Application ofArtificial Neural Networking for Determining the Plane of Vibration in Rotating System

Arka Sen, Manik Chandra Majumder, Sumit Mukhopadhyay, Robin Kumar Biswas, Subhadeep Roy
2017 IOSR Journal of Mechanical and Civil Engineering  
In this paper a new approach for Artificial Neural Networking using Feed Forward Back Propagation Method and Levenberg-Marquardt backpropagation training function has been developed using Java Programming, where by directly feeding the RMS and Phase values of vibration, the unbalance plane can be detected with minimum error. In a Machine Fault Simulator RMS value and phase values of vibrations are collected from the four accelerometers placed in X and Y direction of Left and Right Bearings
more » ... her these data are fed into the neural network for training purpose. In the testing phase of the neural network, the plane of vibration has been determined using different training algorithms available in MATLAB. Their prediction values have been compared with the actual value, errors for different training algorithms are calculated and a conclusion has been drawn for the best training function available for this current research work.
doi:10.9790/1684-1401052335 fatcat:r5vzjvne7zbynooh3lqhhphhje