Sowmiya B

@srmist.edu.in

Assistant Professor, Engineering & Technology
SRM institute of science and technology

Sowmiya B


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https://researchid.co/sowmiya

RESEARCH, TEACHING, or OTHER INTERESTS

Computer Science Applications, Computer Networks and Communications
28

Scopus Publications

128

Scholar Citations

4

Scholar h-index

4

Scholar i10-index

Scopus Publications

  • Mitigating Ground-Level Ozone of AOT40 Through Black Carbon Absorption Effects on Air Quality
    Sumit Saha, B. Sowmiya
    Lecture Notes in Electrical Engineering, 2026
  • A Parallel Hybrid Learning Framework for Detecting Fraud in UPI Transactions
    C.Sasikala Chinnasami, P. Savitha, V K Poornima, Kritthanya J, Sowmiya B, Thrivesh S
    Proceedings of the 5th International Conference on Sentiment Analysis and Deep Learning Icsadl 2026, 2026
    The digital payment systems allow customers to make payments quickly and conveniently, while also improving access to various financial services. For financial institutions, digital payments allow them to process and offer payment services in a faster and more organized manner. However, with the increased use of digital payments, there has been an increase in fraudulent activities. This has become a major concern for customers as well financial institutions. Traditional fraud detection methods use fixed thresholds and static rules to spot suspicious behavior. Because of this, detection methods created before digital payment technologies became common generate many false positives and struggle to identify new and evolving fraud patterns. This paper introduces a real-time fraud detection framework aimed at spotting suspicious UPI transactions. The framework seeks to accurately classify both known fraud patterns and new types of fraud while also identifying unusual transaction activities that have not been labeled as fraudulent before. A hybrid machine learning approach is used, combining a supervised Random Forest (RF) algorithm with an unsupervised Isolation Forest (IF) algorithm. Both models examine each transaction on its own, producing separate risk assessments that are then combined using a weighted risk score fusion method to evaluate the chance of fraud based on transaction features and types of fraud. Experimental results show that the proposed hybrid machine learning framework is better than individual supervised and unsupervised models. It achieves higher detection accuracy and reduces false positives in real-time UPI transaction environments.
  • Federated Learning for Enhanced Data Privacy in Smart Agriculture
    Sindhya K. Nambiar, N.M. Ninitha Mary Antonina, M. Arshey, B. Sowmiya, M. Vaidhehi, Aswathy K. Cherian
    Blockchain and AI for Security and Privacy in Smart Agriculture, 2026
  • Entropy generation on bio-magnetic hybrid nanofluid flow across human circulatory system: numerical and machine learning approach
    Karuppiah Santhi, B. Sowmiya, V. Keerthika, S. Nivetha
    International Journal of Computer Mathematics, 2025
    In modern days, machine learning techniques have emerged as potent instruments for resolving intricate challenges, refining processes, and extracting insights from extensive datasets, particularly in the field of fluid dynamics. The potential of these small particles in sophisticated medical applications is demonstrated by the growing interest in utilizing nanoparticles (Ag-Cu) in a variety of healthcare sectors. This study intends to resolve non-dimensional equations utilizing the Bvp4c method in MATLAB, emphasizing on entropy creation inside the human circulatory system. This study explores how energy naturally evolves and dissipates within the complex blood vessel network, providing key insights into both normal circulation and disorders like heart disease, clotting, and blood flow issues. Appropriate tables and graphs efficiently demonstrate the influence of the active parameters on the flow dynamics of the bio-magnetic flow and provide a visual depiction of their impact. A higher Weissenberg number lowers velocity owing to increased viscoelasticity.
  • YOGDAAN
    Soham Patel, Vivek Kumar Singh, B. Sowmiya
    Aip Conference Proceedings, 2024
  • Music NFT Marketplace: Leveraging Blockchain Technology
    Sahil Satyam, Isha Sah, B. Sowmiya
    Aip Conference Proceedings, 2024
  • Security and Scalability of Blockchain Document Storage Systems
    Sherwin Benjamin C, Rhea Jacob, B Sowmiya
    8th International Conference on I Smac Iot in Social Mobile Analytics and Cloud I Smac 2024 Proceedings, 2024
    This research project investigates the enhancement of data security and scalability in a decentralized document storage and verification system by implementing a private Geth node with a Proof of Authority consensus mechanism. The study introduces AES Symmetric encryption to protect documents stored on Kubo IPFS-Cluster and employs HTTPS to secure client-server communications, ensuring robust data security during transactions. The system allows issuers to upload and hash documents securely on the blockchain, enabling recipients to retrieve these documents using unique identifiers, while validators can authenticate document originality by matching hashes within the blockchain. The document storage system using blockchain explores into the Ethereum blockchain and IPFS scalability intends to uncover and incorporate optimizations to boost performance, with the overarching goal of significantly advancing the security and efficiency of decentralized document management systems. The system's architecture, security features, and scalability solutions, demonstrating the potential of blockchain technology in enhancing the integrity and accessibility of document management are the deliverables.
  • Next-Gen Virtual Try-Ons: U2NET-Driven Cloth Segmenting and Personalized Size Recommendation
    Kunal Kankariya, Harashnabin Roy, B. Sowmiya
    2nd IEEE International Conference on Advances in Information Technology Icait 2024 Proceedings, 2024
    This project presents an end-to-end solution for virtual try-on applications, leveraging U2Net for clothing segmentation and image pattern modification. The U2Net model is fine-tuned on a labeled dataset for accurate clothing segmentation. Integrated into a virtual try-on system, the segmented clothing regions serve as a basis for applying diverse patterns and styles to enhance the user experience. The system incorporates image synthesis techniques for realistic pattern modification. With a user-friendly interface, it allows users to interact with and visualize different clothing styles in real-time. Rigorous testing and optimization ensure robust performance, culminating in a deployable solution for immersive and dynamic virtual try-on experiences.
  • Credit Card Transaction Fraud Detection
    Shashikant Nanda, Siddharth Jain, B. Sowmiya
    Lecture Notes in Networks and Systems, 2024
  • Cybersecurity Challenges and Solutions in the Digital Age: An Analysis
    Sargunavathi S, Talluri Upender, Sowmiya B, Sundar R, Rajasekaran E, S.Sree Dharinya
    Proceeding of 2024 International Conference on Communication Computing and Energy Efficient Technologies I3ceet 2024, 2024
    In the digital age, cybersecurity has become a critical concern for individuals, organizations, and governments worldwide. The rapid advancement of technology and the increasing interconnectedness of systems have introduced numerous vulnerabilities, making cybersecurity a complex and ever-evolving challenge. This paper provides a comprehensive analysis of the current cybersecurity landscape, identifying key challenges such as sophisticated cyber-attacks, data breaches, and the growing threat of ransomware. Additionally, it explores innovative solutions and strategies to mitigate these risks, including the implementation of advanced threat detection systems, and the adoption of robust security protocols. Furthermore, the paper delves into the importance of cyber hygiene, the role of regulatory frameworks, and the necessity of continuous education and awareness programs to foster a culture of cybersecurity. It also examines the impact of emerging technologies like the Internet of Things (IoT) and 5G networks on cybersecurity, highlighting both opportunities and vulnerabilities. Special attention is given to the integration of blockchain technology for secure transactions and identity verification. The paper also addresses the significance of international collaboration and information sharing to combat global cyber threats. By examining both the threats and the potential countermeasures, this paper aims to offer valuable insights into safeguarding digital assets, ensuring the integrity and confidentiality of information, and promoting a proactive and resilient approach to cybersecurity in an increasingly digital world.
  • A Framework to Query in Natural Language on Big Data Platform
    Sowmiya B, Saravanan S, Srinivasa Rao Payyavula, Santanu Bhattacharjee, Munagala Revanth Kumar, Sonakshi Mugrai, Pratyusha Routh, Aadit Bhargava
    1st International Conference on Electronics Computing Communication and Control Technology Iceccc 2024, 2024
  • 3-WAY Secured WSN with CSDSM-DNN based Intrusion Detection Model
    K. Santhi, B. Sowmiya, R. Shalinirajan, V. Vijayashanthi, V. Vasudhevan
    International Journal on Recent and Innovation Trends in Computing and Communication, 2023
  • Association of POC-based Measurement of Skin AGEs with Serum AGEs as well as AGE Biomarkers in Individuals with and without Glucose Intolerance
    Bhaskaran Sarojam Regin, Balasubramanian Sowmiya, Abhijit Shiny, Coimbatore Subramanian Shanthi Rani, Kuppan Gokulakrishnan, Viswanathan Mohan, Muthuswamy Balasubramanyam
    Journal of Association of Physicians of India, 2023
  • A Comparative Study for Determining the Vehicle Routing Optimal Path
    R. Aditi, R. Dhinakar, B. Sowmiya
    Lecture Notes in Networks and Systems, 2023
  • Stock Price Prediction Using Data Analysis and Visualization
    K. Yashwanth Raj, B. S. Devpriyadharsan, B. Sowmiya
    Lecture Notes in Networks and Systems, 2023
  • A Heuristic K-Anonymity Based Privacy Preserving for Student Management Hyperledger Fabric blockchain
    B. Sowmiya, E. Poovammal
    Wireless Personal Communications, 2022
  • Hierarchical and On-Demand Attack Defence Framework for IoT Devices
    Pradeep Sudhakaran, Manikannan Kaliyaperumal, T. Senthilkumar, R. Jeya, B. Sowmiya
    Wireless Communications and Mobile Computing, 2022
  • Study on Supply Chain Management using Blockchain Technology
    Yaswanth Raj, Sowmiya B
    Proceedings of the 6th International Conference on Inventive Computation Technologies Icict 2021, 2021
  • Improving Cloud Security and Privacy Using Blockchain
    B. Sowmiya, E. Poovammal
    Proceedings of IEEE International Conference on Disruptive Technologies for Multi Disciplinary Research and Applications Centcon 2021, 2021
  • Linear Elliptical Curve Digital Signature (LECDS) with Blockchain Approach for Enhanced Security on Cloud Server
    B. Sowmiya, E. Poovammal, Kadiyala Ramana, Saurabh Singh, Byungun Yoon
    IEEE Access, 2021
  • Methods and techniques for privacy preserving in blockchain
    Sowmiya B, Poovammal E
    Proceedings of the 3rd International Conference on Intelligent Sustainable Systems Iciss 2020, 2020
  • Tracing products in a supply chain using blockchain
    International Journal of Advanced Science and Technology, 2020
  • Blockchain Technology Is a Boost to Cyber Security: Block Chain
    Sowmiya B., Poovammal E.
    Research Anthology on Blockchain Technology in Business Healthcare Education and Government, 2020
  • Analysing food allergy dataset to predict different types of allergies
    B. Sowmiya, Rahul Ramaswamy, Tanmai Shukla
    Journal of Physics Conference Series, 2019
  • Blockchain technology is a boost to cyber security: Block chain
    Sowmiya B., Poovammal E.
    Countering Cyber Attacks and Preserving the Integrity and Availability of Critical Systems, 2019
  • Survey on prediction of heart disease using data mining
    Sanchita Chatterjee, Yasha Jaggi, B. Sowmiya
    Proceedings of the International Conference on Intelligent Sustainable Systems Iciss 2019, 2019
  • Distributed scheduler of multiple map reduce jobs for big data
    International Journal of Control Theory and Applications, 2016
  • Enhanced image steganography scheme through multiway PVD
    International Journal of Control Theory and Applications, 2016

RECENT SCHOLAR PUBLICATIONS

  • Absorption Effects on Air Quality
    S Saha, B Sowmiya
    Advanced Engineering Optimization Through Intelligent Techniques: Select … , 2025
    2025
  • Integrating Conditional WGAN-GP and Reinforcement Learning for Automated De Novo Drug Design
    S Mishra, B Sowmiya, M Pushpalatha
    2025
  • Entropy generation on bio-magnetic hybrid nanofluid flow across human circulatory system: numerical and machine learning approach
    S Santhi, K. , Sowmiya, B. , Keerthika, V. , Nivetha
    International Journal of Computer Mathematics , 2025
    2025
    Citations: 1
  • Harnessing artificial intelligence in financial fraud detection and prevention systems
    A Sowmiya, B. , Ida Seraphim, B. , Fancy, C. , Abirami, R. , Hussain
    International Journal of Innovative Research and Scientific Studies 8 (3 … , 2025
    2025
    Citations: 3
  • Mitigating Ground-Level Ozone of AOT40 Through Black Carbon Absorption Effects on Air Quality
    S Saha, B Sowmiya
    International Conference on Advanced Engineering Optimization Through … , 2024
    2024
  • Security and Scalability of Blockchain Document Storage Systems
    SB Sherwin Benjamin C, Rhea
    8th International Conference on I-SMAC (IoT in Social, Mobile, Analytics and … , 2024
    2024
  • Cybersecurity Challenges and Solutions in the Digital Age: An Analysis
    S Sargunavathi, T Upender, B Sowmiya, R Sundar, E Rajasekaran, ...
    2024 International Conference on Communication, Computing and Energy … , 2024
    2024
    Citations: 1
  • Music NFT marketplace: Leveraging blockchain technology
    S Satyam, I Sah, B Sowmiya
    AIP Conference Proceedings 3075 (1), 020059 , 2024
    2024
    Citations: 3
  • Yogdaan
    S Patel, VK Singh, B Sowmiya
    AIP Conference Proceedings 3075 (1), 020115 , 2024
    2024
  • Next-Gen Virtual Try-Ons: U2NET-Driven Cloth Segmenting and Personalized Size Recommendation
    SB Kunal ,Harashnabin
    2nd IEEE International Conference on Advances in Information Technology … , 2024
    2024
  • Next-Gen Virtual Try-Ons: U2NET-Driven Cloth Segmenting and Personalized Size Recommendation
    K Kankariya, H Roy, B Sowmiya
    2024 Second International Conference on Advances in Information Technology … , 2024
    2024
    Citations: 1
  • A Framework to Query in Natural Language on Big Data Platform
    A Sowmiya B, Saravanan S, Payyavula S.R, Santanu, Kumar M.R, Sonakshi, Pratyusha
    1st International Conference on Electronics, Computing, Communication and … , 2024
    2024
    Citations: 1
  • Credit Card Transaction Fraud Detection
    SB Shashikant, Siddharth
    Lecture Notes in Networks and Systems 1056, 359 - 366 , 2024
    2024
  • An Effective Fog-Enabled E-Health with Hierarchical Attribute Revocation using Cloud Computing
    V Aboorva, PBK Sree, B Sowmiya, N Sowmiya, SR Menaka
    International Journal of Advances in Engineering and Emerging Technology 14 … , 2023
    2023
  • Music NFT Marketplace: Leveraging Blockchain Technology
    SB Sahil, Isha
    AIP Conference Proceedings 3075 (1) , 2023
    2023
  • YOGDAAN
    SB Soham, Vivek Kumar
    AIP Conference Proceedings 3075 (1) , 2023
    2023
  • A heuristic K-anonymity based privacy preserving for student management hyperledger fabric blockchain
    B Sowmiya, E Poovammal
    Wireless Personal Communications 127 (2), 1359-1376 , 2022
    2022
    Citations: 37
  • A Comparative Study for Determining the Vehicle Routing Optimal Path
    R Aditi, R Dhinakar, B Sowmiya
    Communication, Software and Networks: Proceedings of INDIA 2022, 523-533 , 2022
    2022
  • Stock Price Prediction Using Data Analysis and Visualization
    K Yashwanth Raj, BS Devpriyadharsan, B Sowmiya
    Communication, Software and Networks: Proceedings of INDIA 2022, 513-522 , 2022
    2022
  • Hierarchical and On‐Demand Attack Defence Framework for IoT Devices
    P Sudhakaran, M Kaliyaperumal, T Senthilkumar, R Jeya, B Sowmiya
    Wireless Communications and Mobile Computing 2022 (1), 4335871 , 2022
    2022
    Citations: 2

MOST CITED SCHOLAR PUBLICATIONS

  • Linear elliptical curve digital signature (LECDS) with blockchain approach for enhanced security on cloud server
    B Sowmiya, E Poovammal, K Ramana, S Singh, B Yoon
    IEEE Access 9, 138245-138253 , 2021
    2021
    Citations: 50
  • A heuristic K-anonymity based privacy preserving for student management hyperledger fabric blockchain
    B Sowmiya, E Poovammal
    Wireless Personal Communications 127 (2), 1359-1376 , 2022
    2022
    Citations: 37
  • Study on supply chain management using blockchain technology
    Y Raj, B Sowmiya
    2021 6th international conference on inventive computation technologies … , 2021
    2021
    Citations: 14
  • A review on security issues in healthcare cyber-physical systems
    VS Abhijith, B Sowmiya, S Sudersan, M Thangavel, P Varalakshmi
    Cyber Intelligence and Information Retrieval: Proceedings of CIIR 2021, 37-48 , 2021
    2021
    Citations: 10
  • Harnessing artificial intelligence in financial fraud detection and prevention systems
    A Sowmiya, B. , Ida Seraphim, B. , Fancy, C. , Abirami, R. , Hussain
    International Journal of Innovative Research and Scientific Studies 8 (3 … , 2025
    2025
    Citations: 3
  • Music NFT marketplace: Leveraging blockchain technology
    S Satyam, I Sah, B Sowmiya
    AIP Conference Proceedings 3075 (1), 020059 , 2024
    2024
    Citations: 3
  • Hierarchical and On‐Demand Attack Defence Framework for IoT Devices
    P Sudhakaran, M Kaliyaperumal, T Senthilkumar, R Jeya, B Sowmiya
    Wireless Communications and Mobile Computing 2022 (1), 4335871 , 2022
    2022
    Citations: 2
  • Methods and techniques for privacy preserving in blockchain
    B Sowmiya, E Poovammal
    2020 3rd International Conference on Intelligent Sustainable Systems (ICISS … , 2020
    2020
    Citations: 2
  • Analysing food allergy dataset to predict different types of allergies
    B Sowmiya, R Ramaswamy, T Shukla
    Journal of Physics: Conference Series 1362 (1), 012010 , 2019
    2019
    Citations: 2
  • Entropy generation on bio-magnetic hybrid nanofluid flow across human circulatory system: numerical and machine learning approach
    S Santhi, K. , Sowmiya, B. , Keerthika, V. , Nivetha
    International Journal of Computer Mathematics , 2025
    2025
    Citations: 1
  • Cybersecurity Challenges and Solutions in the Digital Age: An Analysis
    S Sargunavathi, T Upender, B Sowmiya, R Sundar, E Rajasekaran, ...
    2024 International Conference on Communication, Computing and Energy … , 2024
    2024
    Citations: 1
  • Next-Gen Virtual Try-Ons: U2NET-Driven Cloth Segmenting and Personalized Size Recommendation
    K Kankariya, H Roy, B Sowmiya
    2024 Second International Conference on Advances in Information Technology … , 2024
    2024
    Citations: 1
  • A Framework to Query in Natural Language on Big Data Platform
    A Sowmiya B, Saravanan S, Payyavula S.R, Santanu, Kumar M.R, Sonakshi, Pratyusha
    1st International Conference on Electronics, Computing, Communication and … , 2024
    2024
    Citations: 1
  • Improving cloud security and privacy using blockchain
    B Sowmiya, E Poovammal
    2021 International Conference on Disruptive Technologies for Multi … , 2021
    2021
    Citations: 1
  • Absorption Effects on Air Quality
    S Saha, B Sowmiya
    Advanced Engineering Optimization Through Intelligent Techniques: Select … , 2025
    2025
  • Integrating Conditional WGAN-GP and Reinforcement Learning for Automated De Novo Drug Design
    S Mishra, B Sowmiya, M Pushpalatha
    2025
  • Mitigating Ground-Level Ozone of AOT40 Through Black Carbon Absorption Effects on Air Quality
    S Saha, B Sowmiya
    International Conference on Advanced Engineering Optimization Through … , 2024
    2024
  • Security and Scalability of Blockchain Document Storage Systems
    SB Sherwin Benjamin C, Rhea
    8th International Conference on I-SMAC (IoT in Social, Mobile, Analytics and … , 2024
    2024
  • Yogdaan
    S Patel, VK Singh, B Sowmiya
    AIP Conference Proceedings 3075 (1), 020115 , 2024
    2024
  • Next-Gen Virtual Try-Ons: U2NET-Driven Cloth Segmenting and Personalized Size Recommendation
    SB Kunal ,Harashnabin
    2nd IEEE International Conference on Advances in Information Technology … , 2024
    2024