Real-time online monitoring system of underground equipment and monitoring method thereof

The invention relates to the field of new-generation information technology, and particularly discloses a real-time online monitoring system of underground equipment and a monitoring method of the real-time online monitoring system. Image analysis is carried out on a coal ash ball array produced by a coal ash ball manufacturing machine through a convolutional neural network model based on an artificial intelligence technology; the performance of the pulverized coal ball manufacturing machine is monitored online in real time by analyzing whether the uniformity and the consistency of all the pulverized coal balls in the pulverized coal ball array meet preset requirements or not. 本申请涉及新一代信息技术的领域，其具体地公开了一种井下设备的实时在线监控系统及其监控方法，其通过基于人工智能技术的卷积神经网络模型对由粉煤球制造机生产的粉煤灰球阵列进行图像分析，以通过分析所述粉煤灰球阵列中各个粉煤灰球的均匀性和一致性是否满足预设要求来对所述粉煤球制造机的性能进行实时在线监测。