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The insight of why:Causal inference in Earth system science 被引量:1
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作者 Jianbin SU Duxin CHEN +2 位作者 Donghai ZHENG Yang SU Xin LI 《Science China Earth Sciences》 SCIE EI CAS CSCD 2023年第10期2169-2186,共18页
The utilization of big Earth data has provided insights into the planet we inhabit in unprecedented dimensions and scales.Unraveling the concealed causal connections within intricate data holds paramount importance fo... The utilization of big Earth data has provided insights into the planet we inhabit in unprecedented dimensions and scales.Unraveling the concealed causal connections within intricate data holds paramount importance for attaining a profound comprehension of the Earth system.Statistical methods founded on correlation have predominated in Earth system science(ESS)for a long time.Nevertheless,correlation does not imply causation,especially when confronted with spurious correlations resulting from big data.Consequently,traditional correlation and regression methods are inadequate for addressing causation related problems in the Earth system.In recent years,propelled by advancements in causal theory and inference methods,particularly the maturity of causal discovery and causal graphical models,causal inference has demonstrated vigorous vitality in various research directions in the Earth system,such as regularities revealing,processes understanding,hypothesis testing,and physical models improving.This paper commences by delving into the origins,connotations,and development of causality,subsequently outlining the principal frameworks of causal inference and the commonly used methods in ESS.Additionally,it reviews the applications of causal inference in the main branches of the Earth system and summarizes the challenges and development directions of causal inference in ESS.In the big Earth data era,as an important method of big data analysis,causal inference,along with physical model and machine learning,can assist the paradigm transformation of ESS from a model-driven paradigm to a paradigm of integration of both mechanism and data.Looking forward,the establishment of a meticulously structured and normalized causal theory can act as a foundational cornerstone for fostering causal cognition in ESS and propel the leap from fragmented research towards a comprehensive understanding of the Earth system. 展开更多
关键词 Causal inference Machine learning Earth system science Causal discovery Artificial Intelligence
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F4ESS-a framework for interdisciplinary data-driven earth system science
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作者 Doris Dransch Daniel Eggert Mike Sips 《International Journal of Digital Earth》 SCIE EI 2023年第1期3973-3986,共14页
Earth system science is an interdisciplinary effort to understand the fundamentals and interactions of environmental processes.Interdisciplinary research is challenging since it demands the integration of scientific s... Earth system science is an interdisciplinary effort to understand the fundamentals and interactions of environmental processes.Interdisciplinary research is challenging since it demands the integration of scientific schemes and practices from different research fields into a collaborative work environment.This paper introduces the framework F4ESS that supports this integration.F4ESS provides methods and technologies that facilitate the development of integrative work environments for Earth system science.F4ESS enables scientists a)to outline structured and summarized descriptions of scientific procedures to facilitate communication and synthesis,b)to combine a large variety of distributed data analysis software into seamless data analysis chains and workflows,c)to visually combine and interactively explore the manifold spatiotemporal data and results to support understanding and knowledge creation.The F4ESS methods and technologies are generic and can be applied in various scientific fields.We discuss F4EsS in the context of the interdisciplinary investigation of flood events. 展开更多
关键词 Earth system science interdisciplinary research scientific workflows INTEGRATION
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Harmonizing models and observations: Data assimilation in Earth system science 被引量:8
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作者 Xin LI Feng LIU Miao FANG 《Science China Earth Sciences》 SCIE EI CAS CSCD 2020年第8期1059-1068,共10页
Models and observations are two fundamental methodological approaches in Earth system science(ESS). They evolve collaboratively and enhance one another. However, neither of these two approaches is perfect, and they ha... Models and observations are two fundamental methodological approaches in Earth system science(ESS). They evolve collaboratively and enhance one another. However, neither of these two approaches is perfect, and they have incompatibilities due to their methodological differences. The emergence of data assimilation(DA) has enabled these two approaches to develop in conjunction and form a harmonic ESS methodology. As a result, DA has shown a fresh vitality and applicability in ESS. This paper reviews the application of DA in the main branches of ESS, traces the coordinated evolution of DA with the methodologies of rationalism and empiricism, analyzes the relationships of DA with estimation theory and cybernetics, summarizes the advances of DA in China, and presents an outlook on the challenges facing the development of a uniform DA for ESS. DA theories and methods will continue to evolve and provide an increasingly mature methodology for enhancing the understanding and prediction of Earth as a system. 展开更多
关键词 Data assimilation Model OBSERVATION Earth system science METHODOLOGY Philosophy of science SYNTHESIS
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Understanding and building upon pioneering work of Nobel Prize in Physics 2021 laureates Syukuro Manabe and Klaus Hasselmann:From greenhouse effect to Earth system science and beyond 被引量:1
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作者 Tianjun ZHOU Wenxia ZHANG +4 位作者 Deliang CHEN Xuebin ZHANG Chao LI Meng ZUO Xiaolong CHEN 《Science China Earth Sciences》 SCIE EI CSCD 2022年第4期589-600,共12页
The Nobel Prize in Physics 2021 was awarded jointly to Syukuro Manabe,Klaus Hasselmann,and Giorgio Parisi for their groundbreaking contributions to our understanding of complex systems.This is the first time that clim... The Nobel Prize in Physics 2021 was awarded jointly to Syukuro Manabe,Klaus Hasselmann,and Giorgio Parisi for their groundbreaking contributions to our understanding of complex systems.This is the first time that climate scientists were awarded the Nobel Physics Prize.Here,we present the evolution of climate science in the past~200 years and highlight the landmarks of the developments in advancing our understanding of climate change,placing the pioneering contributions of Manabe and Hasselmann into a historical perspective.The backbone of modern climate science is further discussed in the context of the development of the discipline from the discovery of the greenhouse effect to the formation of Earth system science.Perspectives on the future development of climate science are also`presented. 展开更多
关键词 Greenhouse gases Climate change General Circulation Model Detection and attribution Climate science Earth system science
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System theory, comparative literature and literature: Analysis on the interdisciplinary of comparative literature
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作者 徐畔 《Sino-US English Teaching》 2009年第1期60-64,共5页
System scientific method of comparative literature and literary methods are important tools for research, and has achieved great results. At the same time, there are also between the two great. However, the introducti... System scientific method of comparative literature and literary methods are important tools for research, and has achieved great results. At the same time, there are also between the two great. However, the introduction of the system of science in the field of literature the time did not find this in-depth, more often, literary vision of the researchers brought in a gesture to the use of the traditional "three" for the general on the system from deep point of view, reflecting the natural sciences and humanities disciplines distinction, when compared with literature has developed to a certain extent, then look at the system theory and literature, as well as cross-discipline of comparative literature. The correlation between the internal, inter-for integration, the development of comparative literature has a certain degree of reflection. 展开更多
关键词 system science comparative literature INTERDISCIPLINARY ultra-literature
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Multisphere Tectonics of the Earth System 被引量:1
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作者 REN Jishun NIU Baogui +5 位作者 XU Qinqin ZHAO Lei LIU Jianhui LI Shan ZHU Junbin LIU Renyan 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2022年第3期727-741,共15页
The fundamental theoretical framework of the Multisphere Tectonics of the Earth System is as follows:(1)It intends to extend the geotectonic studies from the crustal and lithospheric tectonics to the multisphere tecto... The fundamental theoretical framework of the Multisphere Tectonics of the Earth System is as follows:(1)It intends to extend the geotectonic studies from the crustal and lithospheric tectonics to the multisphere tectonics of the Ear th system as a whole.(2)The global dynamics driven by both the Earth system and the cosmic celestial system:solar energy,multispheric interactions of the Earth system and the combined effects of the motions of celestial bodies in the cosmos syste m are the driving forces of various geological processes.(3)The Continent-Ocean transformation theory:the continent and ocean are two opposite yet unified geological units,which can be transformed into each other;neither continent nor ocean wi ll survive forever;there is no one-way development of continental accretion or ocean extinction;the simple theory of one-way continental accretion is regarded as invalid.(4)The continental crust and mantle are characterized by multiple layers,with different layers liable to slide along the interfaces between them,but corroboration is needed that continents move as a who le or even drift freely.(5)The cyclic evolution theory:the development of Earth’s tectonics is not a uniform change,but a spiral forward evolution,characterized by a combination of non-uniform,non-linear,gradual and catastrophic changes;different evolutionary stages(tectonic cycles)of Earth have distinctive global tectonic patterns and characteristics,one tectonic mo del should not be applied to different tectonic cycles or evolutionary stages.(6)The structure and evolution of Earth are asymmetric and heterogeneous,thus one tectonic model cannot be applied to different areas of the world.(7)The polycyclic evolution of the continental crust:the continental crust is formed by polycyclic tectonics and magmatism,rather than simply lateral or vertical accretion.(8)The role of deep faults:the deep fault zones cutting through different layers of the crus t a nd mantle usually play important roles in tectonic evolution.For example,the present-day mid-ocean ridge fault zones,transform fault zones and Benioff zones outline the global tectonic framework.Different tectonic cycles and stages of Earth’s evolutio n must have their own distinctive deep fault systems which control the global tectonic framework and evolutionary processes during different tectonic cycles and stages.Starting from the two mantle superplumes Jason(Pacific)and Tuzo(Africa),the study of the evolutionary process of the composition and structure of the crust and mantle during the great transformation an d reorganization of the Meso-Cenozoic tectonic framework in China and the other regions of Asia is a good demonstration of theory of Multisphere Tectonics of the Earth System. 展开更多
关键词 deep fault global dynamics cyclic evolution theory Multisphere Tectonics Continent-Ocean transformation theory Earth system science
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Research on Cooperation Mechanism of China's Financial Regulation and Supervision System
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作者 赵卫花 汤兵勇 姬广凯 《Journal of Donghua University(English Edition)》 EI CAS 2012年第3期280-282,共3页
Financial regulation and supervision is an important subject in finance research. After the U. S. subprime mortgage crisis,the weakness in this field becomes the research focus. Every country attaches importance to st... Financial regulation and supervision is an important subject in finance research. After the U. S. subprime mortgage crisis,the weakness in this field becomes the research focus. Every country attaches importance to strengthen the financial supervision and management. But the financial regulatory system is a large system,and the process of model building and index selection is very complicated. A model for China's financial regulation and supervision system was proposed and a system evaluation method was improved. A more exact result was drawn by choosing 2003- 2009 index data. 展开更多
关键词 system science SYNERGETICS financial regulation and supervision system evaluation
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An Innovative Land Approach for Spatially Determining SDGs-Sustainably Governing German Spree Forest and Lusatia Region
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作者 Sandra Reinstädtler 《Journal of Civil Engineering and Architecture》 2021年第11期577-585,共9页
In times of highest necessities for United Nations Sustainable Development Goals(SDGs)and acknowledging planetary boundaries,the need for understanding general global goals and regional to local strategic governing st... In times of highest necessities for United Nations Sustainable Development Goals(SDGs)and acknowledging planetary boundaries,the need for understanding general global goals and regional to local strategic governing structures has to be supported while combining assessment,monitoring,governance approaches,together with landscape planning,land use based approaches,land system and sustainability science.The initial research embeds an incrementally worked out theoretical framework followed by applied research parts.The case studies and field data in the German Lusatia Region and inner part Spree Forest Region inhabit intrinsic drivers of finding ways over bridging deficiencies of theoretical and applied adjusted objectives and in this small excerpt mainly about the scale and planning level,instrumental flexibility deficiencies while transmitting global transformation needs to the regional,local planning level and backward(counter-current principle).Innovative instrumental assessment structures were created with a new approach of spatially determining SDGs for accelerated Climate Smart Planning(CSP)and Integrated Drought and Water Management(IDWM).This research supports processes around acceleration and assessment of climate change-,crises-related and sustainable development options while enhancing interdisciplinary sustainability science for gaining more regional land resilience. 展开更多
关键词 Spree forest and Lusatia region SDGs cultural landscapes land system science spatial determination framework
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Integrated research methods in watershed science 被引量:29
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作者 CHENG GuoDong LI Xin 《Science China Earth Sciences》 SCIE EI CAS CSCD 2015年第7期1159-1168,共10页
We discuss the concepts, research methods, and infrastructure of watershed science. A watershed is a basic unit and possesses all of the complexities of the land surface system, thereby making it the best unit for pra... We discuss the concepts, research methods, and infrastructure of watershed science. A watershed is a basic unit and possesses all of the complexities of the land surface system, thereby making it the best unit for practicing Earth system science. Watershed science is an Earth system science practiced on a watershed scale, and it has developed rapidly over the previous two decades. The goal of watershed science is to understand and predict the behavior of complex watershed systems and support the sustainable development of watersheds. However, watershed science confronts the difficulties of understanding complex systems, achieving scale transformation, and simulating the co-evolution of the human-nature system. These difficulties are fundamentally methodological challenges. Therefore, we discuss the research methods of watershed science, which include the self-organized complex system method, the upscaling method dominated by statistical mechanics, Darwinian approaches based on selection and evolutionary principles, hydro-economic and eco-economic methods that emphasize the human-nature system co-evolution, and meta-synthesis for addressing unstructured problems. These approaches together can create a bridge between holism and reductionism and work as a group of operational methods to combine hard and soft integrations and capture all aspects of both natural and human systems. These methods will contribute to the maturation of watershed science and to a methodology that can be used throughout land-surface systems science. 展开更多
关键词 watershed science land-surface system science Earth system science self-organized complex system scale Darwiniantheory human-nature system co-evolution META-SYNTHESIS macro science
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A view-based model of data-cube to support big earth data systems interoperability 被引量:5
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作者 Stefano Nativi Paolo Mazzetti Max Craglia 《Big Earth Data》 EI 2017年第1期75-99,共25页
Big Earth Data-Cube infrastructures are becoming more and more popular to provide Analysis Ready Data,especially for managing satellite time series.These infrastructures build on the concept of multidimensional data m... Big Earth Data-Cube infrastructures are becoming more and more popular to provide Analysis Ready Data,especially for managing satellite time series.These infrastructures build on the concept of multidimensional data model(data hypercube)and are complex systems engaging different disciplines and expertise.For this reason,their interoperability capacity has become a challenge in the Global Change and Earth System science domains.To address this challenge,there is a pressing need in the community to reach a widely agreed definition of Data-Cube infrastructures and their key features.In this respect,a discussion has started recently about the definition of the possible facets characterizing a Data-Cube in the Earth Observation domain.This manuscript contributes to such debate by introducing a view-based model of Earth Data-Cube systems to design its infrastructural architecture and content schemas,with the final goal of enabling and facilitating interoperability.It introduces six modeling views,each of them is described according to:its main concerns,principal stakeholders,and possible patterns to be used.The manuscript considers the Business Intelligence experience with Data Warehouse and multidimensional“cubes”along with the more recent and analogous development in the Earth Observation domain,and puts forward a set of interoperability recommendations based on the modeling views. 展开更多
关键词 Data-cube big earth data cyberinfrastructures view-based modeling online analytical processing big earth data access and interoperability big data analytics OLaP earth system science SDg
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Development of land use transitions research in China 被引量:24
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作者 LONG Hualou QU Yi +2 位作者 TU Shuangshuang ZHANG Yingnan JIANG Yanfeng 《Journal of Geographical Sciences》 SCIE CSCD 2020年第7期1195-1214,共20页
With the introduction of the concept of land use transition into China,related researches have been carried out extensively in the past two decades,which enrich the knowledge of land system science.This paper describe... With the introduction of the concept of land use transition into China,related researches have been carried out extensively in the past two decades,which enrich the knowledge of land system science.This paper describes the development of research on land use transitions in China from the perspectives of conceptual connotations,theoretical model,research methods,and research progress and prospects.With the in-depth investigation of land use transitions,the concept and connotations of land use morphology are developed and encapsulated as two kinds,i.e.,dominant morphology and recessive morphology.The dominant morphology refers to the land use structure of a certain region over a certain period of time,with features such as the quantity and spatial pattern of land use types.While the recessive morphology includes the land use features in the aspects of quality,property rights,management mode,input,output and function.Accordingly,the concept of land use transition is further developed,and the theoretical model of regional land use transitions is established.Thereafter,three innovative integrated approaches to study land use transitions are put forward,i.e.,multidisciplinary research framework for recessive land use transition,transect and horizontal comparison.To date,there have been 62 Ph.D.and 166 M.S.dissertations on the topic of"land use transition"in China.During 2002–2019,the National Natural Science Foundation of China has funded 48 research programs on the theme of"land use transition".As such,the Chinese scholars have adapted the concept derived from western literature to the situations and experiences in China. 展开更多
关键词 land use morphology theoretical model multidisciplinary integration horizontal comparison rural restructuring rural vitalization land system science
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Progress in watershed geography in the Yangtze River Basin and the affiliated ecological security perspective in the past 20 years,China 被引量:3
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作者 GAO Yang JIA Junjie +4 位作者 LU Yao SUN Xiaomin WEN Xuefa HE Nianpeng YANG Tiantian 《Journal of Geographical Sciences》 SCIE CSCD 2020年第6期867-880,共14页
Bibliometrics was used to statistically analyze key zones within the Yangtze River Basin(YRB)funded by the National Natural Science Foundation of China(NSFC)and national ministries over the past 20 years.This study de... Bibliometrics was used to statistically analyze key zones within the Yangtze River Basin(YRB)funded by the National Natural Science Foundation of China(NSFC)and national ministries over the past 20 years.This study determined that funds that derived from national ministries have mainly focused on issues related to environmental pollution,ecological security,technological water regulations,and river basin ecosystems,which offer a better understanding of the national requirements and the scientific knowledge of the YRB in combination with data from the NSFC.Under a background of bolstering the construction of green ecological corridors in the economic belt of the YRB,this study proposes future conceptual watershed research initiatives in this region as a study objective by reinforcing the implementation of the Chinese Ecosystem Research Network(CERN)and by emphasizing the use of new technologies,new methods,and new concepts for the prospective design of frontier research under the perspective of geoscience and earth system science.This study promotes large-scale scientific field and research objectives based on big science and big data. 展开更多
关键词 watershed physiography ecological security earth system science critical zone C-N-H20 coupling Yangtze River Basin
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INTRODUCING A NEW INTERNATIONAL PROGRAM:MONSOON ASIA INTEGRATED REGIONAL STUDY (MAIRS) 被引量:2
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作者 Congbin Fu Ailikun Renjian Zhang Xiaodong Yan 《China Particuology》 SCIE EI CAS CSCD 2006年第6期352-355,共4页
The Monsoon Asia Integrated Regional Study (MAIRS) is a new Earth System Science Partnership (ESSP) program aimed at the integrated study of environmental changes over monsoon Asian region. This paper briefly intr... The Monsoon Asia Integrated Regional Study (MAIRS) is a new Earth System Science Partnership (ESSP) program aimed at the integrated study of environmental changes over monsoon Asian region. This paper briefly introduces MAIRS, its background and concept, scientific themes and objectives, data requirements and its information system, intensive observation experiment, and its linkage with ongoing international projects. 展开更多
关键词 integrated regional study monsoon Asia earth system science environmental change
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