|
|
Personal Details
|
|
| Name | Dr Vinay Vakharia |
| Designation | Assistant Professor |
| Department | Mechanical, School of Technology |
| Email | Vinay.Vakharia@sot.pdpu.ac.in |
|
|
Educational Qualifications
|
| Ph.D (Vibration and Fault Diagnosis, PDPM IIITDM Jabalpur), 2015 |
|
|
Professional Affiliation
|
| IIT Indore, NIT Kurukshetra |
|
|
Awards
|
| SHODH Award for Mr Uttam Vyas (Ph.D. Scholar) |
|
|
|
Publications / Articles / Conference
|
| Articles/Chapters Published in the books |
| 'Prediction of Remaining Useful Life (RUL) of Bearing Using Exponential Degradation Model', Recent Advancements in Mechanical Engineering, 978-981-19-3266-3, pp. 439–447, sep 2022 |
| 'Bearing Fault Identification of Augmented Grayscaled Textured Images Using K-Nearest Neighbor', Recent Advancements in Mechanical Engineering, 978-981-19-3266-3, pp. 637–647, sep 2022 |
| 'Prediction of coronary artery disease using logistic regression', Artificial Intelligence for Signal Processing and Wireless Communication, 9783110734652, pp. 149-158, jul 2022 |
| 'Analysis of acoustic emission for milling operation using artificial neural networks', Artificial Intelligence for Signal Processing and Wireless Communication, 9783110734652, pp. 203-220, jul 2022 |
| 'Nonlinear Dynamic Analysis of Ball Bearings Due to Varying Number of Balls and Centrifugal Force', Mechanism and Machine Science 21 Springer, 978-3-319-06589-2, pp. 1831-1840, may 2015 |
|
| Published Papers in Journals |
| 'Experimental investigation and validation of ultrasound-assisted extractive/oxidative desulfurization of oil using environmentally benign ionic liquid', Experimental investigation and validation of ultrasound-assisted extractive/oxidative desulfurization of oil using environmentally benign ionic liquid, pp. 512-523, Oct 2022 |
| 'Fault Identification of Ball Bearings using Fast Walsh Hadamard Transform, LASSO Feature Selection, and Random Forest Classifier', FME Transactions, pp. 202-210, jan 2022 |
| 'Experimental investigations and prediction of WEDMed surface of nitinol SMA using SinGAN and DenseNet deep learning model', Journal of Materials Research and Technology, pp. doi.org/10.1016/j.jmrt.2022.02.093, feb 2022 |
| 'Bandgap prediction of metal halide perovskites using regression machine learning models', Physics Letters A, pp. doi.org/10.1016/j.physleta.2021.127800, jan 2022 |
| 'A Comparative Study to Predict Bearing Degradation Using Discrete Wavelet Transform (DWT), Tabular Generative Adversarial Networks (TGAN) and Machine Learning Models ', Machines, pp. https://doi.org/10.3390/machines10030176, feb 2022 |
| 'Tool wear prediction in face milling of stainless steel using singular generative adversarial network and LSTM deep learning models', The International Journal of Advanced Manufacturing Technology , pp. 723–736, jul 2022 |
| 'Fault severity classification of ball bearing using SinGAN and deep convolutional neural network ', Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science, pp. https://doi.org/10.1177/09544062211043132, Dec 2021 |
| 'Surface Roughness Prediction of Machined Components Using Gray Level Co-occurrence Matrix and Bagging Tree', FME Transactions , pp. 468-475 , mar 2020 |
| 'Modeling and prediction of surface roughness using multiple regressions: A noncontact approach', Engineering Reports, pp. 1-15, feb 2020 |
| 'Indian Journal of Engineering & Materials SciencesVol. 27, August 2020, pp. 878-888Diagnosis of bearing faults using multi fusion signal processing techniques and mutual information', Indian Journal of Engineering & Materials Science, pp. 878-888, aug 2020 |
| 'Modeling and Prediction of Freight Delivery for Blocked and Unblocked Street Using Machine Learning Techniques', Transportation Research Procedia, pp. 555-561, sep 2020 |
| 'Texture Classification of Machined Surfaces Using Image Processing and Machine Learning Techniques', FME Transactions, pp. 1-7, may 2019 |
| 'Modeling and Prediction of Freight Delivery for Blocked and Unblocked Conditions Using Machine Learning Techniques', Transportation Research Procedia, pp. 1-7, may 2019 |
| 'Prediction and validation of alternative fillers used in micro surfacing mix-design using machine learning techniques', Construction and Building Materials, pp. 519-527, may 2019 |
| 'Prediction of compressive strength and portland cement composition using cross-validation and feature ranking techniques', Construction and Building Materials, pp. 292-301, Nov 2019 |
| 'Tool wear rate prediction using discrete wavelet transform and K-Star algorithm', Life Cycle Reliability and Safety Engineering, pp. 115-125, sep 2018 |
| 'Efficient fault diagnosis of ball bearing using ReliefF and Random Forest classifier', J Braz. Soc. Mech. Sci. Eng., pp. 1-14, feb 2017 |
| 'Bearing Fault Diagnosis Using Feature Ranking Methods and Fault Identification Algorithms', Procedia Engineering, pp. 343-350, may 2016 |
| 'Ball Bearing Fault Diagnosis using Supervised and Unsupervised Machine Learning Methods', International Journal of Acoustics and Vibration, pp. 244-250, Dec 2015 |
| 'A Multiscale Permutation Entropy Based Approach to Select Wavelet for Fault Diagnosis of Ball Bearings', Journal of Vibration and Control, pp. 3123–3131, feb 2015 |
| 'A Comparison of Feature Ranking Techniques for Fault Diagnosis of Ball Bearing', Soft Computing, Springer, pp. doi: 10.1007/s00500-015-1608-6 , feb 2015 |
|
| Full Papers in Conference Proceedings |
| 'An Experimental Study to Determine the Optimum Order of Design Review Parameters for Designing Review in Immersive Virtual Environment', Govindan, K., Kumar, H., Yadav, S., pp. https://doi.org/10.1007/978-981-16-2794-1_28, jan 2022 |
| 'Material Removal Rate and Surface Roughness Prediction in Turning and Milling Operations Using Taguchi Analysis, Support Vector Machine and Gaussian Process Regression', Govindan, K., Kumar, H., Yadav, S., pp. https://doi.org/10.1007/978-981-16-2794-1_46, jan 2022 |
| 'Fault Diagnosis of Ball Bearing Using EEMD IMF Features, ReliefF, and Machine Learning', Govindan, K., Kumar, H., Yadav, S., pp. https://doi.org/10.1007/978-981-16-2794-1_88, jan 2022 |
| 'Identification of Fault Severity of Rolling Element Bearing Using Image Augmentation and Mobile Net V_2 Convolutional Neural Network', Narasimham, G.S.V.L., Babu, A.V., Reddy, S.S., Dhanasekaran, R, pp. 733–743, feb 2022 |
| 'Fault Diagnosis of Ball Bearing Using Hilbert Huang Transform and LASSO Feature Ranking Technique', ICMES Prague, Czech Republic, pp. 1-5, jun 2020 |
| 'Fault Diagnosis of Ball Bearing Using Walsh–Hadamard Transform and Random Tree Classifier', PDPM IIITDM Jabalpur, pp. 373-380, may 2020 |
| 'Feature Extraction and Classification from Texture Image of Machined Surfaces Using Multilevel Wavelet Decomposition and Logistic Regression', PDPM IIITDM Jabalpur, pp. 351-359, may 2020 |
| 'Ball Bearing Fault Diagnosis Using Mutual Information and Walsh Hadamard Transform', ICRESH and IIT Madras, pp. 607-616, aug 2019 |
| 'Investigation of Musculoskeletal Disorders and Their Associated Risk Factors Among Indian Railway Coolies - A Cross-Sectional Study', AHFE, pp. 364-373, jun 2018 |
| 'Feature Extraction and Classification of Machined Component Texture Images Using Wavelet and Artificial Intelligence Techniques', IEEE, pp. 1 to 5, jul 2017 |
| 'Application of Chi Square Feature Ranking Technique and Random Forest Classifier for Fault Classification of Bearing Faults', IIAV, jul 2015 |
| 'Bearing Fault Component Identification using Information Gain and Machine Learning Algorithms', SPIE Proceedings , pp. 1-8 Vol. 9437, mar 2015 |
| 'Ball Bearing Health Assessment using Lifting Wavelet Transform and Learning Vector Quantization', IIT Indore , pp. 1-8, Dec 2013 |
| 'Nonlinear Dynamic Analysis of Balanced and Unbalanced Rotor Supported by Ball Bearing', PDPM IIITDM Jabalpur, pp. 1-7, Dec 2012 |
|
| Papers presented in Conferences, Seminars, Workshops, Symposia |
| 'Fault Diagnosis of Ball Bearing Using Hilbert Huang Transform and LASSO Feature Ranking Technique', International Conference on Mechatronics and Electrical Systems, ICMES Conference Series, Oct 2019 |
| 'Appliances Energy Prediction Using Random Forest Classifier', ITME 2019, KIET Ghaziabad India and Cranfield University UK, Oct 2019 |
| 'Feature Extraction and Classification from Texture Image of Machined Surfaces Using Multilevel Wavelet Decomposition and Logistic Regression', Proceedings of 1st International and 4th National Conference on Reliability and Safety Engineering (INCRS-2018) PDPM IIITDM Jabalpur February 26-28, 2018, SRESA and IIITDM Jabalpur, mar 2018 |
| 'Fault Diagnosis of Ball Bearing Using Walsh Hadamard Transform and Random Tree Classifier', Proceedings of 1st International and 4th National Conference on Reliability and Safety Engineering (INCRS-2018) PDPM IIITDM Jabalpur February 26-28, 2018, SRESA and IIITDM Jabalpur, mar 2018 |
|
|
|