Artificial intelligence: A powerful paradigm for scientific research

被引:405
|
作者
Xu, Yongjun [1 ,35 ]
Liu, Xin [5 ,35 ]
Cao, Xin [10 ]
Huang, Changping [18 ,35 ]
Liu, Enke [11 ,37 ]
Qian, Sen [26 ]
Liu, Xingchen [28 ]
Wu, Yanjun [2 ,35 ]
Dong, Fengliang [3 ,35 ]
Qiu, Cheng-Wei [4 ]
Qiu, Junjun [6 ,36 ]
Hua, Keqin [6 ,36 ]
Su, Wentao [7 ]
Wu, Jian [41 ,42 ]
Xu, Huiyu [8 ]
Han, Yong [9 ]
Fu, Chenguang [12 ]
Yin, Zhigang [13 ]
Liu, Miao [11 ,37 ]
Roepman, Ronald [14 ]
Dietmann, Sabine [15 ]
Virta, Marko [16 ]
Kengara, Fredrick [17 ]
Zhang, Ze [19 ]
Zhang, Lifu [18 ,19 ]
Zhao, Taolan [20 ]
Dai, Ji [21 ,35 ,38 ]
Yang, Jialiang [22 ]
Lan, Liang [23 ]
Luo, Ming [24 ,39 ]
Liu, Zhaofeng [26 ,35 ]
An, Tao [27 ]
Zhang, Bin [28 ]
He, Xiao [26 ]
Cong, Shan [29 ]
Liu, Xiaohong [30 ]
Zhang, Wei [30 ]
Lewis, James P. [28 ]
Tiedje, James M. [34 ]
Wang, Qi [1 ,35 ,40 ]
An, Zhulin [1 ,35 ]
Wang, Fei [1 ,35 ]
Zhang, Libo [2 ,35 ]
Huang, Tao [25 ]
Lu, Chuan [31 ]
Cai, Zhipeng [32 ]
Wang, Fang [33 ,35 ]
Zhang, Jiabao [33 ,35 ]
机构
[1] Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China
[2] Chinese Acad Sci, Inst Software, Beijing 100190, Peoples R China
[3] Natl Ctr Nanosci & Technol, Beijing 100190, Peoples R China
[4] Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117583, Singapore
[5] Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China
[6] Fudan Univ, Obstet & Gynaecol Hosp, Dept Gynaecol, Shanghai 200011, Peoples R China
[7] Dalian Polytech Univ, Sch Food Sci & Technol, Dalian 116034, Peoples R China
[8] Peking Univ Third Hosp, Dept Obstet & Gynecol, Beijing 100191, Peoples R China
[9] Zhejiang Prov Peoples Hosp, Hangzhou 310014, Peoples R China
[10] Fudan Univ, Zhongshan Hosp, Inst Clin Sci, Shanghai 200032, Peoples R China
[11] Chinese Acad Sci, Inst Phys, Beijing 100190, Peoples R China
[12] Zhejiang Univ, Sch Mat Sci & Engn, Hangzhou 310027, Peoples R China
[13] Chinese Acad Sci, Fujian Inst Res Struct Matter, Fuzhou 350002, Peoples R China
[14] Radboud Univ Nijmegen, Med Ctr, NL-6500 Nijmegen, Netherlands
[15] Washington Univ, Inst Informat, Sch Med, St Louis, MO 63110 USA
[16] Univ Helsinki, Dept Microbiol, Helsinki 00014, Finland
[17] Bomet Univ Coll, Sch Pure & Appl Sci, Bomet 20400, Kenya
[18] Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
[19] Shihezi Univ, Agr Coll, Shihezi 832000, Xinjiang, Peoples R China
[20] Chinese Acad Sci, Inst Genet & Dev Biol, Beijing 100101, Peoples R China
[21] Chinese Acad Sci, Brain Cognit & Brain Dis Inst, Shenzhen Inst Adv Technol, Shenzhen 518055, Peoples R China
[22] Geneis Beijing Co Ltd, Beijing 100102, Peoples R China
[23] Hong Kong Baptist Univ, Dept Commun Studies, Hong Kong, Peoples R China
[24] Chinese Acad Sci, South China Bot Garden, Guangzhou 510650, Peoples R China
[25] Chinese Acad Sci, Shanghai Inst Nutr & Hlth, Shanghai 200031, Peoples R China
[26] Chinese Acad Sci, Inst High Energy Phys, Beijing 100049, Peoples R China
[27] Chinese Acad Sci, Shanghai Astron Observ, Shanghai 200030, Peoples R China
[28] Chinese Acad Sci, Inst Coal Chem, Taiyuan 030001, Peoples R China
[29] Chinese Acad Sci, Suzhou Inst Nanotech & Nanobion, Suzhou 215123, Peoples R China
[30] Chinese Acad Sci, Chongqing Inst Green & Intelligent Technol, Chongqing 400714, Peoples R China
[31] Aberystwyth Univ, Dept Comp Sci, Aberystwyth SY23 3FL, Ceredigion, Wales
[32] Georgia State Univ, Dept Comp Sci, Atlanta, GA 30303 USA
[33] Chinese Acad Sci, Inst Soil Sci, Nanjing 210008, Peoples R China
[34] Michigan State Univ, Ctr Microbial Ecol, Dept Plant Soil & Microbial Sci, E Lansing, MI 48824 USA
[35] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[36] Shanghai Key Lab Female Reprod Endocrine Related, Shanghai 200011, Peoples R China
[37] Songshan Lake Mat Lab, Dongguan 523808, Guangdong, Peoples R China
[38] Shenzhen Hong Kong Inst Brain Sci Shenzhen Fundam, Shenzhen 518055, Peoples R China
[39] Chinese Acad Sci, Ctr Econ Bot, Core Bot Gardens, Guangzhou 510650, Peoples R China
[40] Zhejiang Lab, Hangzhou 311121, Peoples R China
[41] Zhejiang Univ, Affiliated Hosp 2, Sch Med, Hangzhou 310058, Peoples R China
[42] Zhejiang Univ, Sch Publ Hlth, Hangzhou 310058, Peoples R China
来源
INNOVATION | 2021年 / 2卷 / 04期
基金
美国国家科学基金会;
关键词
artificial intelligence; machine learning; deep learning; information science; mathematics; medical science; materials science; geoscience; life science; physics; chemistry; NEURAL-NETWORKS; DEEP; IDENTIFICATION; OPTIMIZATION; NEUROSCIENCE; PREDICTION; ALGORITHM; SYMMETRY; CATALOG; MODELS;
D O I
10.1016/j.xinn.2021.100179
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Y Artificial intelligence (AI) coupled with promising machine learning (ML) techniques well known from computer science is broadly affecting many aspects of various fields including science and technology, industry, and even our day-to-day life. The ML techniques have been developed to analyze high-throughput data with a view to obtaining useful insights, categorizing, predicting, and making evidence-based decisions in novel ways, which will promote the growth of novel applications and fuel the sustainable booming of AI. This paper undertakes a comprehensive survey on the development and application of AI in different aspects of fundamental sciences, including information science, mathematics, medical science, materials science, geoscience, life science, physics, and chemistry. The challenges that each discipline of science meets, and the potentials of AI techniques to handle these challenges, are discussed in detail. Moreover, we shed light on new research trends entailing the integration of AI into each scientific discipline. The aim of this paper is to provide a broad research guideline on fundamental sciences with potential infusion of AI, to help motivate researchers to deeply understand the state-of-the-art applications of AI-based fundamental sciences, and thereby to help promote the continuous development of these fundamental sciences.
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页数:21
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