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图像识别算法的性能分析及在农业生产中的应用 被引量:1
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作者 曹屹然 《互联网周刊》 2024年第9期24-26,共3页
随着深度学习技术的发展和应用,图像识别在农业领域得到了广泛应用,为农作物生长监测提供了有效的技术手段。本文针对MobileNetV3-Large算法进行深入探讨,与其他图像识别算法进行性能对比,并探讨算法的改进策略。通过大量实验验证,本文... 随着深度学习技术的发展和应用,图像识别在农业领域得到了广泛应用,为农作物生长监测提供了有效的技术手段。本文针对MobileNetV3-Large算法进行深入探讨,与其他图像识别算法进行性能对比,并探讨算法的改进策略。通过大量实验验证,本文为农作物生长监测中的图像识别算法选择与优化提供了有力的参考。 展开更多
关键词 深度学习 图像识别 MobileNetV3-Large 算法性能比较
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Flying-V型仓储布局下的拣货路径优化 被引量:4
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作者 刘建胜 张昆 雷兆发 《机械设计与制造》 北大核心 2021年第8期53-56,共4页
为了提高现代仓库作业中的拣货作业这一核心环节的拣货效率,提出了一种以蚁群算法作为优化算法来解决仓库订单拣选的路径优化问题。这种算法采用正反馈机制,其使得搜索过程不断收敛,最终逼近最优解。而根据Flying-V型仓库布局的特点,建... 为了提高现代仓库作业中的拣货作业这一核心环节的拣货效率,提出了一种以蚁群算法作为优化算法来解决仓库订单拣选的路径优化问题。这种算法采用正反馈机制,其使得搜索过程不断收敛,最终逼近最优解。而根据Flying-V型仓库布局的特点,建立了订单拣选优化路径模型,并通过仿真实验,对传统穿越策略,S形启发式算法,蚁群算法三种算法的性能进行了比较,比较结果表明蚁群算法优化拣货路径可以明显地缩短拣货距离,大大提高拣货效率,在实际运用中也具有良好的实用性。 展开更多
关键词 Flying-V型布局 路径优化 蚁群算法 算法性能比较 拣货路径 仿真
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人工智能模型水印研究综述 被引量:7
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作者 谢宸琪 张保稳 易平 《计算机科学》 CSCD 北大核心 2021年第7期9-16,共8页
近年来人工智能迅速发展,被用于语音、图像等多种领域,并取得了显著效果。然而,这些训练好的人工智能模型非常容易被复制并扩散,因此,为了保护模型的知识产权,关于模型版权保护的一系列算法或技术应运而生,其中一种就是模型水印技术。... 近年来人工智能迅速发展,被用于语音、图像等多种领域,并取得了显著效果。然而,这些训练好的人工智能模型非常容易被复制并扩散,因此,为了保护模型的知识产权,关于模型版权保护的一系列算法或技术应运而生,其中一种就是模型水印技术。通过模型水印技术,向人工智能模型植入水印,一旦模型被窃取,可以通过验证水印来证明自己的版权所有权,维护自己的知识产权,从而达到保护模型的作用。该类技术在近年来成为了一大热点,但目前尚未形成较为统一的框架。为了更好地理解,总结了现阶段模型水印的研究成果,论述了当前主流的模型水印算法,分析了模型水印研究方向的研究进展,还复现了其中几种典型算法并进行了比较,最后提出了未来可能的研究方向。 展开更多
关键词 模型水印 人工智能安全 信息冗余 算法流程 算法性能比较
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Comparison study on calculation methods of bending behavior of Chinese reinforced concrete beams from 1912 to 1949 被引量:1
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作者 淳庆 Van Balen Koenraad 韩宜丹 《Journal of Southeast University(English Edition)》 EI CAS 2015年第4期529-534,共6页
In order to study the calculation methods of bending behavior of Chinese reinforced concrete beams from 1912 to 1949, tests on the mechanical performance of 66 rebars from different modem Chinese concrete buildings, t... In order to study the calculation methods of bending behavior of Chinese reinforced concrete beams from 1912 to 1949, tests on the mechanical performance of 66 rebars from different modem Chinese concrete buildings, the concrete compressive strength of 12 modem Chinese concrete buildings, and the concrete cover thickness of 9 modem Chinese concrete buildings are carried out; and the actual material properties and structural conformations of modem Chinese concrete buildings are obtained. Then, the comparison on calculation methods of bending behavior including the original Chinese calculation method, the present Chinese calculation method, the present American calculation method and the present European calculation method is studied. The results show that the original Chinese calculation method of bending behavior is based on the allowable stress calculation method, and the design safety factors are 3.55 to 4. 0. In term of the calculation area of longitudinal rebars of reinforced concrete beams, without considering earthquake action, the original Chinese structural calculation method is safer than the present Chinese structural calculation method, the present European structural calculation method, and the present American structural calculation method. The results can provide support for the structural safety assessments of modem Chinese reinforced concrete buildings. 展开更多
关键词 reinforced concrete beam the Republic of China era from 1912 to 1949 bending behavior calculation method comparative study
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Parametric optimization and performance comparison of organic Rankine cycle with simulated annealing algorithm 被引量:3
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作者 王志奇 周乃君 +2 位作者 张家奇 郭静 王晓元 《Journal of Central South University》 SCIE EI CAS 2012年第9期2584-2590,共7页
Taking the ratio of heat transfer area to net power and heat recovery efficiency into account, a multi-objective mathematical model was developed for organic Rankine cycle (ORC). Working fluids considered were R123,... Taking the ratio of heat transfer area to net power and heat recovery efficiency into account, a multi-objective mathematical model was developed for organic Rankine cycle (ORC). Working fluids considered were R123, R134a, R141b, R227ea and R245fa. Under the given conditions, the parameters including evaporating and condensing pressures, working fluid and cooling water velocities were optimized by simulated annealing algorithm. The results show that the optimal evaporating pressure increases with the heat source temperature increasing. Compared with other working fluids, R123 is the best choice for the temperature range of 100--180℃ and R141 b shows better performance when the temperature is higher than 180 ℃. Economic characteristic of system decreases rapidly with the decrease of heat source temperature. ORC system is uneconomical for the heat source temperature lower than 100℃. 展开更多
关键词 parametric optimization organic Rankine cycle simulated annealing algorithm working fluid low-temperature source
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A Novel Two-Stage Dynamic Spectrum Sharing Scheme in Cognitive Radio Networks 被引量:1
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作者 Guodong Zhang Wei Heng +2 位作者 Tian Liang Chao Meng Jinming Hu 《China Communications》 SCIE CSCD 2016年第6期236-248,共13页
In order to enhance the efficiency of spectrum utilization and reduce communication overhead in spectrum sharing process, we propose a two-stage dynamic spectrum sharing scheme in which cooperative and noncooperative ... In order to enhance the efficiency of spectrum utilization and reduce communication overhead in spectrum sharing process, we propose a two-stage dynamic spectrum sharing scheme in which cooperative and noncooperative modes are analyzed in both stages. In particular, the existence and the uniqueness of Nash Equilibrium(NE) strategies for noncooperative mode are proved. In addition, a distributed iterative algorithm is proposed to obtain the optimal solutions of the scheme. Simulation studies are carried out to show the performance comparison between two modes as well as the system revenue improvement of the proposed scheme compared with a conventional scheme without a virtual price control factor. 展开更多
关键词 spectrum sharing noncooperative game theory Nash Equilibrium cognitive wireless networks
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Support Vector Regression Based Color Image Restoration in YUV Color Space 被引量:2
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作者 黎明 杨杰 苏中义 《Journal of Shanghai Jiaotong university(Science)》 EI 2010年第1期31-35,共5页
A support vector regression(SVR) based color image restoration algorithm is proposed.The test color images are firstly mapped into the YUV color space,and then SVR is applied to build up a theoretical model between th... A support vector regression(SVR) based color image restoration algorithm is proposed.The test color images are firstly mapped into the YUV color space,and then SVR is applied to build up a theoretical model between the degraded images and the original one.Performance comparisons of the proposed algorithm versus traditional filtering algorithms are given.Experimental results show that the proposed algorithm has better performance than traditional filtering algorithms and has less computation time than iterative blind deconvolution algorithm. 展开更多
关键词 color image restoration support vector regression (SVR) color space
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