Nitin B Raut

@mits.ac.in

Assistant Professor
Madanapalle Institute of Technology and Sciences-Deemed to be University

Nitin B Raut


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https://researchid.co/nitinbr

EDUCATION

MTech (Computer Science and Engineering)-Computational Engineering and Networking
Ph.D (Pursuing)

RESEARCH, TEACHING, or OTHER INTERESTS

Computer Engineering, Artificial Intelligence, Computer Networks and Communications, Computer Science
8

Scopus Publications

82

Scholar Citations

5

Scholar h-index

3

Scholar i10-index

Scopus Publications

  • Energy-Efficient Sleep Wake-Up Mechanism Based Routing Protocol Using Siamese Network and Optimized Fuzzy Interference System in Green IoT
    Nitin B. Raut, S. Thangavelu
    International Journal of Communication Systems, 2025
    The proliferation of multiple battery‐powered sensors under the Internet of Things (IoT) requires the development of sustainable and energy‐conscious protocols. However, various energy‐efficient mechanisms are developed, but those mechanisms are not much accurate and they have energy loss, transmission collision, and threats to security due to increased data redundancy. To address these issues, the energy‐efficient fuzzy‐based sleep wake‐up mechanism (EEFSWM) was created. Sensor nodes are randomly initialized at the beginning, and the clustering algorithm used is the evidential Gaussian mixture model (EGMM). The cluster head is selected by taking into account each node's energy and distance. To choose the ideal energy and distance, golden jackal optimization (GJO) is employed. The Siamese network is then used to determine whether or not neighbor nodes are perceiving the same data. It computes a similarity measure if it finds related data. The node moves into the sleep stage, while the other nodes go into the waking stage when the similarity measure value surpasses the threshold value. After that, the sleep cycle is computed with a few parameters using the fuzzy inference system (FIS). The node awakens after the update cycle has finished, then joins the clustering and cluster head selection process. This proposed approach attains 7.99‐J average residual energy, 84% packet delivery ratio, 2.64% throughput value, and 1105‐s network lifetime.
  • AgriAI: Revolutionizing Agriculture with Data Science
    Nitin B Raut, Ashwin U, Aswin S, Bala Selva Vishnu N
    Proceedings of the 2nd IEEE International Conference on Networking and Communications 2024 Icnwc 2024, 2024
    In this ambitious agricultural project, cutting-edge technologies such as Machine Learning (ML) and Deep Learning (DL) are harnessed to revolutionize farming practices in India. The primary focus lies in automating vital tasks like crop disease detection, crop recommendation, and fertilizer suggestion, which are traditionally laborious and time-consuming for farmers. Leveraging recent advancements in ML algorithms, a comprehensive solution is envisaged. This innovative approach involves the integration of sophisticated models into a user-friendly website, creating a seamless user experience. Through this platform, farmers gain access to automated tools that significantly enhance their crop management strategies. The platform provides a comprehensive solution by combining deep learning-based crop disease detection mechanisms, intelligent crop recommendation systems, and effective fertilizer recommendations derived from machine learning algorithms. This combination of technologies helps farmers maximize their overall crop yields and minimize losses caused by diseases in addition to streamlining farming procedures. The synergy of ML, and DL on a unified web interface stands as a testament to the transformative power of technology in agriculture, marking a pivotal step toward sustainable and efficient farming practices in India.
  • Cascade Face Classification Framework based Mask Detection of Real Time Images Using Deep Learning Approach
    Varsha Dange, Sangeeta Kurundkar, Nitin Raut, Ritesh Prajapati
    Aip Conference Proceedings, 2023
  • Green Internet of Things (IoT) with dynamic sleep wake-up approach for constrained things
    B. Raut Nitin, N.M. Dhanya
    Measurement Sensors, 2023
    Energy consumption has now become a big deal to ensure the dependability of the IoT. Therefore, minimization of energy consumption is the biggest challenge in IoT architecture. IoT devices are supported with constrained parameters like battery, memory as well as computing. This paper gives a depth analysis of battery-powered things and their green implementation with dynamic Sleep, Wake-up approach based on a decision-making process supported by highly specified data analysis. The proposed method is based on an Energy-Efficient Cluster Head-Based Sleep Scheduling Mechanism (ECHSSM) for efficient Sleep, Wake-up monitoring with dynamic changes in time duration. The architectural prototype for the application scenario for humidity and temperature is studied. The implementation of the model is done by the Cooja simulator. The effectiveness of the proposed strategy is examined using some parameters, such as the lifetime of the network, packet delivery ratio, energy consumption, battery level, and delay characteristic. The proposed technique improves the network lifetime by 11.95%, 7.59%, and 3.83% better than EEHC, LEACH, and cloud-IoT integrated models.
  • An Extensive Survey on Audio-to-Text and Text Summarization for Video Content
    Nitin B. Raut, A.S. Pranesh, B Nagulan, S Pranesh, R Vasantharajan
    3rd International Conference on Innovative Mechanisms for Industry Applications Icimia 2023 Proceedings, 2023
    This literature review examines evolving trends in audio-to-text and text summarization techniques applied to YouTube video content. With the rapid expansion of online video platforms, the demand for efficient transcription and summarization of multimedia data has grown significantly. This study offers a comprehensive analysis of current methodologies, algorithms, and tools for converting audio content to text, highlighting the intricacies of speech recognition technologies and their applicability in various contexts. Additionally, the survey explores text summarization techniques specifically designed for YouTube videos, including both extractive and abstractive methods. It assesses their effectiveness in condensing lengthy video transcripts into concise and coherent textual representations. Special emphasis is given to NLP (Natural Language Processing) algorithms and ML (Machine Learning) models that aid in extracting essential information while maintaining contextual relevance.
  • Image Processing and Pattern Recognition-Based Car Classification for Intelligent Transportation System
    V. Dange, S. Pophale, N. Raut, F. D. Shadrach, S. Chowdhury, G. Ramya, P. Dutta
    Iet Conference Proceedings, 2022
    The combination of car model classification and accelerated advances in computer vision appears to have the potential to significantly revolutionize automated transportation systems. Pattern recognition and image processing-based car classification methods have been proposed in recent years to improve the performance of smart highway toll collection and monitoring of traffic systems. Unfortunately, all these algorithms are trained on a inadequate number of features derived from tiny datasets, which do not considered for real-time road traffic circumstances. To address these difficulties, proposed system presents a classification model for vehicle based on convolutional neural networks to enhance the resilience of car classifier model in real-time applications. To achieve real-time robustness in classification systems, this proposed system offers a Stanford car dataset of 16,185 images classified into 157 common vehicle classes. To begin, the car dataset was trained using Inception-v3, VGG16, and ResNet50 to evaluate their accuracy based on performance. As a result, a comparative study was carried out to assess the effectiveness of the proposed system.
  • A Green Dynamic Internet of Things (IoT)-Battery Powered Things Aspect-Survey
    Nitin B. Raut, N. M. Dhanya
    Advances in Intelligent Systems and Computing, 2020
  • Image localization in gesture recognition
    Sweta A. Raut, Nitin J. Janwe, Nitin Raut
    Proceedings 2012 2nd International Conference on Advanced Computing and Communication Technologies Acct 2012, 2012
    Gestures recognition is one of the major areas of explore for the engineers, scientists and bioinformatics. GR is the innate approach of Human. A Hand Gesture Recognition System to identify factual instant shrug in churned up environments. It will identify a rift of hand gestures. How to make out the silhouette gesture for novel human-computer interface exclusive of controller required instantaneous hand gesture detection system by using shape milieu toning. The shape context is taken as a source portrayal for shape matching. It can be regarded as a universal depiction descriptor to symbolize the distribution of points in a set with scale and rotation invariance. User could intermingle with computer program by performing body gesture instead of physical contact. The image of hand gesture was captured. The hand gesture image was transformed into proper instruction according to the shape information respectively. The purpose of this evaluation is to establish the meadow of shrug recognition as a mechanism for interface with computers.

RECENT SCHOLAR PUBLICATIONS

  • AI-Driven framework for generating informative summaries from YouTube videos using GPT-3
    N Raut, A Pimpalkar, N Shelke, V Tiwari, TH Khan, V Chole
    Artificial Intelligence and Sustainable Innovation, 192-200 , 2026
    2026.0
    Citations: 4
  • Energy‐Efficient Sleep Wake‐Up Mechanism Based Routing Protocol Using Siamese Network and Optimized Fuzzy Interference System in Green IoT
    NB Raut, S Thangavelu
    International Journal of Communication Systems 38 (13), e70193 , 2025
    2025.0
    Citations: 2
  • AgriAI: Revolutionizing Agriculture with Data Science
    NB Raut, U Ashwin, S Aswin
    2024 2nd International Conference on Networking and Communications (ICNWC), 1-7 , 2024
    2024.0
  • An extensive survey on audio-to-text and text summarization for video content
    NB Raut, AS Pranesh, B Nagulan, S Pranesh, R Vasantharajan
    2023 3rd International Conference on Innovative Mechanisms for Industry … , 2023
    2023.0
    Citations: 4
  • Cascade face classification framework based mask detection of real time images using deep learning approach
    V Dange, S Kurundkar, N Raut, R Prajapati
    AIP Conference Proceedings 2901 (1), 060012 , 2023
    2023.0
  • Green Internet of Things (IoT) with dynamic sleep wake-up approach for constrained things
    BR Nitin, NM Dhanya
    Measurement: Sensors 25, 100656 , 2023
    2023.0
    Citations: 9
  • Image processing and pattern recognition-based car classification for intelligent transportation system
    V Dange, S Pophale, N Raut, FD Shadrach, S Chowdhury, G Ramya, ...
    6th Smart Cities Symposium (SCS 2022) 2022, 271-275 , 2022
    2022.0
    Citations: 4
  • A cascaded technique for hyper parameters optimization in convolutional neural network using K-Means and Bayesian approach
    D Kavin Kumar, V Vijayaganth, M Naveenkumar, M Mohan, NB Raut, ...
    Journal of Computational and Theoretical Nanoscience 18 (3), 833-840 , 2021
    2021.0
    Citations: 4
  • Driver Drowsiness Detection System Using CNN Approach Based on Image Processing
    NB Raut, MP Raja, V Kishor, M Prathap
    Annals of the Romanian Society for Cell Biology 25 (5), 5501-5508 , 2021
    2021.0
  • Extraction of Polarity from Textual Information based on Machine Learning Approach
    NB Raut, M Niveda, G Nivetha, P Parameshwari
    Annals of the Romanian Society for Cell Biology 25 (5), 5138-5146 , 2021
    2021.0
  • Advances in Computing, Communication, Automation and Biomedical Technology
    MG Sumithra, A Ramu, CC Onn
    IJAICT India Publications , 2020
    2020.0
    Citations: 2
  • A green dynamic Internet of Things (IoT)-battery powered things aspect-survey
    NB Raut, NM Dhanya
    Soft Computing: Theories and Applications: Proceedings of SoCTA 2019, 153-163 , 2020
    2020.0
    Citations: 12
  • Automatic detection of diabetic retinopathy using morphological operation and machine learning
    BS Mankar, N Rout
    ABHIYANTRIKI Int. J. Eng. Technol 3 (5), 12-19 , 2016
    2016.0
    Citations: 16
  • Review on detection of diabetic retinopathy using morphological operations and machine learning
    BS Mankar, N Raut
    International Journal of Research in IT and Management 6 (4), 1-6 , 2016
    2016.0
  • Remote Patients' Health Monitoring by using ZigBee Protocol
    A Chopade, N Raut
    IJARCSSE 4 (8), 207-214 , 2014
    2014.0
    Citations: 5
  • Design and development of automatic vehicle accident detection & localization of automobile using Bluetooth technology
    N Thakre, N Raut, A Shaik
    International Journal of Advanced Research in Computer and Communication … , 2014
    2014.0
    Citations: 12
  • Design and implementation of massive MYSQL data intelligent export system to excel by using Apache–POI libraries
    KL Bawankule, NB Raut
    IOSR Journal of Computer Engineering 16, 58-65 , 2014
    2014.0
    Citations: 6
  • Image localization in gesture recognition
    SA Raut, NJ Janwe, N Raut
    2012 Second International Conference on Advanced Computing & Communication … , 2012
    2012.0
    Citations: 2
  • Implementation of ZIGBEE Protocol for Patient’s Health Monitoring-A Review
    A Chopade
  • INTERNATIONAL JOURNAL OF ENGINEERING SCIENCES & RESEARCH TECHNOLOGY INFORMATION SECURITY AND SECURE SEARCH OVER ENCRYPTED DATA IN CLOUD STORAGE SERVICES
    MAM Shaikh, NB Raut

MOST CITED SCHOLAR PUBLICATIONS

  • Automatic detection of diabetic retinopathy using morphological operation and machine learning
    BS Mankar, N Rout
    ABHIYANTRIKI Int. J. Eng. Technol 3 (5), 12-19 , 2016
    2016.0
    Citations: 16
  • A green dynamic Internet of Things (IoT)-battery powered things aspect-survey
    NB Raut, NM Dhanya
    Soft Computing: Theories and Applications: Proceedings of SoCTA 2019, 153-163 , 2020
    2020.0
    Citations: 12
  • Design and development of automatic vehicle accident detection & localization of automobile using Bluetooth technology
    N Thakre, N Raut, A Shaik
    International Journal of Advanced Research in Computer and Communication … , 2014
    2014.0
    Citations: 12
  • Green Internet of Things (IoT) with dynamic sleep wake-up approach for constrained things
    BR Nitin, NM Dhanya
    Measurement: Sensors 25, 100656 , 2023
    2023.0
    Citations: 9
  • Design and implementation of massive MYSQL data intelligent export system to excel by using Apache–POI libraries
    KL Bawankule, NB Raut
    IOSR Journal of Computer Engineering 16, 58-65 , 2014
    2014.0
    Citations: 6
  • Remote Patients' Health Monitoring by using ZigBee Protocol
    A Chopade, N Raut
    IJARCSSE 4 (8), 207-214 , 2014
    2014.0
    Citations: 5
  • AI-Driven framework for generating informative summaries from YouTube videos using GPT-3
    N Raut, A Pimpalkar, N Shelke, V Tiwari, TH Khan, V Chole
    Artificial Intelligence and Sustainable Innovation, 192-200 , 2026
    2026.0
    Citations: 4
  • An extensive survey on audio-to-text and text summarization for video content
    NB Raut, AS Pranesh, B Nagulan, S Pranesh, R Vasantharajan
    2023 3rd International Conference on Innovative Mechanisms for Industry … , 2023
    2023.0
    Citations: 4
  • Image processing and pattern recognition-based car classification for intelligent transportation system
    V Dange, S Pophale, N Raut, FD Shadrach, S Chowdhury, G Ramya, ...
    6th Smart Cities Symposium (SCS 2022) 2022, 271-275 , 2022
    2022.0
    Citations: 4
  • A cascaded technique for hyper parameters optimization in convolutional neural network using K-Means and Bayesian approach
    D Kavin Kumar, V Vijayaganth, M Naveenkumar, M Mohan, NB Raut, ...
    Journal of Computational and Theoretical Nanoscience 18 (3), 833-840 , 2021
    2021.0
    Citations: 4
  • Energy‐Efficient Sleep Wake‐Up Mechanism Based Routing Protocol Using Siamese Network and Optimized Fuzzy Interference System in Green IoT
    NB Raut, S Thangavelu
    International Journal of Communication Systems 38 (13), e70193 , 2025
    2025.0
    Citations: 2
  • Advances in Computing, Communication, Automation and Biomedical Technology
    MG Sumithra, A Ramu, CC Onn
    IJAICT India Publications , 2020
    2020.0
    Citations: 2
  • Image localization in gesture recognition
    SA Raut, NJ Janwe, N Raut
    2012 Second International Conference on Advanced Computing & Communication … , 2012
    2012.0
    Citations: 2
  • AgriAI: Revolutionizing Agriculture with Data Science
    NB Raut, U Ashwin, S Aswin
    2024 2nd International Conference on Networking and Communications (ICNWC), 1-7 , 2024
    2024.0
  • Cascade face classification framework based mask detection of real time images using deep learning approach
    V Dange, S Kurundkar, N Raut, R Prajapati
    AIP Conference Proceedings 2901 (1), 060012 , 2023
    2023.0
  • Driver Drowsiness Detection System Using CNN Approach Based on Image Processing
    NB Raut, MP Raja, V Kishor, M Prathap
    Annals of the Romanian Society for Cell Biology 25 (5), 5501-5508 , 2021
    2021.0
  • Extraction of Polarity from Textual Information based on Machine Learning Approach
    NB Raut, M Niveda, G Nivetha, P Parameshwari
    Annals of the Romanian Society for Cell Biology 25 (5), 5138-5146 , 2021
    2021.0
  • Review on detection of diabetic retinopathy using morphological operations and machine learning
    BS Mankar, N Raut
    International Journal of Research in IT and Management 6 (4), 1-6 , 2016
    2016.0
  • Implementation of ZIGBEE Protocol for Patient’s Health Monitoring-A Review
    A Chopade
  • INTERNATIONAL JOURNAL OF ENGINEERING SCIENCES & RESEARCH TECHNOLOGY INFORMATION SECURITY AND SECURE SEARCH OVER ENCRYPTED DATA IN CLOUD STORAGE SERVICES
    MAM Shaikh, NB Raut