Interaction of Quay Walls and Random Waves Using ArtificialNeural Network
محل انتشار: چهاردهمین کنگره ملی مهندسی عمران
سال انتشار: 1403
نوع سند: مقاله کنفرانسی
زبان: انگلیسی
مشاهده: 123
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شناسه ملی سند علمی:
NCCE14_201
تاریخ نمایه سازی: 25 مهر 1403
چکیده مقاله:
Quay walls serve as crucial protective structures against wave-induced forces in coastal regions. To studywave-structure interaction efficiently, physical models are often employed due to the random nature ofwave behavior. This study aims to investigate the behavior of quay walls under random waves usingexperimental methods. The study utilizes vertically shaped walls and subjects them to sea random wavesfollowing the JONSWAP spectrum. Built-in sensors measure surface level and wall strain values. Aneural network model employing the feed-forward method with the backpropagation algorithm isdeveloped to analyze the time series data. The model exhibits high coefficients of determination duringtraining and verification, indicating excellent performance.
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نویسندگان
Ramin Vafaei Poursorkhabi
Assistant Professor, Department of Civil Engineering, Tabriz Branch, Islamic Azad University, Tabriz, Iran۲Robotics & Soft Technologies Research Center, Tabriz Branch, Islamic Azad University, Tabriz, Iran
Alireza Naseri
Assistant Professor, Department of Civil Engineering, Tabriz Branch, Islamic Azad University, Tabriz, Iran۲Robotics & Soft Technologies Research Center, Tabriz Branch, Islamic Azad University, Tabriz, Iran
Mortaza Abbaszadeh
Robotics & Soft Technologies Research Center, Tabriz Branch, Islamic Azad University, Tabriz, Iran