GSTDTAP  > 资源环境科学
DOI10.1029/2019WR025270
Debates: Does Information Theory Provide a New Paradigm for Earth Science? Emerging Concepts and Pathways of Information Physics
Perdigao, Rui A. P.1,2,3,4,5; Ehret, Uwe6; Knuth, Kevin H.7; Wang, Jingfeng8
2020-02-01
发表期刊WATER RESOURCES RESEARCH
ISSN0043-1397
EISSN1944-7973
出版年2020
卷号56期号:2
文章类型Editorial Material
语种英语
国家Austria; Portugal; Germany; USA
英文摘要

Entropy and Information are key concepts not only in Information Theory but also in Physics: historically in the fields of Thermodynamics, Statistical and Analytical Mechanics, and, more recently, in the field of Information Physics. In this paper we argue that Information Physics reconciles and generalizes statistical, geometric, and mechanistic views on information. We start by demonstrating how the use and interpretation of Entropy and Information coincide in Information Theory, Statistical Thermodynamics, and Analytical Mechanics, and how this can be taken advantage of when addressing Earth Science problems in general and hydrological problems in particular. In the second part we discuss how Information Physics provides ways to quantify Information and Entropy from fundamental physical principles. This extends their use to cases where the preconditions to calculate Entropy in the classical manner as an aggregate statistical measure are not met. Indeed, these preconditions are rarely met in the Earth Sciences due either to limited observations or the far-from-equilibrium nature of evolving systems. Information Physics therefore offers new opportunities for improving the treatment of Earth Science problems.


英文关键词information physics information theory thermodynamics kinematic geometry entropy complex systems
领域资源环境
收录类别SCI-E
WOS记录号WOS:000535672800030
WOS关键词MAXIMUM-ENTROPY PRODUCTION ; PRECIPITATION ESTIMATION ; NONLINEAR DYNAMICS ; NON-GAUSSIANITY ; PRINCIPLE ; THERMODYNAMICS ; PREDICTIONS ; HYDROLOGY ; INFERENCE ; CHAOS
WOS类目Environmental Sciences ; Limnology ; Water Resources
WOS研究方向Environmental Sciences & Ecology ; Marine & Freshwater Biology ; Water Resources
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/280535
专题资源环境科学
作者单位1.Meteocean Interdisciplinary Ctr Complex Syst Sci, Vienna, Austria;
2.Inst Telecomunicacoes, Phys Informat & Quantum Technol Grp, Lisbon, Portugal;
3.Univ Lisbon, Ctr Ecol Evolut & Environm Changes CE3C, Climate Change Impacts Adaptat & Modelling CCIAM, Fac Ciencias, Lisbon, Portugal;
4.Univ Lisbon, Complex Syst Dynam, Lisbon, Portugal;
5.Univ Lisbon, Inst Ciencias Sociais, Lisbon, Portugal;
6.Karlsruhe Inst Technol, Inst Water Resources & River Basin Management, Karlsruhe, Germany;
7.SUNY Albany, Dept Phys, Albany, NY 12222 USA;
8.Georgia Inst Technol, Sch Civil & Environm Engn, Atlanta, GA 30332 USA
推荐引用方式
GB/T 7714
Perdigao, Rui A. P.,Ehret, Uwe,Knuth, Kevin H.,et al. Debates: Does Information Theory Provide a New Paradigm for Earth Science? Emerging Concepts and Pathways of Information Physics[J]. WATER RESOURCES RESEARCH,2020,56(2).
APA Perdigao, Rui A. P.,Ehret, Uwe,Knuth, Kevin H.,&Wang, Jingfeng.(2020).Debates: Does Information Theory Provide a New Paradigm for Earth Science? Emerging Concepts and Pathways of Information Physics.WATER RESOURCES RESEARCH,56(2).
MLA Perdigao, Rui A. P.,et al."Debates: Does Information Theory Provide a New Paradigm for Earth Science? Emerging Concepts and Pathways of Information Physics".WATER RESOURCES RESEARCH 56.2(2020).
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