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Improved Denoising Autoencoder for Maritime Image Denoising and Semantic Segmentation of USV 被引量:3
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作者 Yuhang Qiu yongcheng yang +3 位作者 Zhijian Lin Pingping Chen yang Luo Wenqi Huang 《China Communications》 SCIE CSCD 2020年第3期46-57,共12页
Unmanned surface vehicle(USV)is currently a hot research topic in maritime communication network(MCN),where denoising and semantic segmentation of maritime images taken by USV have been rarely studied.The former has r... Unmanned surface vehicle(USV)is currently a hot research topic in maritime communication network(MCN),where denoising and semantic segmentation of maritime images taken by USV have been rarely studied.The former has recently researched on autoencoder model used for image denoising,but the existed models are too complicated to be suitable for real-time detection of USV.In this paper,we proposed a lightweight autoencoder combined with inception module for maritime image denoising in different noisy environments and explore the effect of different inception modules on the denoising performance.Furthermore,we completed the semantic segmentation task for maritime images taken by USV utilizing the pretrained U-Net model with tuning,and compared them with original U-Net model based on different backbone.Subsequently,we compared the semantic segmentation of noised and denoised maritime images respectively to explore the effect of image noise on semantic segmentation performance.Case studies are provided to prove the feasibility of our proposed denoising and segmentation method.Finally,a simple integrated communication system combining image denoising and segmentation for USV is shown. 展开更多
关键词 USV DENOISING autoencoder SEMANTIC SEGMENTATION U-Net
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基于XGBoost模型产品订单量的预测
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作者 苏郅宏 孙宇婷 +2 位作者 杨永铖 黄航英 金秀玲 《建模与仿真》 2023年第6期5177-5186,共10页
把握供应链需求,提高资源配置和利用效率对企业树立竞争优势具有重大的实际意义。通过特征分析提取了特征变量后,建立XGBoost模型,利用GridSearchCV技术对模型进行调参优化,最终得到模型的拟合优度为0.956,均方根误差RMSE为36.522。同... 把握供应链需求,提高资源配置和利用效率对企业树立竞争优势具有重大的实际意义。通过特征分析提取了特征变量后,建立XGBoost模型,利用GridSearchCV技术对模型进行调参优化,最终得到模型的拟合优度为0.956,均方根误差RMSE为36.522。同时我们还建立了随机森林模型进行对比,结果表明XGBoost模型效果更理想,因此最终根据所构建的XGBoost模型实现对企业未来三月产品订单量的预测,为企业合理安排生产计划提供了一定的理论依据。 展开更多
关键词 产品订单量 XGBoost模型 随机森林 预测
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Optical Stark deceleration of neutral molecules from supersonic expansion with a rotating laser beam
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作者 yongcheng yang Shunyong Hou Lianzhong Deng 《Chinese Physics B》 SCIE EI CAS CSCD 2018年第5期187-193,共7页
Cold molecules have great scientific significance in high-resolution spectroscopy, precision measurement of physical constants, cold collision, and cold chemistry. Supersonic expansion is a conventional and versatile ... Cold molecules have great scientific significance in high-resolution spectroscopy, precision measurement of physical constants, cold collision, and cold chemistry. Supersonic expansion is a conventional and versatile method to produce cold molecules with high kinetic energies. We theoretically show here that fast-moving molecules from supersonic expansion can be effectively decelerated to any desired velocity with a rotating laser beam. The orbiting focus spot of the red-detuned laser serves as a two-dimensional potential well for the molecules. We analyze the dynamics of the molecules inside the decelerating potential well and investigate the dependence of their phase acceptance by the potential well on the tilting angle of the laser beam. ND_3 molecules are used in the test of the scheme and their trajectories under the impact of the decelerating potential well are numerically simulated using the Monte Carlo method. For instance, with a laser beam of20 k W in power focused into a pot of 40 μm in waist radius, ND3 molecules of 250 m/s can be brought to a standstill by the decelerating potential well within a time interval of about 0.73 ms. The total angle covered by the rotating laser beam is about 5.24?with the distance travelled by the potential well being about 9.13 cm. In fact, the molecules can be decelerated to any desired velocity depending on the parameters adopted. This scheme is simple in structure and easy to be realized in experiment. In addition, it is applicable to decelerating both molecules and atoms. 展开更多
关键词 cold molecules optical potential Stark deceleration
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Research progress on the triterpenoids from the genus Schisandra and their biological activities
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作者 yongcheng yang Luqi Liu +3 位作者 Zijun Tang Min Chen Jingming Jia Anhua Wang 《Asian Journal of Traditional Medicines》 CAS 2022年第3期116-136,共21页
The plants of the genus Schisandra of the Schisandraceae family include the genus Schisandra and the genus Kadsura.In recent years,many kinds of triterpenoids have been isolated from the plants of genus Schisandra.Tri... The plants of the genus Schisandra of the Schisandraceae family include the genus Schisandra and the genus Kadsura.In recent years,many kinds of triterpenoids have been isolated from the plants of genus Schisandra.Triterpenoids have attracted the attention of phytochemists and pharmacologists because they have novel skeletons and good anti-HIV,immunosuppressive and anti-tumor activities.This study provides an overview of the triterpenoids from the genus Schisandra and their biological activities. 展开更多
关键词 genus Schisandra TRITERPENOIDS biological activities
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Research progress on the lignans from the genus Schisandra and their biological activities
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作者 Luqi Liu Xueqing Zhang +3 位作者 yongcheng yang Sanpeng Fan Jingming Jia Anhua Wang 《Asian Journal of Traditional Medicines》 CAS 2022年第4期161-180,共20页
The plants of the genus Schisandra belong to the Schisandraceae family.As one of the main active components of genus Schisandra,lignans have rich biological activities,including anti-inflammatory,anti-tumor,anti-HIV a... The plants of the genus Schisandra belong to the Schisandraceae family.As one of the main active components of genus Schisandra,lignans have rich biological activities,including anti-inflammatory,anti-tumor,anti-HIV and PAF antagonism.This article summarizes and classifies the types and activities of lignans isolated from the genus Schisandra in the past ten years. 展开更多
关键词 SCHISANDRA lignans biological activities
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