Environmental computing: Concept, evolution, and challenges 环境计算：概念 展与挑

Wei，Zeyang1; Liu，Yi1; Wang，Chunyan1; Zhang，Jia2; Bian，Jiang2; Yao，Linjie1; Lin，Sijie1,3; Ewe，Kaijie1

2022-12-15

10.16511/j.cnki.qhdxxb.2022.21.006

清华大学学报(自然科学版)   影响因子和分区

1000-0054

As an emerging interdisciplinary concept, environmental computing is a term used for the quantitative research process of environmental process numerical analysis and (or) environmental data analysis based on computing. Under this conceptual framework, various kinds of environment and computational science integrations are discussed together for ensuring development in this field as well as summarizing advanced research models and methods. This paper introduces the definition and basic characteristics of environmental computing and explains the methodological characteristics of various types of environmental computing based on typical cases. Environmental computing has transitioned from theory-driven to data-driven and then to hybrid computing. The comprehensive computing framework shows considerable advantages compared to conventional approaches or single methods. To achieve significant breakthroughs, researchers need to constantly explore basic theories, including environmental and computational theories, and promote the transformation of environmental thinking to adapt to the frontier content of computational science. Additionally, challenges such as big data theory, technical application scenarios, and computing power also need to be overcome.

big data data-driven environmental complex systems environmental computing research paradigm theory-driven

中文

其他

2-s2.0-85142363144

Scopus

1.School of Environment,Tsinghua University,Beijing,100084,China
2.Microsoft Research Asia,Beijing,100080,China
3.School of Environmental Science and Engineering,Southern University of Science and Technology,Shenzhen,518055,China

Wei，Zeyang,Liu，Yi,Wang，Chunyan,等. Environmental computing: Concept, evolution, and challenges 环境计算：概念 展与挑[J]. 清华大学学报(自然科学版),2022,62(12):1839-1850.

Wei，Zeyang.,Liu，Yi.,Wang，Chunyan.,Zhang，Jia.,Bian，Jiang.,...&Ewe，Kaijie.(2022).Environmental computing: Concept, evolution, and challenges 环境计算：概念 展与挑.清华大学学报(自然科学版),62(12),1839-1850.

Wei，Zeyang,et al."Environmental computing: Concept, evolution, and challenges 环境计算：概念 展与挑".清华大学学报(自然科学版) 62.12(2022):1839-1850.