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Deep learning model for estimating the mechanical properties of concrete containing silica fume exposed to high temperatures

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Frontiers of Structural and Civil Engineering 2020年第6期14卷 1316-1330页

作者： Harun TANYILDIZI Abdulkadir SENGUR yaman.akbulut Murat SAHtNa Faculty of Technology Department of Civil EngineeringFirat UniversityElazig 23100Turkey Faculty of Technology Department of Electrical-Electronics EngineeringFir at UniversityElazig 23100Turkey

In this study,the deep learning models for estimating the mechanical properties of concrete containing silica fume subjected to high temperatures were *** fume was used at concentrations of 0%,5%,10%,and 20%.Cube specimens(100 mm×100 mm×100 mm)were prepared for testing the compressive strength and ultrasonic pulse *** were cured at 20℃zb2℃ in a standard cure for 7,28,and 90 *** curing,they were subjected to temperatures of 20℃,200℃,400℃,600℃,and 800℃.Two well-known deep learning approaches,i.e.,stacked autoencoders and long short-term memory(LSTM)networks,were used for forecasting the compressive strength and ultrasonic pulse velocity of concrete containing silica fume subjected to high *** forecasting experiments were carried out using MATLAB deep learning and neural network tools,*** statistical measures were used to validate the prediction performances of both the *** study found that the LSTM network achieved better results than the stacked *** addition,this study found that deep learning,which has a very good prediction ability with little experimental data,was a convenient method for civil engineering.

关键词： concrete high temperature strength properties deep learning stacked auto-encoders LSTM network

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Autoimmune hepatitis and liver transplantation:Indications,and recurrent and de novo autoimmune hepatitis

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World Journal of Transplantation 2022年第3期12卷 59-64页

作者： Murat Harputluoglu Ali Riza Caliskan Sami akbulut Department of Gastroenterology and Transplant Hepatology Inonu University Faculty of MedicineMalatya 44280Turkey Department of Gastroenterology Adiyaman Education and Research HospitalAdıyaman 04120Turkey Liver Transplant Institute Inonu UniversityMalatya 44280Turkey

Autoimmune hepatitis is a chronic inflammatory disease of the liver that is characterized by circulating autoantibodies and elevated serum globulin *** transplantation may be required for patients with acute liver failure,decompensated cirrhosis,and hepatocellular *** is defined as development of the same disease in the allograft following liver *** hepatitis recurs in 36%-68%of the recipients 5 years after liver *** novo autoimmune hepatitis is the development of autoimmune hepatitis like clinical and laboratory characteristics in patients who had undergone liver transplantation for causes other than autoimmune *** work up for recurrent and de novo autoimmune hepatitis is similar to the diagnosis of the original disease,and it is usually ***(lo)ne with or without azathioprine is the main treatment for recurrent and de novo autoimmune *** diagnosis and treatment are vital for patient prognosis because de novo autoimmune hepatitis and recurrent autoimmune hepatitis cause graft loss and result in subsequent retransplantation if medical treatment fails.

关键词： Liver transplantation Autoimmune hepatitis Recurrence autoimmune hepatitis De novo autoimmune hepatitis

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