基于infoGAN的工业加热炉温度场预测方法  

The infoGAN-based Temperature Field Prediction Method for Industrial Heating Furnace

作　　者：孙全胜 SUN Quan-sheng(Equipment Institute,Sinopec Tianjin Branch Co.)

机构地区：[1]中石化股份公司天津分公司装备研究院

出　　处：《化工自动化及仪表》2022年第3期301-307,共7页Control and Instruments in Chemical Industry

摘　　要：针对工业加热炉温场不均、炉管局部超温将会导致安全事故,而借助CCD成像的在线温场可视化预测系统价格高的现状,提出采取在扩张通道模型上建立基于互信息生成对抗网络的温度场预测模型,最终使用Matlab软件对模型的输出结果进行可视化,实现加热炉三维温场的在线预测,给优化操作建议和操作预警提供指导。The temperature field’s uneven distribution of the industrial heating furnace and the furnace tube’s local overtemperature may result in accidents.The CCD imaging-based online temperature field visualization system was designed and basing on the mutual information generative adversarial network adopted,a expanded channel model-based temperature field prediction model was established,and Matlab software was adopted to visualize output results of the model so as to realize online prediction of three-dimensional temperature field of the heating furnace and to provide the guidance for optimizing operational recommendation and operation early-warning.

关 键 词：在线预测 三维温场 工业加热炉 infoGAN WGAN Matlab可视化 

分 类 号：TP273[自动化与计算机技术—检测技术与自动化装置]