International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Open Access | Fully Refereed | Peer Reviewed

ISSN: 2319-7064




Downloads: 120

Research Paper | Mechanical Engineering | India | Volume 8 Issue 4, April 2019


Damage Detection in Single Tapered Rectangular Cross Section Cantilever Beam using Neural Networks based on Vibration Characteristics

Dr. Challa Jayaramulu


Abstract: This paper proposes the use of Artificial Neural Networks (ANN) for the detection of crack location and crack depth in wind turbine blades. Wind turbine blade is approximated by a laminated composite, cantilever tapered beam with a transverse open surface crack. Experimental results are taken from literature to validate the results obtained from the finite element software ANSYS. The numerical data obtained from (FEM) are then used to train a feed-forward back propagation neural network using Matlab. The simulation results show that the proposed Neural Network can precisely detect the crack location and crack depth.


Keywords: cantilever beam, neural networks, vibration, ANSYS


Edition: Volume 8 Issue 4, April 2019,


Pages: 1572 - 1575


How to Cite this Article?

Dr. Challa Jayaramulu, "Damage Detection in Single Tapered Rectangular Cross Section Cantilever Beam using Neural Networks based on Vibration Characteristics", International Journal of Science and Research (IJSR), https://www.ijsr.net/get_abstract.php?paper_id=ART20197404, Volume 8 Issue 4, April 2019, 1572 - 1575

How to Share this Article?

Enter Your Email Address


Similar Articles with Keyword 'cantilever beam'

Downloads: 114

Research Paper, Mechanical Engineering, India, Volume 4 Issue 7, July 2015

Pages: 970 - 973

Modeling and analysis of Compliant Cantilever Beam

Akshay Vidap, Dr. Bhagyesh Deshmukh

Share this Article

Downloads: 125

Research Paper, Mechanical Engineering, India, Volume 8 Issue 4, April 2019

Pages: 1576 - 1579

Damage Detection in Cantilever Beam

Dr Challa Jayaramulu

Share this Article

Similar Articles with Keyword 'neural networks'

Downloads: 105

Research Paper, Mechanical Engineering, India, Volume 3 Issue 5, May 2014

Pages: 1248 - 1252

Use of Artificial Neural Networks to Investigate the Surface Roughness in CNC Milling Machine

M. Vijay Kumar Reddy

Share this Article

Downloads: 125

Research Paper, Mechanical Engineering, India, Volume 8 Issue 4, April 2019

Pages: 1576 - 1579

Damage Detection in Cantilever Beam

Dr Challa Jayaramulu

Share this Article

Similar Articles with Keyword 'vibration'

Downloads: 3 | Monthly Hits: ⮙3

Case Studies, Mechanical Engineering, Indonesia, Volume 10 Issue 12, December 2021

Pages: 554 - 560

Bearing Vibration Analysis on Steam Turbine

Risal Abu, Afdal

Share this Article

Downloads: 4 | Monthly Hits: ⮙1

Research Paper, Mechanical Engineering, India, Volume 3 Issue 6, June 2014

Pages: 2247 - 2249

Vibration Analysis of Two wheeler Connecting Rod

Yeshwant Rao, B S Praveen Kumar

Share this Article

Similar Articles with Keyword 'ANSYS'

Downloads: 2

M.Tech / M.E / PhD Thesis, Mechanical Engineering, India, Volume 4 Issue 3, March 2015

Pages: 1426 - 1430

Modeling and Analysis of Human Liver by Using Finite Element Analysis

N. Kishore Kumar, K. Ashok Kumar Raju

Share this Article

Downloads: 3

Research Paper, Mechanical Engineering, China, Volume 10 Issue 4, April 2021

Pages: 977 - 980

Research and Development Research on Patella Lock Bone Plate Based on Finite Element Analysis

Chuntao Hou

Share this Article

Similar Articles with Keyword 'cantilever'

Downloads: 114

Research Paper, Mechanical Engineering, India, Volume 4 Issue 7, July 2015

Pages: 970 - 973

Modeling and analysis of Compliant Cantilever Beam

Akshay Vidap, Dr. Bhagyesh Deshmukh

Share this Article

Downloads: 125

Research Paper, Mechanical Engineering, India, Volume 8 Issue 4, April 2019

Pages: 1576 - 1579

Damage Detection in Cantilever Beam

Dr Challa Jayaramulu

Share this Article

Similar Articles with Keyword 'beam'

Downloads: 73

Research Paper, Mechanical Engineering, Albania, Volume 9 Issue 11, November 2020

Pages: 1375 - 1380

Active Chilled Beam (ACB) System, Solution with the Best Economic Life of High-Rise Buildings with High Thermal Mass and Low Cooling Capacity Load

Ramadan Alushaj, Flamur Bidaj

Share this Article

Downloads: 100

Research Paper, Mechanical Engineering, India, Volume 6 Issue 9, September 2017

Pages: 913 - 916

Pulsed Laser Micro Polishing of Metals Using Dual-Beam Technology

Lagad Rahul Anil, Dr. Ashwini Kumar

Share this Article

Similar Articles with Keyword 'neural'

Downloads: 105

Research Paper, Mechanical Engineering, India, Volume 3 Issue 5, May 2014

Pages: 1248 - 1252

Use of Artificial Neural Networks to Investigate the Surface Roughness in CNC Milling Machine

M. Vijay Kumar Reddy

Share this Article

Downloads: 107

M.Tech / M.E / PhD Thesis, Mechanical Engineering, India, Volume 4 Issue 10, October 2015

Pages: 2148 - 2152

Fault Diagnosis Method for Mechanical Rotor Systems using ANN

Deepak Nath V P, A K Saha

Share this Article

Similar Articles with Keyword 'networks'

Downloads: 105

Research Paper, Mechanical Engineering, India, Volume 3 Issue 5, May 2014

Pages: 1248 - 1252

Use of Artificial Neural Networks to Investigate the Surface Roughness in CNC Milling Machine

M. Vijay Kumar Reddy

Share this Article

Downloads: 117

Research Paper, Mechanical Engineering, India, Volume 4 Issue 5, May 2015

Pages: 1892 - 1895

Investigation of Mechanical Behavior of Ultra Light Weight Nano Composite for Aero-Crafts

S. Gajalakshmi, K. Sriram

Share this Article
Top