Vibration based fault diagnosis of monoblock centrifugal pump using decision tree. - N. R. Sakthivel; V. Sugumaran; S. Babu Devasenapati (Expert Syst. Appl., 2010)

Application of Support Vector Machine (SVM) and Proximal Support Vector Machine (PSVM) for fault classification of monoblock centrifugal pump. - N. R. Sakthivel; V. Sugumaran; Binoy B. Nair (Int. J. Data Anal. Tech. Strateg., 2010)

Evaluation of expert system for condition monitoring of a single point cutting tool using principle component analysis and decision tree algorithm. - M. Elangovan; S. Babu Devasenapati; N. R. Sakthivel; K. I. Ramachandran (Expert Syst. Appl., 2011)

A method for calculation of optimum data size and bin size of histogram features in fault diagnosis of mono-block centrifugal pump. - V. Indira; R. Vasanthakumari; N. R. Sakthivel; V. Sugumaran (Expert Syst. Appl., 2011)

Multi component fault diagnosis of rotational mechanical system based on decision tree and support vector machine. - M. Saimurugan; K. I. Ramachandran; V. Sugumaran; N. R. Sakthivel (Expert Syst. Appl., 2011)

Determination of sample size using power analysis and optimum bin size of histogram features. - V. Indira; R. Vasanthakumari; N. R. Sakthivel; V. Sugumaran (Int. J. Data Anal. Tech. Strateg., 2011)

Wavelet decomposition and support vector machine for fault diagnosis of monoblock centrifugal pump. - V. Muralidharan; V. Sugumaran; N. R. Sakthivel (Int. J. Data Anal. Tech. Strateg., 2011)

Decision support system using artificial immune recognition system for fault classification of centrifugal pump. - N. R. Sakthivel; Binoy B. Nair; V. Sugumaran; Rajakumar S. Rai (Int. J. Data Anal. Tech. Strateg., 2011)

Use of histogram features for decision tree-based fault diagnosis of monoblock centrifugal pump. - N. R. Sakthivel; V. Indira; Binoy B. Nair; V. Sugumaran (Int. J. Granul. Comput. Rough Sets Intell. Syst., 2011)

Soft computing approach to fault diagnosis of centrifugal pump. - N. R. Sakthivel; Binoy B. Nair; V. Sugumaran (Appl. Soft Comput., 2012)

Automatic rule learning using roughset for fuzzy classifier in fault categorization of mono-block centrifugal pump. - N. R. Sakthivel; V. Sugumaran; Binoy B. Nair (Appl. Soft Comput., 2012)

Application of standalone system and hybrid system for fault diagnosis of centrifugal pump using time domain signals and statistical features. - N. R. Sakthivel; Binoy B. Nair; V. Sugumaran; Rajakumar S. Roy (Int. J. Data Min. Model. Manag., 2012)

Clustering stock price time series data to generate stock trading recommendations: An empirical study. - Binoy B. Nair; P. K. Saravana Kumar; N. R. Sakthivel; U. Vipin (Expert Syst. Appl., 2017)

Chatter prediction in boring process using machine learning technique. - S. Saravanamurugan; S. Thiyagu; N. R. Sakthivel; Binoy B. Nair (Int. J. Manuf. Res., 2017)

Robotic Hand Rehabilitation System. - Dineshkumar; N. R. Sakthivel; Binoy B. Nair (CoRR, 2021)

Machine Learning Approaches for Fault Detection in Internal Combustion Engines: A Review and Experimental Investigation. - A. Srinivaas; N. R. Sakthivel; Binoy B. Nair (Informatics, 2025)