自动化与仪器仪表2024,Issue(1) :218-222.DOI:10.14016/j.cnki.1001-9227.2024.01.218

可移动式油水分离智能监测系统设计

Research on application of short video recommendation model based on collaborative filtering algorithm

李洋 史昊天 韩利 丁宁 梅开涛 张莉英 王成龙
自动化与仪器仪表2024,Issue(1) :218-222.DOI:10.14016/j.cnki.1001-9227.2024.01.218

可移动式油水分离智能监测系统设计

Research on application of short video recommendation model based on collaborative filtering algorithm

李洋 1史昊天 2韩利 3丁宁 4梅开涛 1张莉英 2王成龙2
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作者信息

  • 1. 国网宁夏电力有限公司宁东供电公司,银川 750411
  • 2. 北华航天工业学院,河北廊坊 065000
  • 3. 国网宁夏电力有限公司电力科学研究院,银川 750011
  • 4. 国网宁夏电力有限公司超高压公司,银川 750011
  • 折叠

摘要

为解决实现电力系统带来的油污染问题,提出一种可移动式油水分离智能系统,以缓解油水混合排放带来的污染问题.研究主要对油水分离装置进行了系统设计,其中包括控制模块和数据采集模块的设计,并对数据采集系统中所使用的传感器进行了优化设计.实验结果表明,设计的介质传感器在油水分离系统中进行数据采集能够保持较高的精度,传感器的灵敏度为4%;使用设计的可移动式油水分离系统进行油水分离测试时,能够始终保持系统含水率在正常范围内,且波动保持在1%以内,性能稳定.综上,本研究设计的可移动式油水分离系统能够实现效果良好的油水分离,能够帮助电力系统大大减少排放溶液中的油浓度,实现减少污染的目的,具有一点实际应用价值.

Abstract

In order to further improve the video recommendation effect of short video platform,a short video recommendation sys-tem is constructed based on collaborative filtering algorithm.Among them,singular value decomposition(SVD)and penalty are intro-duced to optimize the traditional collaborative filtering algorithm,and the performance of the algorithm is improved to some extent.The experimental results show that,compared with the traditional collaborative filtering algorithm,the improved collaborative filtering algorithm proposed in this study has better performance,and the RMSE value of the algorithm result is only 0.948;Compared with the traditional recommendation model,the short video recommendation model proposed in this study based on the improved collaborative filtering algorithm can more accurately predict the user's video score,and then can more accurately recommend short videos that meet the user's preferences.The above conclusions show that using the recommendation model proposed in this study can achieve better recommendation effect,and can recommend videos more in line with users'preferences,which has certain practical application val-ue.

关键词

混合液分离/系统控制/数据采集/介质传感器

Key words

short video platform/recommended algorithm/collaborative filtering algorithm

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基金项目

国家电网宁夏电力公司科技项目(2022)(5229ND220003)

出版年

2024
自动化与仪器仪表
重庆工业自动化仪表研究所,重庆市自动化与仪器仪表学会

自动化与仪器仪表

CSTPCD
影响因子:0.327
ISSN:1001-9227
参考文献量14
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