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基于云平台的工业用电分析与预测 被引量:2
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作者 王宏飞 周鑫 +2 位作者 徐哲壮 张士杰 夏玉雄 《电气技术》 2020年第12期6-11,共6页
用电分析和预测对于工业企业的能源管理具有重要意义。现有工业用电分析与预测方法大多局限于离线本地计算,数据导入和导出等步骤仍需要人工操作,存在效率低和实时性差等问题。针对此问题,本文基于某工业企业用电数据采集系统获取的工... 用电分析和预测对于工业企业的能源管理具有重要意义。现有工业用电分析与预测方法大多局限于离线本地计算,数据导入和导出等步骤仍需要人工操作,存在效率低和实时性差等问题。针对此问题,本文基于某工业企业用电数据采集系统获取的工业用电数据,在阿里云平台上实现了实时数据导入,并对影响工业用电的主要因素进行了特征分析,进而采用梯度提升决策树回归算法构建了该工业企业的工业用电预测模型,并与支持向量回归机和线性回归算法进行对比,证明了梯度提升决策树回归算法具有更好的预测效果。本文还对云平台的数据同步时间和算法计算时间进行了统计分析,证明了基于云平台的工业用电分析与预测具有更好的效率和实时性。 展开更多
关键词 工业用电分析 预测 云平台 机器学习
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Analysis and Application of Variable Conductance Heat Pipe Air Preheater 被引量:1
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作者 Chengming Shi Yang Wang Quan Liao Ying Yang 《Journal of Thermal Science》 SCIE EI CAS CSCD 2011年第3期248-253,共6页
The heat transfer analysis of variable conductance heat pipe air preheater was carried out. The temperature trans-fer matrix was obtained for the air preheater that comprises several discrete heat transfer units with ... The heat transfer analysis of variable conductance heat pipe air preheater was carried out. The temperature trans-fer matrix was obtained for the air preheater that comprises several discrete heat transfer units with same or different heat transfer surface area in a parallel or counter flow mode. By using the temperature transfer matrix, the outlet fluid temperatures could be easily calculated for a given air preheater and inlet fluid temperatures. The active length of condenser in a variable conductance heat pipe is determined according to the flat interface model. With the same initial conditions, the comparisons between variable conductance heat-pipe air preheater and regular heat pipe air preheater has been analyzed and tested in terms of heat pipe wall temperature, heat transfer surface area and outlet fluid temperatures. Based on the real industrial applications, it has been confirmed that the variable conductance heat pipe air preheater has excellent performance of anti-corrosion and anti-ash-deposition especially at the variable working condition and the sulfur coal (5%-6% mass fraction of sulfur) condition. 展开更多
关键词 variable conductance heat pipe air preheater ANTI-CORROSION anti-ash deposition
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