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| 1 | Big Earth Data science:an information framework for a sustainable planet显示文摘The digital transformation of our society coupled with the increasing exploitation of natural resources makes sustainability challenges more complex and dynamic than ever before.These changes will unlikely stop or even decelerate in the near future.There is an urgent need for a new scientific approach and an advanced form of evidence-based decisionmaking towards the benefit of society,the economy,and the environment.To understand the impacts and interrelationships between humans as a society and natural Earth system processes,we propose a new engineering discipline,Big Earth Data science.This science is called to provide the methodologies and tools to generate knowledge from diverse,numerous,and complex data sources necessary to ensure a sustainable human society essential for the preservation of planet Earth.Big Earth Data science aims at utilizing data from Earth observation and social sensing and develop theories for understanding the mechanisms of how such a social-physical system operates and evolves.The manuscript introduces the universe of discourse characterizing this new science,its foundational paradigms and methodologies,and a possible technological framework to be implemented by applying an ecosystem approach.CASEarth and GEOSS are presented as examples of international implementation attempts.Conclusions discuss important challenges and collaboration opportunities. | Huadong Guo Stefano Nativi Dong Liang Max Craglia Lizhe Wang Sven Schade Christina Corban Guojin He Martino Pesaresi Jianhui Li Zeeshan Shirazi Jie Liu Alessandro Annoni | 2020 | International Journal of Digital Earth2020，13，7： | 12 |
| 2 | Urban sprawl in provincial capital cities in China: evidence from multi-temporal urban land products using Landsat data显示文摘The onset of global urbanization has led to a population shift from rural to urban areas and the expansion of urban development [1-3]. Urban land areas are growing at faster rates than their populations in most parts of the world [4]. The urban sprawl process refers to dispersed land development characterized by low-density, unplanned, and uneven patter ns of growth duri ng urban expansion. This process can result in inefficient use of land resources contradictory to the principle of sustainable development [5]. Additionally, urban sprawl has various environmental, economic, and social consequences, including the following: loss of agricultural land, higher costs for transportation infrastructure, increased landscape fragmentation, degeneration of soil ecological functions, and reduced ecosystem resilience. It is crucial to understand the trends and patterns of urban sprawl to implement a framework for sustainable urban development in developing regions. | Linlin Lu Huadong Guo Christina Corbane Qingting Li | 2019 | Science Bulletin2019，64，14： | 8 |
| 3 | Big earth data analytics on Sentinel-1 and Landsat imagery in support to global human settlements mapping显示文摘Continuous global-scale mapping of human settlements in the service of international agreements calls for massive volume of multi-source,multi-temporal,and multi-scale earth observation data.In this paper,the latest developments in terms of processing big earth observation data for the purpose of improving the Global Human Settlement Layer(GHSL)data are presented.Two experiments with Sentinel-1 and Landsat data collections were run leveraging on the Joint Research Centre Earth Observation Data and Processing Platform.A comparative analysis of the results of built-up areas extraction from different remote sensing data and processing workflows shows how the information production supported by data-intensive computing infrastructure for optimization and multiple testing can improve the output information reliability and consistency within the GHSL scope.The paper presents the processing workflows and the results of the two main experiments,giving insights into the enhanced mapping capabilities gained by analyzing Sentinel-1 and Landsat data-sets,and the lessons learnt in terms of handling and processing big earth observation data. | Christina Corbane Martino Pesaresi Panagiotis Politis Vasileios Syrris Aneta JFlorczyk Pierre Soille Luca Maffenini Armin Burger Veselin Vasilev Dario Rodriguez Filip Sabo Lewis Dijkstra Thomas Kemper | 2017 | Big Earth Data2017，1，1： | 3 |
| 4 | Automated global delineation of human settlements from 40 years of Landsat satellite data archives显示文摘This paper presents the analysis of Earth Observation data records collected between 1975 and 2014 for assessing the extent and temporal evolution of the built-up surface in the frame of the Global Human Settlement Layer project.The scale of the information produced by the study enables the assessment of the whole continuum of human settlements from rural hamlets to megacities.The study applies enhanced processing methods as compared to the first production of the GHSL baseline data.The major improvements include the use of a more refined learning set on built-up areas derived from Sentinel-1 data which allowed testing the added-value of incremental learning in big data analytics.Herein,the new features of the GHSL built-up grids and the methods are described and compared with the previous ones using a reference set of building footprints for 277 areas of interest.The results show a gradual improvement in the accuracy measures with a gain of 3.6% in the balanced accuracy,between the first production of the GHSL baseline and the latest GHSL multitemporal built-up grids.A validation of the multitemporal component is also conducted at the global scale establishing the reliability of the built-up layer across time. | Christina Corbane Martino Pesaresi Thomas Kemper Panagiotis Politis Aneta J.Florczyk Vasileios Syrris Michele Melchiorri Filip Sabo Pierre Soille | 2019 | Big Earth Data2019，3，2： | 3 |
| 5 | Enhanced data and methods for improving open and free global population grids:putting‘leaving noonebehind’into practice显示文摘Data on global population distribution are a strategic resource currently in high demand in an age of new Development Agendas that call for universal inclusiveness of people.However,quality,detail,and age of census data varies significantly by country and suffers from shortcomings that propagate to derived population grids and their applications.In this work,the improved capabilities of recent remote sensing-derived global settlement data to detect and mitigate major discrepancies with census data is explored.Open layers mapping builtup presence were used to revise census units deemed as‘unpopulated’and to harmonize population distribution along coastlines.Automated procedures to detect and mitigate these anomalies,while minimizing changes to census geometry,preserving the regional distribution of population,and the overall counts were developed,tested,and applied.The two procedures employed for the detection of deficiencies in global census data obtained high rates of true positives,after verification and validation.Results also show that the targeted anomalies were significantly mitigated and are encouraging for further uses of free and open geospatial data derived from remote sensing in complementing and improving conventional sources of fundamental population statistics. | Sergio Freire Marcello Schiavina Aneta J.Florczyk Kytt MacManus Martino Pesaresi Christina Corbane Olena Borkovska Jane Mills Linda Pistolesi John Squires Richard Sliuzas | 2020 | International Journal of Digital Earth2020，13，1： | 3 |
| 6 | Myocardial Bridging: Contemporary Understanding of Pathophysiology with Implications for Diagnostic and Therapeutic Strategies显示文摘 | Michel T. Corban Olivia Y. Hung Parham Eshtehardi Emad Rasoul-Arzrumly Michael McDaniel Girum Mekonnen Lucas H. Timmins Jerre Lutz Robert A. Guyton Habib Samady | 2014 | Journal of the American College of Cardiology2014，，： | 2 |
| 7 | Using SPOT-5 HRG data in panchromatic mode for operational detection of small ships in tropical area显示文摘 | Corbane C Marre F Petit M | 2008 | Sensors(S1424-8220)2008，8，： | 1 |
| 8 | Association of Coronary Wall Shear Stress With Atherosclerotic Plaque Burden, Composition, and Distribution in Patients With Coronary Artery Disease显示文摘 | Parham Eshtehardi Michael C. McDaniel Jin Suo Saurabh S. Dhawan Lucas H. Timmins José Nilo G. Binongo Lucas J. Golub Michel T. Corban Aloke V. Finn John N. Oshinski Arshed A. Quyyumi Don P. Giddens Habib Samady | 2012 | Journal of the American Heart Association2012，，4： | 1 |
| 9 | Effects of mild hypoxia on perceptual-motor performance: a signal-detection approach显示文摘 | McCarthy Corban Legg | 1995 | Ergonomics1995，38，10： | 1 |
| 10 | Novel approach to the formal- ation of an Epstein-Barr virus antigen-based nasopharyngea] carci- noma vaccine显示文摘 | Lutzky VP Corban M Heslop L | 2010 | J Virol2010，，84： | 1 |
| 11 | A complete processing chain for ship detection using optical satellite imagery显示文摘 | Corbane C Najman L Pecoul E | 2010 | International Journal of Remote Sensing2010，31，22： | 1 |
| 12 | Using SPOT - 5 HRG data in panchromatic mode for operational detection of small ships in tropical area显示文摘 | Corbane C Marre F Petit M | 2008 | Sensors2008，8，： | 1 |
| 13 | 显示文摘 | Calise A J Sharma M Corban J E | 2000 | AIAA Journal of Guidance Control and Dynamics2000，23，5： | 1 |
| 14 | Using SPOT-5 HRG data in panchromatic mode for operational detection of small ships in tropical area显示文摘 | Corbane C Marre F Petit M | 2008 | Sensors2008，，8： | 1 |
| 15 | Remote Sensing of Soil Surface Characteristics from a Multiscale Classification Approach 显示文摘 | CORBANE C RACLOT D JACOB F | 2008 | Catena2008，75，3： | 1 |
| 16 | A Complete Processing Chain for Ship Detection Using Optical Satellite Imagery 显示文摘 | Corbane C Najman L Pecoul E | 2010 | International Journal of Re- mote Sensing2010，31，22： | 1 |
| 17 | Adaptive autopilot design for guided munitions显示文摘 | Calise A J Sharma M Corban J E | 2000 | Journal of Guidance Control and Dynamics2000，23，5： | 1 |
| 18 | TCT-22 com- bination of high wall shear stress, plaque burden, and plaque phenotype has incremental value for prediction of in- creased plaque vulnerability in patients with coronary artery disease显示文摘 | Corban M Eshtehardi P Mcdaniel M | 2012 | J Am Coil Cardiol2012，60，17： | 1 |
| 19 | Optimal control of two-time scale systems with state-variable inequality constraints显示文摘 | Calise A J Corban J E | 1992 | Journal of Guidance Control and Dynamics1992，15，2： | 1 |
| 20 | Rapid urban mapping using SAR/optical imagery synergy显示文摘 | Christina Corbane Jean-fran ois Faure Nicolas Baghdadi | 2008 | Sensors2008，8，11： | 1 |
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