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基于高斯受限玻尔兹曼机的工业产品质量智能异常检测 被引量:2
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作者 黄聪 农英雄 张毅 《工业工程》 北大核心 2022年第6期152-159,共8页
为了提升基于复杂数据特征的工业产品质量异常检测性能,利用高斯受限玻尔兹曼机在高维数据非线性建模和计算复杂性上的综合优势,提出一种智能异常检测方法FE-GRBM。利用GRBM模型中自由能量与边缘概率自然对数的数学关系,设计基于自由能... 为了提升基于复杂数据特征的工业产品质量异常检测性能,利用高斯受限玻尔兹曼机在高维数据非线性建模和计算复杂性上的综合优势,提出一种智能异常检测方法FE-GRBM。利用GRBM模型中自由能量与边缘概率自然对数的数学关系,设计基于自由能量的模型训练及检测策略。通过真实烟支成品质量检测案例开展实验验证。结果显示,FE-GRBM平均性能高于3个传统方法最高分0.29,高于RE-GRBM 0.04,验证了方法的有效性和优越性。 展开更多
关键词 异常检测 受限玻尔兹曼机 自由能量函数 质量检测 烟支产品
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A Free Surface Frequency Domain Green Function with Viscous Dissipation and Partial Reflections from Side Walls 被引量:2
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作者 Hongde Qin Jing Shen Xiaobo Chen 《Journal of Marine Science and Application》 2011年第3期259-264,共6页
The free-surface Green function method is widely used in solving the radiation or diffraction problems caused by a ship or ocean structure oscillating on the waves. In the context of inviscid potential flow, hydrodyna... The free-surface Green function method is widely used in solving the radiation or diffraction problems caused by a ship or ocean structure oscillating on the waves. In the context of inviscid potential flow, hydrodynamic problems such as multi-body interaction and tank side wall effect cannot be properly dealt with based on the traditional free-surface frequency domain Green function method, in which the water viscosity is omitted and the energy dissipation effect is absent. In this paper, an open-sea Green function with viscous dissipation was presented within the theory ofvisco-potential flow. Then the tank Green function with a partial reflection from the side walls in wave tanks was formulated as a formal sum of open-sea Green functions representing the infinite images between two parallel side walls of the source in the tank. The new far-field characteristics of the tank Green function is vitally important fur improving the validity of side-wall effects evaluation, which can be used in supervising the tank model tests. 展开更多
关键词 Green function viscous dissipation side wall effect partial reflection
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