K. I. Ramachandran

Professor

Centre for Excellence in Computational Engineering
and Networking

Amrita Vishwa Vidyapeetham



Research Interests

  • Computational Methods for Solids and Fluids
  • Vibration Analysis, Monitoring and control
  • Fault Diagnosis and Machine Learning
  • Molecular Simulation
  • Biomechanics, Biomedical Signal and Image Processing

Books Published

  • K. P. Soman and K. I. Ramachandran, Insight into Wavelets – From Theory to Practice, Second Edition, Prentice-Hall India, June 2005.

  • K. I. Ramachandran, Deepa Gopakular and P. K. Krishnan Namboori, Computational Chemistry and Molecular Modeling- Principles and Applications, Springer, 2008.

Recent Publications in Journals and Conferences

  • S. Babu Devasenapati, V. Sugumaran, K. I. Ramachandran, Misfire Identification in A Four-Stroke Four-Cylinder Petrol Engine Using Decision Tree, Expert Systems with Applications, Volume 37 , Issue 3 (March 2010), Pages: 2150-2160.

  • M. Elangovan, K. I. Ramachandran and V. Sugumaran, Studies on Bayes classifier for Condition Monitoring of Single Point Carbide Tipped Tool based on Statistical and Histogram Features, Expert Systems with Applications, Volume 37, Issue 3 (March 2010), Pages: 2059-2065.

  • N. Narayana Pillai and K. I. Ramachandran, Generalized Dimensional Analysis - A Simplification, International Journal of Applied Engineering Research, Volume 5 Number 16 (2010) pp. 2763–2774.

  • N. Saravanan, V. N. S. Kumar Siddabattuni and K. I. Ramachandran, Static and Dynamic Analysis of Asymmetric Bevel Gears using Finite Element Method, International Journal of Applied Engineering Research, Volume 4, Number 5 May (2009), pp. 645-664.

  • 5. V. Sugumaran and K. I. Ramachandran, Wavelet Selection Using Decision Tree for Fault Diagnosis of Roller Bearings, International Journal of Applied Engineering Research, Volume 4, Number 2 February (2009), pp. 201-225.

  • S. Babu Devasenapati, V. Sugumaran, K. I. Ramachandran, Misfire Identification in a Four-stroke Four-cylinder Petrol Engine using Decision Tree, Expert Systems with Applications, In Press, Corrected Proof, Available Online August 6, 2009.

  • M. Elangovan, K. I. Ramachandran, V. Sugumaran, Studies on Bayes Classifier for Condition Monitoring of Single Point Carbide Tipped Tool based on Statistical and Histogram Features, Expert Systems with Applications, In Press, Corrected Proof, Available online 8 July 2009.

  • N. Saravanan, V. N. S. Kumar Siddabattuni, K. I. Ramachandran, Fault diagnosis of Spur Bevel Gear Box using Artificial Neural Network (ANN), and Proximal Support Vector Machine (PSVM),Applied Soft Computing, In Press, Corrected Proof, Available online August 8, 2009.

  • N. Saravanan, V. N. S. Kumar Siddabattuni, K. I. Ramachandran, A Comparative Study on Classification of Features by SVM and PSVM Extracted using Morlet Wavelet for Fault Diagnosis of Spur Bevel Gear Box, Expert Systems with Applications, Volume 35, Issue 3, October 2008, Pages 1351-1366.

  • N. Saravanan, S. Cholairajan, K. I. Ramachandran, Vibration-based Fault Diagnosis of Spur Bevel Gear Box using Fuzzy Technique, Expert Systems with Applications, Volume 36, Issue 2, Part 2, March 2009, Pages 3119-3135.

  • N. Saravanan, K. I. Ramachandran, A Case Study on Classification of Features by Fast Single-shot Multiclass PSVM using Morlet Wavelet for Fault Diagnosis of Spur Bevel Gear Box, Expert Systems with Applications, Volume 36, Issue 8, October 2009, Pages 10854-10862.

  • N. Saravanan, K. I. Ramachandran, Fault Diagnosis of Spur Bevel Gear Box using Discrete Wavelet Features and Decision Tree Classification, Expert Systems with Applications, Volume 36, Issue 5, July 2009, Pages 9564-9573.

  • V. Sugumaran, G. R. Sabareesh, K. I. Ramachandran, Fault Diagnostics of Roller Bearing using Kernel based Neighborhood Score Multi-class Support Vector Machine, Expert Systems with Applications, Volume 34, Issue 4, May 2008, Pages 3090-3098.

  • V. Sugumaran, V. Muralidharan, K. I. Ramachandran, Feature Selection using Decision Tree and Classification through Proximal Support Vector Machine for Fault Diagnostics of Roller Bearing, Mechanical Systems and Signal Processing, Volume 21, Issue 2, February 2007, Pages 930-942.

  • V. Sugumaran, K. I. Ramachandran, Automatic Rule Learning using Decision Tree for Fuzzy Classifier in Fault Diagnosis of Roller Bearing, Mechanical Systems and Signal Processing, Volume 21, Issue 5, July 2007, Pages 2237-2247.

  • V. Sugumaran, G. R. Sabareesh, K. I. Ramachandran, Fault Diagnosis of Taper Roller Bearing through Histogram Features and Proximal Support Vector Machines, IEEE Conference ICSIP 2006, B V Bhoomaraddi college of Engineering and Technology, Hubli.

  • V. Sugumaran, Sachin Kulkarni, K. I. Ramachandran, Fault Diagnostics of Roller Bearing using Single-shot Multi-class Support Vector Machine, ICIT 2006, IISc, Bangalore.

  • N. Saravanan, V. N. S. Kumar Siddabattuni and K. I. Ramachandran, Finite Element Analysis of Spur gears with Asymmetric Profile, CAE 2007, December 13-15 2007, IIT Madars.

  • N. Saravanan, V. N.S. Kumar Siddabattuni and K.I.Ramachandran, Classification of Gear Box Faults by Method of MSVM, International Conference of Artificial Intelligence, Coimbatore Institute of Technology, Coimbatore, August 17-19, 2007.

  • Babu Devasenapati.S, Ramachandran.K.I and Sugumaran.V, Evaluation of Statistical and Histogram Features for Misfire Detection in a Four Stroke Petrol Engine using Support Vector Machines, World Conference on Soft Computing in Industrial Applications 2008.