Structural monitoring data repair based on a long short-term memory neural network.

As construction technology and project management develop, structural monitoring systems become increasingly important for ensuring large-span spatial structure safety during construction and operation. However, most of the sensors and monitoring equipment in monitoring systems are poorly serviced, resulting in frequent abnormal monitoring data, which directly leads to challenges in data analysis and structural safety assessment. In this paper, a structural response recovery method based on a long short-term memory (LSTM) neural network is proposed by studying the autocorrelation of data and the spatial correlations among data at multiple measurement points. The effectiveness and robustness of the proposed method are verified using the monitored stress data for a grid structure jacking construction process, and the influence of different data loss rates on the recovery accuracy is analysed. The recovery models are compared using a support vector machine and a Multi-Layer Perception (MLP) neural network. The proposed method can effectively restore missing data; notably, the MSE index is 0.6, and the MAPE is below 15%. The data restoration method based on the LSTM neural network is more accurate than the traditional method. Finally, the repair applicability of various types of monitored data is verified using the monitoring data from Hall F of Qingdao Jiao-dong International Airport under typhoon conditions.

Analysis of 120 cases of froracoscopic resection for pulmonary bullae / 中国基层医药

Objective To discuss the clinical efficacy of video-assisted thoracoscopic surgery(VATS)for bilateral bullous lung disease operation.Methods VATS procedures were performed on 120 patients with bilateral ballous lung disease.56 patients were operated in one-stage with traditional incision surgery.Results 120 patients were cured.The mean duration of chest drainage after surgery was 4.7 days.Postoperative complications occurred in 14 cases,including pulmonary edema,pneumothorax again respiratory failure and so on.The mean postoperative hospital stay was 14.5 days.The patients were followed up 1 to 60 months.Conclusion VATS is an effective and preferred method for bilateral bullous lung disease.compared with conventional open techniques for bilateral bullous lung disease,the advantages of VATS include shorter hospital stays,less postoperative pain and earlier return to work.

Comparison of video-assisted thoracoscopic and traditional thoracotomy surgery for the treatment of sharp injury hemopneumothorax / 中国基层医药

Objective To investigate the feasibility,advantage and clinical effect of video-assisted thoracoscopic in the treatment of sharp injury hemopneumothorax.Methods 53 cases in our hospital of sharp injury hemopneumothorax who need operation treatment were divided into the observation group (VATS group) and the control group(Open group),which were treated by Video-assisted thoracoscopic surgery and the traditional thoracotomy surgery respectively.The clinical effects,such as operative time,intraoperative blood loss,hospital stays,postoperative chest lead flow and so on were compared.Results The operation time,bleeding volume,length of hospital stay,postoperative chest lead flow and pleural drainage days have significant difference (all P ＜ 0.05).Conclusion VATS has shorter operative time,less intraoperative blood loss and quicker recovery after operation,which is a better and safer treatment of sharp injury hemopneumothorax and deserves further clinical application.