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Comparative study on the performance of ConvLSTM and ConvGRU in classification problems-taking early warning of short-duration heavy rainfall as an example
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作者 Meng Zhou jingya wu +1 位作者 Mingxuan Chen Lei Han 《Atmospheric and Oceanic Science Letters》 CSCD 2024年第4期52-57,共6页
卷积长短期记忆单元ConvLSTM和卷积门控循环单元ConvGRU是两种广泛应用的深度学习单元,通过将循环机制与卷积运算相结合,常常用于时空序列的预测.为了明确上述两种模型的收敛速度和分类能力,需要使用相同的模型架构对相同的分类问题进... 卷积长短期记忆单元ConvLSTM和卷积门控循环单元ConvGRU是两种广泛应用的深度学习单元,通过将循环机制与卷积运算相结合,常常用于时空序列的预测.为了明确上述两种模型的收敛速度和分类能力,需要使用相同的模型架构对相同的分类问题进行预测.本研究将北京短时强降水区级预警问题看作深度学习中的二分类问题,使用京津冀雷达网的组合反射率数据和北京区域内的自动气象站降雨数据进行深度学习模型的训练和评估.结果表明,ConvGRU的收敛速度比ConvLSTM快约25%.ConvLSTM和ConvGRU的预警性能随地区,时间,降雨强度的变化趋势相似,但大部分ConvLSTM的得分较高,少数情况下ConvGRU的得分较高. 展开更多
关键词 深度学习 卷积长短期记忆单元 卷积门控循环单元 分类问题
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利用Ka波段云雷达对青藏高原三类重要天气系统云宏观参数日变化特征的研究 被引量:3
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作者 武静雅 孙强 +3 位作者 毕永恒 田玉芳 王一楠 吕达仁 《大气科学》 CSCD 北大核心 2022年第4期1030-1040,共11页
青藏高原上空云宏观参数的日变化受大尺度环流、当地太阳辐射和地表过程的联合作用,对辐射收支、辐射传输及感热、潜热的分布等有重要影响。由于缺乏持续定量的观测,对各类天气系统云宏观参数日变化特征的了解还十分不足。多波段多大气... 青藏高原上空云宏观参数的日变化受大尺度环流、当地太阳辐射和地表过程的联合作用,对辐射收支、辐射传输及感热、潜热的分布等有重要影响。由于缺乏持续定量的观测,对各类天气系统云宏观参数日变化特征的了解还十分不足。多波段多大气成分主被动综合探测系统APSOS(Atmospheric Profiling Synthetic Observation System)的Ka波段云雷达是首部在青藏高原实现长期观测云的雷达。本文基于2019年全年APSOS的Ka波段云雷达资料,采用统计和快速傅里叶变换方法研究了西风槽、切变线和低涡三类重要天气系统影响下的有云频率、单层非降水云或者降水云非降水时段的云顶高度、云底高度和云厚日变化的时域和频域特征,得到了统计回归方程。主要结论有:(1)西风槽系统日均有云频率为56.9%,切变线系统为50.8%,低涡系统达73%。(2)尽管西风槽和切变线系统的成因不同,但两类系统云宏观参数的日变化趋势和主要谐波周期相似:日变化趋势基本为单峰单谷型,日出前最低,日落前最高。有云频率表现为日变化和半日变化,单层云云顶高度、云底高度和云厚主要表现为日变化。(3)低涡系统云宏观参数的日变化特征与前两类系统明显不同:日变化趋势表现为多峰多谷型,虽然有云频率和单层云云顶高度、云底高度主要谐波中均以日变化振幅最大,但频谱分布分散,云厚主要变化中振幅最大的是周期为4.8 h的波动。(4)得到了各系统有云频率、单层云云顶高度、云底高度和云厚日变化的统计回归方程。 展开更多
关键词 APSOS(多波段多大气成分主被动综合探测系统) Ka波段云雷达 云宏观参数 日变化 西风槽 低涡
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A Ka-band Solid-state Transmitter Cloud Radar and Data Merging Algorithm for Its Measurements 被引量:8
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作者 Liping LIU Jiafeng ZHENG jingya wu 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2017年第4期545-558,共14页
This study concerns a Ka-band solid-state transmitter cloud radar, made in China, which can operate in three different work modes, with different pulse widths, and coherent and incoherent integration numbers, to meet ... This study concerns a Ka-band solid-state transmitter cloud radar, made in China, which can operate in three different work modes, with different pulse widths, and coherent and incoherent integration numbers, to meet the requirements for cloud remote sensing over the Tibetan Plateau. Specifically, the design of the three operational modes of the radar(i.e., boundary mode M1, cirrus mode M2, and precipitation mode M3) is introduced. Also, a cloud radar data merging algorithm for the three modes is proposed. Using one month's continuous measurements during summertime at Naqu on the Tibetan Plateau,we analyzed the consistency between the cloud radar measurements of the three modes. The number of occurrences of radar detections of hydrometeors and the percentage contributions of the different modes' data to the merged data were estimated.The performance of the merging algorithm was evaluated. The results indicated that the minimum detectable reflectivity for each mode was consistent with theoretical results. Merged data provided measurements with a minimum reflectivity of -35 dBZ at the height of 5 km, and obtained information above the height of 0.2 km. Measurements of radial velocity by the three operational modes agreed very well, and systematic errors in measurements of reflectivity were less than 2 dB. However,large discrepancies existed in the measurements of the linear depolarization ratio taken from the different operational modes.The percentage of radar detections of hydrometeors in mid- and high-level clouds increased by 60% through application of pulse compression techniques. In conclusion, the merged data are appropriate for cloud and precipitation studies over the Tibetan Plateau. 展开更多
关键词 data merging algorithm operational mode Ka-band radar cloud Tibetan Plateau pulse compression technique
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Oxidized Dopamine Acrylamide Primer to Achieve Durable Resin-Dentin Bonding
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作者 Leping wu Hui Shao +9 位作者 Yang Tao jingya wu Xinhui Wang Qiufeng Nian Shunli Zheng Chris Ying Cao Yuancong Zhao Zheng Zhou Hai Ming Wong Quan-Li Li 《Research》 SCIE EI CSCD 2023年第4期539-555,共17页
The durability of the resin-dentin bonding interface is a key issue in clinical esthetic dentistry.Inspired by the extraordinary bioadhesive properties of marine mussels in a wet environment,we designed and synthetize... The durability of the resin-dentin bonding interface is a key issue in clinical esthetic dentistry.Inspired by the extraordinary bioadhesive properties of marine mussels in a wet environment,we designed and synthetized N-2-(3,4-dihydroxylphenyl)acrylamide(DAA)according to the functional domain of mussel adhesive proteins.DAA’s properties of collagen cross-linking,collagenase inhibition,inducing collagen mineralization in vitro,and as a novel prime monomer for clinical dentin adhesion use,its optimal parameters,and effect on the adhesive longevity and the bonding interface’s integrity and mineralization,were evaluated in vitro and in vivo.The results showed that oxide DAA can inhibit the activity of collagenase and cross collagen fibers to improve the anti-enzymatic hydrolysis of collagen fibers and induce intrafibrillar and interfibrillar collagen mineralization.As a primer used in the etch-rinse tooth adhesive system,oxide DAA can improve the durability and integrity of the bonding interface by anti-degradation and mineralization of the exposed collagen matrix.Oxidized DAA(OX-DAA)is a promising primer for improving dentin durability;using 5%OX-DAA ethanol solution and treating the etched dentin surface for 30 s is the optimal choice when used as a primer in the etch-rinse tooth adhesive system. 展开更多
关键词 DURABILITY BONDING interface
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