摘要
文章将“智能化科研”(AI4R)称为第五科研范式,概括它的一系列特征包括:(1)人工智能(AI)全面融入科学、技术和工程研究,知识自动化,科研全过程的智能化;(2)人机智能融合,机器涌现的智能成为科研的组成部分;(3)有效应对计算复杂性非常高的组合爆炸问题;(4)面向非确定性问题,概率统计模型在科研中发挥更大的作用;(5)跨学科合作成为主流科研方式,实现前4种科研范式的融合;(6)科研更加依靠以大模型为特征的科研大平台等。文章指出科研的智能化是一场科技上的革命,它带来的机遇和挑战将深刻影响中国科技发展的前途,呼吁各行业的科学家本身实现智能化转型。
This article refers to“AI for Research(AI4R)”as the fifth research paradigm and summarizes its characteristics,including:(1)the fully integration of artificial intelligence into various scientific and technology researches;(2)machine intelligence has become an integral part of scientific research;(3)effectively handles the combinatorial explosion problem with high computational complexity;(4)probability and statistical models play a greater role in scientific research;(5)realize the integration of four existing research paradigms,cross disciplinary cooperation has become the mainstream research method;(6)scientific research relies more on large research platforms characterized by large models.This article points out that AI4R is a scientific revolution,and the opportunities and challenges it brings will affect the future of China’s science and technological development.It calls on scientists in various fields to achieve transformation of intelligentization.
作者
李国杰
LI Guojie(Institute of Computing Technology,Chinese Academy of Sciences,Beijing 100190,China)
出处
《中国科学院院刊》
CSCD
北大核心
2024年第1期1-9,共9页
Bulletin of Chinese Academy of Sciences
关键词
智能化科研
涌现
组合爆炸问题
非确定计算
大科学模型
科研大平台
AI4R
emergence
combinatorial explosion problems
nondeterministic computing
large scientific models
scientific research platforms