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水泥技术, 2025, 1(5): 31-36    doi: 10.19698/j.cnki.1001-6171.20255031
  数字智能 本期目录 | 过刊浏览 | 高级检索 |
智能运行系统在水泥窑余热电站的应用研究
中材节能股份有限公司,天津  300400
Research on the Application of Intelligent Operation System in Waste Heat Power Plant of Cement Kiln
Sinoma Energy Conservation Co., Ltd. , Tianjin 300400, China
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摘要 为推动余热电站智能化水平,不断更新现有技术系统,本文基于现有的DCS控制系统和MES生产管理系统,搭建了余热电站新型智能运行系统硬件框架,打通了数据全流程应用;以余热电站运行逻辑和电站运行人员操作规程为基础,提出了采集分析数据方法;通过构建知识图谱并结合神经网络模型,建立了基于数据清洗和预处理的智能运行模型样本库;使用数据集训练使模型不断迭代优化,进而运用辅助决策平台进行实践检验,实现了余热电站无人值守的智能自主运行,提高了运行效率,降低了运行成本。
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陈宝阔
刘世忠
贺伯君
张超
余国彦
关键词:  余热电站  智能运行系统  知识图谱  模型训练  智能化    
Abstract: To promote the intelligence level of waste heat power plants, and continuously update existing technological systems, the paper attempt to build a new hardware framework for intelligent operation systems based on existing DCS and MES systems, and integrate the entire data process, collect and analyze data based on the operation logic of waste heat power plants and the operating procedures of power plant operators. By combining knowledge graphs with neural network models, a data-driven intelligent operation technology model is established. Through training and iterative optimization, an auxiliary decision-making platform is used for practical testing, ultimately achieving the goal of replacing manual operation or expert systems. Efforts are made to build a fourth generation waste heat power plant operation technology system, and achieve intelligent autonomous operation of waste heat power plants, and improve operational efficiency, and reduce operating costs.
Key words:  waste heat power plant    intelligent operation system    knowledge graph    model training    intelligence
收稿日期:  2025-01-09                出版日期:  2025-09-25      发布日期:  2025-09-22      整期出版日期:  2025-09-25
ZTFLH:  TQ172  
  TQ172.625.9  
作者简介:  陈宝阔(1986—),男,硕士,高级工程师,主要从事余热电站数字化与智能化设计与研究。E-mail:chenbaokuo@sinoma-ec.cn
引用本文:    
陈宝阔, 刘世忠, 贺伯君, 张超, 余国彦. 智能运行系统在水泥窑余热电站的应用研究[J]. 水泥技术, 2025, 1(5): 31-36.
CHEN Baokuo, LIU Shizhong, HE Bojun, ZHANG Chao, YU Guoyan. Research on the Application of Intelligent Operation System in Waste Heat Power Plant of Cement Kiln. Cement Technology, 2025, 1(5): 31-36.
链接本文:  
http://www.cemteck.com/CN/10.19698/j.cnki.1001-6171.20255031  或          http://www.cemteck.com/CN/Y2025/V1/I5/31
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