科学大数据智能分析软件的现状与趋势
Current Situation and Trend of Intelligent Analysis Software for Scientific Big Data
Current Situation and Trend of Intelligent Analysis Software for Scientific Big Data
作者
钟华(中国科学院软件研究所 北京 100190)
刘杰(中国科学院软件研究所 北京 100190)
王伟(中国科学院软件研究所 北京 100190)
刘杰(中国科学院软件研究所 北京 100190)
王伟(中国科学院软件研究所 北京 100190)
中文关键词
科学大数据;智能分析;数据密集型科学发现;软件系统
中文摘要
人工智能领域近年来取得突破进展，如何在自然科学领域采用人工智能新技术促进科学发现，成为科学家和产业界的关注焦点。多学科、跨领域交叉背景下的科学大数据挖掘分析与知识发现，依赖于构建一套高效、易用、可扩展的科学大数据智能分析软件系统，为复杂数据处理、分析、模式提取和知识发现提供学习模型、算法及开发工具支持。文章选取典型科学领域内代表性的智能分析软件系统进行充分的调研，对比分析这类软件的共性和差异，并探讨其发展趋势。在此基础上，文章提出一个面向科学大数据的一体化、可定制的智能分析框架，支撑科学家交互式构建智能分析模型并高效执行，为快速开展科学发现研究提供系统和工具支撑。
DOI10.16418/j.issn.1000-3045.2018.08.007
作者简介
钟华 中国科学院软件研究所副所长,软件工程技术研发中心主任,研究员、博士生导师,中国计算机学会理事,中国软件行业协会常务理事。长期从事分布式系统、软件工程、云计算、大数据等方面的研究工作,在国际知名期刊和会议发表论文70余篇,曾获国家科技进步奖二等奖2次、中国科学院科技进步奖一等奖1次、北京市科学技术奖一等奖1次、军队科技进步奖二等奖1次.
E-mail:zhonghua@iscas.ac.cn
ZHONG Hua Researcher at Institute of Software,Chinese Academy of Sciences (ISCAS).He is the Deputy Director of the institute,also the Director of Technology Center of Software Engineering (TCSE).He has been engaged in research on distributed system,software engineering,cloud computing,big data,and so on.He has published more than 70 papers in well-known international journals such as IEEE Transactions on Knowledge and Data Engineering,IEEE Transactions on Systems,Man,and Cybernetics:Systems,and Journal of Statistical Software,and international conferences such as International Conference on Software Engineering (ICSE),IEEE/ACM International Conference on Automated Software Engineering (ASE),IEEE International Parallel&Distributed Processing Symposium (IPDPS),IEEE International Conference on Web Services (ICWS),International Conference on Database Systems for Advanced Applications (DASFAA),and so on.He has won two second prizes of the National Science and Technology Progress Award,one first prize of CAS Science and Technology Progress Award,one first prize of Beijing Science and Technology Award,and one second prize of Military Science and Technology Progress Award.
E-mail:zhonghua@iscas.ac.cn
E-mail:zhonghua@iscas.ac.cn
ZHONG Hua Researcher at Institute of Software,Chinese Academy of Sciences (ISCAS).He is the Deputy Director of the institute,also the Director of Technology Center of Software Engineering (TCSE).He has been engaged in research on distributed system,software engineering,cloud computing,big data,and so on.He has published more than 70 papers in well-known international journals such as IEEE Transactions on Knowledge and Data Engineering,IEEE Transactions on Systems,Man,and Cybernetics:Systems,and Journal of Statistical Software,and international conferences such as International Conference on Software Engineering (ICSE),IEEE/ACM International Conference on Automated Software Engineering (ASE),IEEE International Parallel&Distributed Processing Symposium (IPDPS),IEEE International Conference on Web Services (ICWS),International Conference on Database Systems for Advanced Applications (DASFAA),and so on.He has won two second prizes of the National Science and Technology Progress Award,one first prize of CAS Science and Technology Progress Award,one first prize of Beijing Science and Technology Award,and one second prize of Military Science and Technology Progress Award.
E-mail:zhonghua@iscas.ac.cn
