Crack prediction in beam-like structure using ANN based on frequency analysis

نویسندگان

چکیده

The dynamic experimental and numerical analysis of cracked beams has been studied with the aim quantifying influence depth crack on response steel beams. Artificial Neural Method ANN used where a simulation was improved in Matlab. A finite element model also developed by using Ansys software, obtained results were compared exact length. study takes into account different hidden layer values order to determine sensitivity predicted depth. show that beam (frequencies) is strongly related which significantly affects behavior, especially when very deep allows us identify lower computational time. Based provided results, we can detect effect size affect results.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Secondary Structure Prediction Using ANN Learning

This paper presents two methods for predicting the secondary structure of proteins based on artificial neural network learning. Two variations of NN learning rule are employed using feedforward backpropogation architecture for predicting secondary structure of proteins from their promary sequences of amino acids. About 500 sequences and more than 10000 patterns were trained with variable size o...

متن کامل

Performance Analysis of Web Applications Working on Cloud Environment Using Workload Prediction Model Based on ANN

loud computing is good fit for deployment of different applications but workload and instances requirement will vary depending upon type of applications. Workload estimation of cloud computing is tedious task. In cloud computing number of instances of cloud need to be reserved based on certain parameters. If these instance are under estimated then performance of system will reduce and if over e...

متن کامل

Effect of Bed and Crack on the Natural Frequency for the Timoshenko Beam Using Finite Element Method

In this study, the natural frequencies and mode shapes of beams without cracks and cracked Timoshenko beams is calculated with different boundary conditions using finite element method. The energy method is used to solve the equations. Hardness and softness matrices for Timoshenko beam without crack are obtained by solving the potential and kinetic energy equations. Then for investigation of cr...

متن کامل

CRACK DETECTION IN CONCRETE BEAM USING OPTIMIZATION METHOD

Structural damage detection is a field that has attracted a great interest in the scientific community in recent years. Most of these studies use dynamic analysis data of the beams as a diagnostic tool for damage. In this paper, a massless rotational spring was used to represent the cracked sections of beams and the natural frequencies and mode shape were obtained. For calculation of rotational...

متن کامل

Damage Detection in Beam-like Structures using Finite Volume Method

In this paper the damage location in beam like-structure is determined using static and dynamic data obtained using finite volume method. The change of static and dynamic displacement due to damage is used to establish an indicator for determining the damage location. In order to assess the robustness of the proposed method for structural damage detection, three test examples including a static...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Fracture and Structural Integrity

سال: 2021

ISSN: ['1971-8993']

DOI: https://doi.org/10.3221/igf-esis.59.02