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基于深度学习的SQL生成研究综述 被引量:3
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作者 梁清源 朱琪豪 +5 位作者 孙泽宇 张路 张文杰 熊英飞 梁广泰 郁莲 《中国科学:信息科学》 CSCD 北大核心 2022年第8期1363-1392,共30页
SQL生成(text-to-SQL)是自动化软件工程的重要应用之一,也是语义解析领域的研究热点.SQL生成根据输入的自然语言描述自动生成相应的SQL数据库查询语句,它允许非专业人员在不了解SQL语法的情况下访问数据库.随着大量SQL相关数据集的不断... SQL生成(text-to-SQL)是自动化软件工程的重要应用之一,也是语义解析领域的研究热点.SQL生成根据输入的自然语言描述自动生成相应的SQL数据库查询语句,它允许非专业人员在不了解SQL语法的情况下访问数据库.随着大量SQL相关数据集的不断构造以及人工智能技术的卓越进步,SQL生成任务也得到了极大的发展.基于深度学习的SQL生成(deep learning-based text-to-SQL)能够利用大规模数据的优势,从已有数据中学习自然语言、数据库以及SQL语句的表示,并根据新的自然语言输入生成符合查询需求的SQL语句.相对于传统的SQL生成,基于深度学习的SQL生成具有高准确率、输入信息灵活和可迭代学习的优点.近年来,研究者在基于深度学习的SQL生成方面进行了一系列的研究,本文从SQL生成场景、数据集、模型结构和评估方法层面对现有研究进行分类综述. 展开更多
关键词 SQL生成 语义解析 深度学习 代码生成 编码–解码模型
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Contribution of Winter SSTA in the Tropical Eastern Pacific to Changes of Tropical Cyclone Precipitation over Southeast China 被引量:1
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作者 Xianghua WU qihao zhu +4 位作者 Chao WANG Yue ZHOU Yiqi CHEN Xintong TIAN Yajie HUA 《Journal of Meteorological Research》 SCIE CSCD 2022年第2期282-291,共10页
Tropical cyclone precipitation(TCP)accounts for 10%-40%of the boreal summer precipitation that occurs over Southeast China(SEC),causing flood disasters and serious damage.On the decadal scale,TCP increases significant... Tropical cyclone precipitation(TCP)accounts for 10%-40%of the boreal summer precipitation that occurs over Southeast China(SEC),causing flood disasters and serious damage.On the decadal scale,TCP increases significantly in SEC while TC frequency decreases in the western North Pacific(WNP)during 1980-2019.Therefore,variations in TCP and the corresponding physical mechanism are investigated in this study.First,an empirical statistical method is introduced to quantify the TCP amount based on accumulated cyclone energy(ACE)and TC frequency with the TCP anomaly decomposed into three items(rainfall frequency,rainfall intensity,and nonlinear item).ACE,as the integration of TC intensity and frequency,is a more effective index than TC frequency for depicting the characteristics of TCP because the contribution of rainfall frequency represented by ACE is higher than that of TC frequency.Then,the physical mechanism affecting the WNP TC activities and TCP in SEC are inspected.Positive sea surface temperature anomaly(SSTA)over the tropical eastern Pacific(TEP)in winter can trigger variations of air-sea interaction over the tropical Pacific,including low-level divergent winds,mid-tropospheric descent flows,high-level convergent winds coupled with negative anomalies of vorticity and humidity over the tropical western Pacific(TWP)in the next summer.These dynamic conditions provide unfavorable environments for TC activities in the WNP and constrain TCP in SEC.Furthermore,more significantly negative SSTA events in the TEP facilitate enhanced ACE along with positive relative vorticity,relative humidity,and upwelling vertical winds anomalies over the coast of SEC after 1998,which is a reasonable explanation for the increasing TCP in SEC. 展开更多
关键词 tropical cyclone precipitation accumulated cyclone energy sea surface temperature anomaly air–sea interaction
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