labeling Methods for Land-Cover Classification , 2012, IEEE Transactions on Geoscience and Remote Sensing.

[10]  Yanxu Liu,et al.  Linking ecosystem services and landscape patterns to assess urban ecosystem health: A case study in Shenzhen City, China , 2015 .

[11]  Liangpei Zhang,et al.  A scene change detection framework for multi-temporal very high resolution remote sensing images , 2016, Signal Process..

[12]  Shiliang Su,et al.  Characterizing landscape pattern and ecosystem service value changes for urbanization impacts at an eco-regional scale , 2012 .

[13]  M. Fu,et al.  VARIATIONS IN ECOSYSTEM SERVICE VALUES AND LOCAL ECONOMY IN RESPONSE TO LAND USE: A CASE STUDY OF WU'AN, CHINA , 2013 .

[14]  Geoffrey E. Hinton,et al.  Deep Learning , 2015, Nature.

[15]  L. Stringer,et al.  Learning from Non‐Linear Ecosystem Dynamics Is Vital for Achieving Land Degradation Neutrality , 2017 .

[16]  Ü. Halik,et al.  Variation of the floodplain forest ecosystem service value in the lower reaches of Tarim River, China , 2018 .

[17]  B. Burkhard,et al.  Ecosystem services–A tool for sustainable management of human–environment systems. Case study Finnish Forest Lapland , 2010 .

[18]  J. Jiao,et al.  Multivariate statistical evaluation of trace elements in groundwater in a coastal area in Shenzhen, China. , 2007, Environmental pollution.

[19]  Jiansheng Wu,et al.  Ecosystem services response to urbanization in metropolitan areas: Thresholds identification. , 2017, The Science of the total environment.

[20]  Bin Chen,et al.  Nearest-neighbor diffusion-based pan-sharpening algorithm for spectral images , 2014, Optical Engineering.

[21]  Jon Atli Benediktsson,et al.  Generalized Differential Morphological Profiles for Remote Sensing Image Classification , 2016, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[22]  Nengcheng Chen,et al.  Spatio-temporal quantification of the trade-offs and synergies among ecosystem services based on grid-cells: A case study of Guanzhong Basin, NW China , 2018, Ecological Indicators.

[23]  Matti Pietikäinen,et al.  Multiresolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[24]  Xianjin Huang,et al.  Land degradation monitoring using terrestrial ecosystem carbon sinks/sources and their response to climate change in China , 2018, Land Degradation & Development.

[25]  Li Tianhong,et al.  Variations in ecosystem service value in response to land use changes in Shenzhen , 2010 .

[26]  Jiansheng Wu,et al.  Coupling ecosystem services supply and human ecological demand to identify landscape ecological security pattern: A case study in Beijing–Tianjin–Hebei region, China , 2017, Urban Ecosystems.

[27]  Christopher Conrad,et al.  Quantifying and mapping ecosystem services supplies and demands: a review of remote sensing applications. , 2012, Environmental science & technology.

[28]  Yang Bai,et al.  Developing China’s Ecological Redline Policy using ecosystem services assessments for land use planning , 2018, Nature Communications.

[29]  Qingyun Du,et al.  Urban Land Expansion and Sustainable Land Use Policy in Shenzhen: A Case Study of China’s Rapid Urbanization , 2015 .

[30]  Shawn D. Newsam,et al.  Bag-of-visual-words and spatial extensions for land-use classification , 2010, GIS '10.

[31]  Rongjun Qin,et al.  Multi-level monitoring of subtle urban changes for the megacities of China using high-resolution multi-view satellite imagery , 2017 .

[32]  Human Dimensions of Land Use Change in the Context of Rapid Urbanization in Shenzhen , 2008 .

[33]  Yanxu Liu,et al.  Spatial-temporal dynamics and associated driving forces of urban ecological land: A case study in Shenzhen City, China , 2017 .

[34]  Gui-Song Xia,et al.  AID: A Benchmark Data Set for Performance Evaluation of Aerial Scene Classification , 2016, IEEE Transactions on Geoscience and Remote Sensing.

[35]  S. Carpenter,et al.  Global Consequences of Land Use , 2005, Science.

[36]  B. Grizzetti,et al.  Mapping ecosystem services for policy support and decision making in the European Union , 2012 .

[37]  David G. Lowe,et al.  Distinctive Image Features from Scale-Invariant Keypoints , 2004, International Journal of Computer Vision.

[38]  F. Müller.  Indicating ecosystem and landscape organisation , 2005 .

[39]  Andrew Zisserman,et al.  Very Deep Convolutional Networks for Large-Scale Image Recognition , 2014, ICLR.

[40]  Likang Tian.  Land use dynamics driven by rural industrialization and land finance in the peri-urban areas of China: “The examples of Jiangyin and Shunde” , 2015 .

[41]  Bo Huang,et al.  Urban land-use mapping using a deep convolutional neural network with high spatial resolution multispectral remote sensing imagery , 2018, Remote Sensing of Environment.

[42]  Michael J. Swain,et al.  Color indexing , 1991, International Journal of Computer Vision.

[43]  D. Niu,et al.  Comprehensive Evaluation of Coordination Development for Regional Power Grid and Renewable Energy Power Supply Based on Improved Matter Element Extension and TOPSIS Method for Sustainability , 2016 .

[44]  Susana Bautista,et al.  Comparative Assessment of Goods and Services Provided by Grazing Regulation and Reforestation in Degraded Mediterranean Rangelands , 2017 .

[45]  Debra P. C. Peters,et al.  The changing landscape : ecosystem responses to urbanization and pollution across climatic and societal gradients , 2008 .

[46]  Guicai Li,et al.  Industrial Clustering and Technological Innovation in China: New Evidence from the ICT Industry in Shenzhen , 2010 .

[47]  Bai Wan,et al.  Analysis on land use dynamics of Shenzhen , 2000 .

[48]  Zhu Yu,et al.  Land use change and land degradation in China from 1991 to 2001 , 2007 .