Rahulkumar Madhukar Sonar

@snjb.org

Assitent Professor And Mechanical Engineering
SNJB's LS K. B. Jain COE, Chandwad

Rahulkumar Madhukar Sonar


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https://researchid.co/rms_nsk

EDUCATION

ME (Machine Design)

RESEARCH, TEACHING, or OTHER INTERESTS

Mechanical Engineering, Mechanical Engineering
3

Scopus Publications

21

Scholar Citations

2

Scholar h-index

1

Scholar i10-index

Scopus Publications

  • Enhancing Student Engagement and Learning Outcomes in Higher Education through E-Learning and Restricted Boltzmann Machines
    Nadeem Pasha K, Budhavarapu Hari Kumar, Rahulkumar Madhukar Sonar, Anil Kumar Lamba, V. S. Murthy Valiveti, Gourav Kalra
    3rd International Conference on Data Science and Information System Icdsis 2025, 2025
    It is essential to investigate the impact of E-learning on student involvement and academic performance, as it is increasingly prevalent in higher education. This study examines a blended-learning undergraduate course that integrates traditional classroom instruction with a VLE to assess the impact of online participation on students' academic performance. The significance of examining the effects of online education on student achievement is paramount, given its rapid expansion. To analyse engagement patterns, various data pretreatment techniques were employed, including encoding, normalisation, and addressing missing data. The highest level of education attained by students, their final grades, assessment outcomes, and participation in VLE activities were utilised as input variables. A suggestion was made for a model utilising RBM to predict academic performance and the probability of dropout. Each additional hour dedicated to online learning correlated with a statistically significant enhancement in student performance, as per the findings. The proposed RBM model accurately predicted academic outcomes with a precision rate of 98.78%. Higher education institutions are urged to implement data-driven tactics to enhance virtual learning environments and elevate student success rates, as these findings underscore the importance of E-learning in augmenting student engagement and learning outcomes.
  • Thermodynamic analysis of a direct solar tunnel greenhouse dryer for drying grapes: Postharvest approach
    International Journal of Agricultural Technology, 2024
  • Towards Efficient Energy Management of Smart Buildings: A LSTM-AE Based Model
    Sonar Rahulkumar Madhukar, Kavita Singh, S.P. Kanniyappan, Thulasirajan Krishnan, Ghanasham C. Sarode, D. Suganthi
    1st International Conference on Electronics Computing Communication and Control Technology Iceccc 2024, 2024
    Optimal home energy utilization and the development of residential segment renewable energy systems are two problems that might be addressed by interacting energy systems in smart homes. Reduced grid electricity usage, particularly during peak hours, increased economic efficiency, user satisfaction (via power seller/purchaser choice), and consumer engagement in energy management are the primary goals of these energy interactions. Performing preprocessing, feature selection, and model training in the proper order is of the utmost importance. Using these measures for data preparation can lead to erroneous model interpretations or lower model performance. Principal component analysis (PCA) is a well-liked method for feature selection that uses linear transformation to reduce the dimension of data in a high-dimensional feature space. When contrasted with the cutting-edge LSTM and AE, this method seems to be quite innovative. A considerable improvement in accuracy, reaching 97.50%, was demonstrated by the results.

RECENT SCHOLAR PUBLICATIONS

  • Towards Efficient Energy Management of Smart Buildings: A LSTM-AE Based Model
    SR Madhukar, K Singh, SP Kanniyappan, T Krishnan, GC Sarode, ...
    IEEE Xplore , 2024
    2024.0
    Citations: 10
  • HOISTING DEVICE COMBINED WITH THE HYDRAULIC DUMP SYSTEM OF THE PICK-UP BED OF PICK-UP
    GJG Rahulkumar Madhukar Sonar, Shailesh Somnath Parkhe, Sandip Bhausaheb ...
    2017.0
  • Automatic Underground Car Parking System
    SNA Sonar R. M. , Nahata P. R. , Ajmera T. P.
    Internatinal Journal of Modern Trends in Engineering & Research 4 (5), 64-68 , 2017
    2017.0
    Citations: 9
  • International Journal of Modern Trends in Engineering and Research
    VC Jadhav, RM Sonar, SD Sancheti
    IJMTER 3 (2) , 2016
    2016.0
    Citations: 2
  • FEA of Titanium Helical Gear Set
    RMS Vinaykumar C. Jadhav , Santosh D. Sancheti
    Internatinal Journal of Modern Trends in Engineering & Research, 1102 to 1110 , 2016
    2016.0
  • Electromagnetic Punching Machine
    PSRM Deshmukh S. R. , Gharate H. B. , Rane A. S. , Yeshi A. W.
    Internatinal Journal of Modern Trends in Engineering & Research, 1610 to 1614 , 2015
    2015.0
  • Innovative Design of Continuous Variable Transmission Robot
    VCJ Rahulkumar M. Sonar
    International Journal of Modern Trends in Engineering & Research, 1925-1930 , 2015
    2015.0
  • Thermodynamic analysis of a direct solar tunnel greenhouse dryer for drying grapes: Postharvest approach
  • International Journal of Modern Trends in Engineering and Research
    RM Sonar, VC Jadhav

MOST CITED SCHOLAR PUBLICATIONS

  • Towards Efficient Energy Management of Smart Buildings: A LSTM-AE Based Model
    SR Madhukar, K Singh, SP Kanniyappan, T Krishnan, GC Sarode, ...
    IEEE Xplore , 2024
    2024.0
    Citations: 10
  • Automatic Underground Car Parking System
    SNA Sonar R. M. , Nahata P. R. , Ajmera T. P.
    Internatinal Journal of Modern Trends in Engineering & Research 4 (5), 64-68 , 2017
    2017.0
    Citations: 9
  • International Journal of Modern Trends in Engineering and Research
    VC Jadhav, RM Sonar, SD Sancheti
    IJMTER 3 (2) , 2016
    2016.0
    Citations: 2
  • HOISTING DEVICE COMBINED WITH THE HYDRAULIC DUMP SYSTEM OF THE PICK-UP BED OF PICK-UP
    GJG Rahulkumar Madhukar Sonar, Shailesh Somnath Parkhe, Sandip Bhausaheb ...
    2017.0
  • FEA of Titanium Helical Gear Set
    RMS Vinaykumar C. Jadhav , Santosh D. Sancheti
    Internatinal Journal of Modern Trends in Engineering & Research, 1102 to 1110 , 2016
    2016.0
  • Electromagnetic Punching Machine
    PSRM Deshmukh S. R. , Gharate H. B. , Rane A. S. , Yeshi A. W.
    Internatinal Journal of Modern Trends in Engineering & Research, 1610 to 1614 , 2015
    2015.0
  • Innovative Design of Continuous Variable Transmission Robot
    VCJ Rahulkumar M. Sonar
    International Journal of Modern Trends in Engineering & Research, 1925-1930 , 2015
    2015.0
  • Thermodynamic analysis of a direct solar tunnel greenhouse dryer for drying grapes: Postharvest approach
  • International Journal of Modern Trends in Engineering and Research
    RM Sonar, VC Jadhav