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Personal Details
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| Name | Dr Vinay Vakharia |
| Designation | Associate Professor |
| Department | Mechanical, School of Technology |
| Email | Vinay.Vakharia@sot.pdpu.ac.in |
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Educational Qualifications
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| Ph.D (Vibration and Fault Diagnosis Using Machine Learning Techniques, PDPM IIITDM Jabalpur), 2019 |
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Professional Affiliation
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Awards
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| 1. Received Silver medal for best academic performance in Mechanical Engineering (PG) at Convocation held at IIITDM Jabalpur.
2. Among World Top 2 % Scientist List, Study conducted by Stanford University and Elsevier.
3. Editorial Board Member,Scientific Reports, Springer Nature. |
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Publications / Articles / Conference
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| Articles/Chapters Published in the books |
| 'Hydrodynamic Modeling Parameter Sensitivity Analysis Using UAV Based DEM and Satellite Image', Springer Water, Jan 2024 |
| 'Hydrodynamic Modeling Parameter Sensitivity Analysis Using UAV Based DEM and Satellite Image', Springer, Aug 2024 |
| 'Battery state of health estimation in smart transportation: a machine learning approach', IET, Aug 2024 |
| 'An Efficient Approach for Appliances Energy Prediction using Differential Evolution Optimization and Light GBM Machine Learning Model', IEEE, Oct 2024 |
| 'Evaluation of Movement of Wetting Front Under Wick Irrigation in Black Cotton Soil', Springer, Feb 2024 |
| 'UAV-Based High-Resolution DEM Application for River Cross-Section Derivation and 1D Flood Assessment', Springer, Feb 2024 |
| 'Enhancing the Optimum Water Requirement for the Crop Using the Contemporary Capillary Wick Irrigation Method a Case of an Experimental Demonstration', Springer, Feb 2024 |
| 'Analysis of acoustic emission for milling operation using artificial neural networks', De Gruyter, Apr 2022 |
| 'Prediction of coronary artery disease using logistic regression', De Gruyter, Apr 2022 |
| 'Prediction of Remaining Useful Life (RUL) of Bearing Using Exponential Degradation Model', , Sep 2022 |
| 'Bearing Fault Identification of Augmented Grayscaled Textured Images Using K-Nearest Neighbor', , Sep 2022 |
| 'Prediction of coronary artery disease using logistic regression', , Jul 2022 |
| 'Analysis of acoustic emission for milling operation using artificial neural networks', , Jul 2022 |
| 'Nonlinear Dynamic Analysis of Ball Bearings Due to Varying Number of Balls and Centrifugal Force', , May 2015 |
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| Published Papers in Journals |
| 'CO2 solubility in aqueous 1-methylpiperazine and its blend with 2-amino-2-methyl-1-propanol: New experimental data and leveraging Random Forest model for accurate prediction', Fluid Phase Equilibria, pp. 114405-114416, Feb 2025, DOI : https://doi.org/10.1016/j.fluid.2025.114405 |
| 'CO2 solubility in aqueous 1-methylpiperazine and its blend with 2-amino-2-methyl-1-propanol: New experimental data and leveraging Random Forest model for accurate prediction', Fluid Phase Equilibria, pp. 1-15, Feb 2025, DOI : https://doi.org/10.1016/j.fluid.2025.114405 |
| 'Predictive Modeling and Analysis of Photocatalytic Degradation Performance of Biochar-ZnO Nanocomposites on Different Agrochemicals', International Journal of Environmental Research, pp. 66-78, Jan 2025, DOI : https://doi.org/10.1007/s41742-024-00727-x |
| 'Deep Learning-Based Stock Market Prediction and Investment Model for Financial Management', Journal of Organizational and End User Computing, pp. 1-22, Mar 2024, DOI : https://doi.org/10.4018/JOEUC.340383 |
| 'AI-Driven Digital Twin Model for Reliable Lithium-Ion Battery Discharge Capacity Predictions', International Journal of Intelligent Systems, pp. 1-18, Jan 2024, DOI : https://doi.org/10.1155/2024/8185044 |
| 'Optimizing Supply Chain Management Through BO-CNN-LSTM for Demand Forecasting and Inventory Management', Journal of Organizational and End User Computing, pp. 1-35, Jan 2024, DOI : https://doi.org/10.4018/JOEUC.335591 |
| 'Deep Learning-Enhanced Small-Sample Bearing Fault Analysis Using Q-Transform and HOG Image Features in a GRU-XAI Framework', Machines, pp. 373-382, May 2024, DOI : https://doi.org/10.3390/machines12060373 |
| 'Optimizing financial risk models in digital transformation-deep learning for enterprise management decision systems', Journal of Organizational and End User Computing, pp. 1-19, Sep 2024, DOI : https://doi.org/10.4018/JOEUC.342113 |
| 'Optimizing Production Supply Chain With Markov Jump System for Logistics Collaboration', Journal of Organizational and End User Computing, pp. 1-20, May 2024, DOI : https://doi.org/10.4018/JOEUC.344452 |
| 'Integrating GEE and IWQI for sustainable irrigation: A geospatial water quality assessment', Groundwater for Sustainable Development, pp. 101332-101345, Nov 2024, DOI : https://doi.org/10.1016/j.gsd.2024.101332 |
| 'Utilizing TGAN and ConSinGAN for Improved Tool Wear Prediction: A Comparative Study with ED-LSTM, GRU, and CNN Models', Electronics, pp. 3484-3495, Sep 2024, DOI : https://doi.org/10.3390/electronics13173484 |
| 'UAV-based DEM augmentation using ConSinGAN for efficient flood parameter prediction with machine learning and 1D hydrodynamic models', Physics and Chemistry of the Earth, Parts A/B/C, pp. 103675-103688, Oct 2024, DOI : https://doi.org/10.1016/j.pce.2024.103675 |
| 'Watershed prioritization and decision-making based on weighted sum analysis, feature ranking, and machine learning techniques', Arabian Journal of Geosciences, pp. 71-71, Jan 2023, DOI : https://doi.org/10.1007/s12517-022-11054-w |
| 'Predicting Li-Ion Battery Remaining Useful Life: An XDFM-Driven Approach with Explainable AI ', Energies, pp. 1-19, Jul 2023, DOI : https://doi.org/10.3390/en16155725 |
| 'Enhancing Tool Wear Prediction Accuracy Using Walsh–Hadamard Transform, DCGAN and Dragonfly Algorithm-Based Feature Selection ', Sensors, pp. 1-23, Apr 2023, DOI : https://doi.org/10.3390/s23083833 |
| 'Enhancing Tool Wear Prediction Accuracy Using Walsh–Hadamard Transform, DCGAN and Dragonfly Algorithm-Based Feature Selection ', Sensors, pp. 1-23, Apr 2023, DOI : https://doi.org/10.3390/s23083833 |
| 'Estimation of Lithium-ion Battery Discharge Capacity by Integrating Optimized Explainable-AI and Stacked LSTM Model ', Batteries, pp. 125-125, Feb 2023, DOI : https://doi.org/10.3390/batteries9020125 |
| 'Hybrid perovskites thin films morphology identification by adapting multiscale-SinGAN architecture, heat transfer search optimized feature selection and machine learning algorithms', Physica Scripta, pp. 0-0, Jan 2023, DOI : https://doi.org/10.1088/1402-4896/acae49 |
| 'Fault Identification of Ball Bearings using Fast Walsh Hadamard Transform, LASSO Feature Selection, and Random Forest Classifier', FME Transactions, Jan 2022 |
| 'Bandgap prediction of metal halide perovskites using regression machine learning models', Physics Letters A, 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, 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, Springer, pp. 723-736, May 2022, DOI : https://doi.org/10.1007/s00170-022-09356-0 |
| 'A Comparative Study to Predict Bearing Degradation Using Discrete Wavelet Transform (DWT), Tabular Generative Adversarial Networks (TGAN) and Machine Learning Models ', Machines, MDPI, Feb 2022 |
| 'Detection of Compound Faults in Ball Bearings Using Multiscale-SinGAN, Heat Transfer Search Optimization, and Extreme Learning Machine ', Machines, pp. 29-29, Dec 2022, DOI : https://doi.org/10.3390/machines11010029 |
| '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, Dec 2021 |
| 'Modeling and Prediction of Freight Delivery for Blocked and Unblocked Street Using Machine Learning Techniques', Transportation Research Procedia, Sep 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, Aug 2020 |
| 'Surface Roughness Prediction of Machined Components Using Gray Level Co-occurrence Matrix and Bagging Tree', FME Transactions , Mar 2020 |
| 'Modeling and prediction of surface roughness using multiple regressions: A noncontact approach', Engineering Reports, Feb 2020 |
| 'Prediction of compressive strength and portland cement composition using cross-validation and feature ranking techniques', Construction and Building Materials, Nov 2019 |
| 'Prediction and validation of alternative fillers used in micro surfacing mix-design using machine learning techniques', Construction and Building Materials, May 2019 |
| 'Texture Classification of Machined Surfaces Using Image Processing and Machine Learning Techniques', FME Transactions, May 2019 |
| 'Modeling and Prediction of Freight Delivery for Blocked and Unblocked Conditions Using Machine Learning Techniques', Transportation Research Procedia, May 2019 |
| 'Tool wear rate prediction using discrete wavelet transform and K-Star algorithm', Life Cycle Reliability and Safety Engineering, Sep 2018 |
| 'Efficient fault diagnosis of ball bearing using ReliefF and Random Forest classifier', J Braz. Soc. Mech. Sci. Eng., Feb 2017 |
| 'Bearing Fault Diagnosis Using Feature Ranking Methods and Fault Identification Algorithms', Procedia Engineering, May 2016 |
| 'Ball Bearing Fault Diagnosis using Supervised and Unsupervised Machine Learning Methods', International Journal of Acoustics and Vibration, Dec 2015 |
| 'A Multiscale Permutation Entropy Based Approach to Select Wavelet for Fault Diagnosis of Ball Bearings', Journal of Vibration and Control, Feb 2015 |
| 'A Comparison of Feature Ranking Techniques for Fault Diagnosis of Ball Bearing', Soft Computing, Springer, Feb 2015 |
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| Full Papers in Conference Proceedings |
| 'Evaluation of Movement of Wetting Front Under Wick Irrigation in Black Cotton Soil', International Conference on Innovation in Smart and Sustainable Infrastructure, ISSI 2022, pp. 63-72, Mar 2024, DOI : 10.1007/978-981-99-3557-4_6 |
| 'Enhancing the Optimum Water Requirement for the Crop Using the Contemporary Capillary Wick Irrigation Method a Case of an Experimental Demonstration', International Conference on Innovation in Smart and Sustainable Infrastructure, ISSI 2022, pp. 17-29, Mar 2024, DOI : 10.1007/978-981-99-3557-4_2 |
| 'UAV-Based High-Resolution DEM Application for River Cross-Section Derivation and 1D Flood Assessment', International Conference on Innovation in Smart and Sustainable Infrastructure, ISSI 2022, pp. 163-174, Mar 2024, DOI : 10.1007/978-981-99-3557-4_13 |
| 'An Experimental Study to Determine the Optimum Order of Design Review Parameters for Designing Review in Immersive Virtual Environment', Advances in Mechanical and Materials Technology, Jan 2022 |
| 'Material Removal Rate and Surface Roughness Prediction in Turning and Milling Operations Using Taguchi Analysis, Support Vector Machine and Gaussian Process Regression', Advances in Mechanical and Materials Technology, Jan 2022 |
| 'Fault Diagnosis of Ball Bearing Using EEMD IMF Features, ReliefF, and Machine Learning', Advances in Mechanical and Materials Technology, Jan 2022 |
| 'Identification of Fault Severity of Rolling Element Bearing Using Image Augmentation and Mobile Net V_2 Convolutional Neural Network', Innovations in Mechanical Engineering, Feb 2022 |
| 'Fault Diagnosis of Ball Bearing Using Hilbert Huang Transform and LASSO Feature Ranking Technique', 4th International Conference on Mechatronics and Electrical Systems (ICMES 2019), Jun 2020 |
| 'Fault Diagnosis of Ball Bearing Using Walsh–Hadamard Transform and Random Tree Classifier', INCRS-2018, May 2020 |
| 'Feature Extraction and Classification from Texture Image of Machined Surfaces Using Multilevel Wavelet Decomposition and Logistic Regression', INCRS-2018, May 2020 |
| 'Ball Bearing Fault Diagnosis Using Mutual Information and Walsh Hadamard Transform', Proceedings of 4th International Conference on Reliability, Safety and Hazard , Aug 2019 |
| 'Investigation of Musculoskeletal Disorders and Their Associated Risk Factors Among Indian Railway Coolies - A Cross-Sectional Study', International Conference on Applied Human Factors and Ergonomics, Jun 2018 |
| 'Feature Extraction and Classification of Machined Component Texture Images Using Wavelet and Artificial Intelligence Techniques', 8th International Conference on Mechanical and Aerospace Engineering, Jul 2017 |
| 'Application of Chi Square Feature Ranking Technique and Random Forest Classifier for Fault Classification of Bearing Faults', 22nd International Conference on Sound and Vibration, Jul 2015 |
| 'Bearing Fault Component Identification using Information Gain and Machine Learning Algorithms', Structural Health Monitoring and Inspection of Advanced Materials, Aerospace, and Civil Infrastructure, Mar 2015 |
| 'Ball Bearing Health Assessment using Lifting Wavelet Transform and Learning Vector Quantization', IRAM-2013, Dec 2013 |
| 'Nonlinear Dynamic Analysis of Balanced and Unbalanced Rotor Supported by Ball Bearing', Proceedings of the International Conference on Innovations in Design and Manufacturing, Dec 2012 |
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| Papers presented in Conferences, Seminars, Workshops, Symposia |
| 'UAV based High-resolution DEM for 1D Hydrodynamic modeling - A case of Flood Assessment of Sabarmati River, Gujarat, India. ', EGU23 General Assembly, apr 2023 |
| 'A novel federated LSTM model with conventional LSTM model for sentiment analysis of twitter dataset', International Conference on Computer Science, Machine Learning and Big Data , Abu Dhabhi UAE, jan 2023 |
| 'Fault Diagnosis of Ball Bearing Using Hilbert Huang Transform and LASSO Feature Ranking Technique', International Conference on Mechatronics and Electrical Systems, Oct 2019 |
| 'Appliances Energy Prediction Using Random Forest Classifier', ITME 2019, 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, 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, Mar 2018 |
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