期刊文献+

Scientific big data and Digital Earth 被引量:33

Scientific big data and Digital Earth
下载PDF
导出
摘要 Big data has been a focus of research in science,technology,economics,and social studies.Many countries have already incorporated big data research into their national strategies.This paper elaborates upon the origin,connotation,and development of big data from both a spatial and temporal perspective.It proposes that scientific big data will become a new solution in scientific research as the paradigm changes from being model-driven to data-driven.This paper defines the concept of ‘‘scientific big data'' and proposes strategies for solving ‘‘big data problems' '.Theoretical frameworks and data systems for Digital Earth are discussed with a clear conclusion that scientific big data is a prominent feature of Digital Earth.As an example,spatial cognition of the formation mechanism of China's Heihe-Tengchong Line—a geo-demographic demarcation line dividing China into two parts—is discussed within the context of big data computation and analysis for Digital Earth. Big data has been a focus of research in sci- ence, technology, economics, and social studies. Many countries have already incorporated big data research into their national strategies. This paper elaborates upon the origin, connotation, and development of big data from both a spatial and temporal perspective. It proposes that scien- tific big data will become a new solution in scientific research as the paradigm changes from being model-driven to data-driven. This paper defines the concept of "scientific big data" and proposes strategies for solving "big data problems". Theoretical frameworks and data systems for Digital Earth are discussed with a clear conclusion that scientific big data is a prominent feature of Digital Earth. As an example, spatial cognition of the formation mecha- nism of China's Heihe-Tengchong Line--a geo-demo- graphic demarcation line dividing China into two parts--is discussed within the context of big data computation and analysis for Digital Earth.
出处 《Chinese Science Bulletin》 SCIE EI CAS 2014年第35期5066-5073,共8页
基金 supported by the International Cooperation and Exchange of the National Natural Science Foundation of China(41120114001)
关键词 科学研究 数字地球 社会研究 国家战略 空间角度 模型驱动 数据驱动 数据系统 Big data Scientific big data Data-intensive science Earth science Digital Earth
  • 相关文献

参考文献6

二级参考文献229

  • 1李德仁,肖志峰,朱欣焰,龚健雅.空间信息多级网格的划分方法及编码研究[J].测绘学报,2006,35(1):52-56. 被引量:76
  • 2方锦清.试论四大层次的高科技网络的若干特点和思考[M]// 陈关荣,许晓鸣.复杂网络理论与应用.香港:上海系统科学出版社,2008:1-43.
  • 3方锦清,汪小帆,郑志刚,毕桥,狄增如,李翔.一门崭新的交叉科学:网络科学(上)[J].物理学进展,2007,27(3):239-343. 被引量:130
  • 4Chris Anderson. The End of Theory: The Data Deluge Makes the Scientific Method Obsolete. Wired, 2008, 16 (7).
  • 5Albert-L~iszl6 Barab~isi. The network takeover. Nature Physics, 2012,8(1): 14-16.
  • 6Reuven Cohen, Shlomo Havlin. Scale-Free Networks Are U1- trasmall. Physical Review Letters, 2003, 90,(5 ).
  • 7Tony Hey, Stewart Tansley, Kristin Tolle (Editors). The Fourth Paradigm: Data-Intensive Scientific Discovery. Microsoft, 2009 October 16.
  • 8Big Data. Nature, 2008, 455(7 209): 1-136.
  • 9Dealing with data. Science, 2011,331 ( 6 018 ): 639-806.
  • 10Complexity. Nature Physics, 2012, 8( 1 ).

共引文献3782

同被引文献485

引证文献33

二级引证文献538

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部