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Dr. G. Saranya

Assistant Professor (Sr. Gd.), Department of Computer Science and Engineering, School of Computing, Chennai

Qualification: Ph.D., M.C.A., M.sc.(Maths), B.Sc.
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Research Interest: Software Engineering, Database Management Systems, Evolutionary Algorithms, Cyber Security

Bio

Dr. Saranya G currently serves as an Assistant Professor (Sr. Gd.) in the Department of Computer Science and Engineering, Amrita School of Computing, Amrita Vishwa Vidyapeetham, Chennai Campus.

She has more than seven years of teaching and research experience. She has published over eight research articles in peer-reviewed international journals (SCI, SCIE, and Scopus-indexed), with a highest impact factor of 3.01, and has also contributed two book chapters. In addition, she has filed two Indian patents and has actively participated in various international conferences, faculty development programs, workshops, and training programs.

Publications

Conference Paper

Year : 2025

Cyber Threat Simulation and Forensic Investigation in IoT

Cite this Research Publication : P. Sai Keerthan Reddy, K. Ambica, K Geetha, G Saranya, Cyber Threat Simulation and Forensic Investigation in IoT, 2025 6th International Conference on Data Intelligence and Cognitive Informatics (ICDICI), IEEE, 2025, https://doi.org/10.1109/icdici66477.2025.11135156

Publisher : IEEE

Year : 2025

Ethereum Smart Contract Security: “Deep Learning Approaches for Vulnerability Detection”

Cite this Research Publication : Anshitha Prattipati, Chitra Harini, Laxmi Manogna V, G Saranya, Ethereum Smart Contract Security: "Deep Learning Approaches for Vulnerability Detection", 2025 3rd International Conference on Sustainable Computing and Data Communication Systems (ICSCDS), IEEE, 2025, https://doi.org/10.1109/icscds65426.2025.11167498

Publisher : IEEE

Year : 2025

ULTRON: A Multi-Functional, Privacy-Centric Framework for Reconnaissance and Security Analysis on the Dark Web

Cite this Research Publication : R B Sujjanth, Thanusri V, Saranya G, ULTRON: A Multi-Functional, Privacy-Centric Framework for Reconnaissance and Security Analysis on the Dark Web, 2025 International Conference on Emerging Systems and Intelligent Computing (ESIC), IEEE, 2025, https://doi.org/10.1109/esic64052.2025.10962794

Publisher : IEEE

Year : 2025

Performance Paradox: Evaluating Machine Learning and Deep Learning Strategies for Enhanced Mobile Security

Cite this Research Publication : Kausal S D, Saranya G, Performance Paradox: Evaluating Machine Learning and Deep Learning Strategies for Enhanced Mobile Security, 2025 International Conference on Emerging Systems and Intelligent Computing (ESIC), IEEE, 2025, https://doi.org/10.1109/esic64052.2025.10962743

Publisher : IEEE

Year : 2024

Cookie Analysis Using Web Crawling and Web Scraping

Cite this Research Publication : Gowtham Pushkar Bhatraju, Chilakala Vikas, G Saranya, Cookie Analysis Using Web Crawling and Web Scraping, 2024 14th International Conference on Cloud Computing, Data Science & Engineering (Confluence), IEEE, 2024, https://doi.org/10.1109/confluence60223.2024.10463260

Publisher : IEEE

Year : 2024

Optimizing Smart Contract Security: A Cost-Sensitive Graph Neural Network Approach for Vulnerability Detection

Cite this Research Publication : Aravind M, Saravanan R, Saranya G, Optimizing Smart Contract Security: A Cost-Sensitive Graph Neural Network Approach for Vulnerability Detection, 2024 International Conference on Electronic Systems and Intelligent Computing (ICESIC), IEEE, 2024, https://doi.org/10.1109/icesic61777.2024.10846442

Publisher : IEEE

Year : 2024

Banana Freshness Classification: A Deep Learning Approach with VGG16

Cite this Research Publication : Falguni Vasant Patre, Aditya Arya, G. Saranya, Banana Freshness Classification: A Deep Learning Approach with VGG16, Lecture Notes in Networks and Systems, Springer Nature Singapore, 2024, https://doi.org/10.1007/978-981-97-7423-4_16

Publisher : Springer Nature Singapore

Year : 2024

From Novice to Ninja: Novice to Ninja’s Guide to CTF Domains

Cite this Research Publication : S. Nirmal, K. Dhanvinesh, G. Saranya, From Novice to Ninja: Novice to Ninja’s Guide to CTF Domains, 2024 11th International Conference on Computing for Sustainable Global Development (INDIACom), IEEE, 2024, https://doi.org/10.23919/indiacom61295.2024.10498858

Publisher : IEEE

Year : 2024

From Pixels to Truth: Unveiling Deepfakes with a Meso-5 and XceptionNet Fusion Network

Cite this Research Publication : S. Abhinandhan, A. G. Sreedevi, G. Saranya, From Pixels to Truth: Unveiling Deepfakes with a Meso-5 and XceptionNet Fusion Network, Lecture Notes in Networks and Systems, Springer Nature Singapore, 2024, https://doi.org/10.1007/978-981-97-7371-8_6

Publisher : Springer Nature Singapore

Year : 2023

IPL Data Analysis and Visualization for Team Selection and Profit Strategy

Cite this Research Publication : Saranya G, Aravind Swaminathan, Joel Benjamin J, Surendran R, Leema Nelson, IPL Data Analysis and Visualization for Team Selection and Profit Strategy, 2023 7th International Conference on Computing Methodologies and Communication (ICCMC), IEEE, 2023, https://doi.org/10.1109/iccmc56507.2023.10083736

Publisher : IEEE

Year : 2023

Improved Performance of Canny Edge Detection in Low-Light Conditions

Cite this Research Publication : Pradeep Surya Dadi, Saranya G, Tamilvizhi T, Leema Nelson, Surendran R, Improved Performance of Canny Edge Detection in Low-Light Conditions, 2023 Third International Conference on Artificial Intelligence and Smart Energy (ICAIS), IEEE, 2023, https://doi.org/10.1109/icais56108.2023.10073915

Publisher : IEEE

Year : 2023

Code Smell Detection Using a Weighted Cockroach Swarm Optimization Algorithm

Cite this Research Publication : G. Saranya, Dibyajyoti Mishra, Vojjala Srikar, Abhilash C, Saketh Dooda, Code Smell Detection Using a Weighted Cockroach Swarm Optimization Algorithm, 2023 14th International Conference on Computing Communication and Networking Technologies (ICCCNT), IEEE, 2023, https://doi.org/10.1109/icccnt56998.2023.10306683

Publisher : IEEE

Year : 2023

Highest Accuracy Based Automated Depression Prediction Using Natural Language Processing

Cite this Research Publication : S. V. Tharun, G. Saranya, T. Tamilvizhi, R. Surendran, Highest Accuracy Based Automated Depression Prediction Using Natural Language Processing, Lecture Notes in Computer Science, Springer Nature Switzerland, 2023, https://doi.org/10.1007/978-3-031-44084-7_10

Publisher : Springer Nature Switzerland

Year : 2023

Exploring the Significance and Paradoxical Nature of the Zero Value in Mathematics Using Artificial Intelligence

Cite this Research Publication : Ishwarya K, Saranya G, Appathurai K, Surendran R, Exploring the Significance and Paradoxical Nature of the Zero Value in Mathematics Using Artificial Intelligence, 2023 4th International Conference on Smart Electronics and Communication (ICOSEC), IEEE, 2023, https://doi.org/10.1109/icosec58147.2023.10276215

Publisher : IEEE

Year : 2023

Speech Emotion Recognition with High Accuracy and Large Datasets using Convolutional Neural Networks

Cite this Research Publication : Saranya G, Tamilvizhi T, Tharun S V, Surendran R, Speech Emotion Recognition with High Accuracy and Large Datasets using Convolutional Neural Networks, 2023 8th International Conference on Communication and Electronics Systems (ICCES), IEEE, 2023, https://doi.org/10.1109/icces57224.2023.10192891

Publisher : IEEE

Journal Article

Year : 2022

Detection and Classification of Brain Tumor on MR Imaging using Deep Neural Network based VGG-19 Architecture

Cite this Research Publication : Saranya, G,&Venkateswaran H, (2022). Detection and Classification of Brain Tumor on MR Imaging using Deep Neural Network based VGG-19 Architecture. PERIODICO di MINERALOGIA, vol. 19, no. 4, pp.672-683

Year : 2018

Model Level Code Smell Detection Using EGAPSO Based on Similarity Measures

Cite this Research Publication : Saranya, G, Khanna Nehemiah, H & Kannan, A, (2018). Model Level Code Smell Detection Using EGAPSO Based on Similarity Measures, Alexandria Engineering Journal, Elsevier, vol.57, no.3, pp.1631-1642

Year : 2018

Prioritizing Code Smell Correction Task Using SPEA Algorithm

Cite this Research Publication : Saranya, G, Khanna Nehemiah, H & Kannan, A, (2018). Prioritizing Code Smell Correction Task Using SPEA Algorithm. Indian Journal of Science and Technology (IJST), vol. 11, no.20, pp.1-12. https://dx.doi.org/10.17485/ijst/2018/v11i20/122472

Year : 2018

Hybrid Particle Swarm Optimization with Mutation for Code Smell Detection

Cite this Research Publication : Saranya, G, Khanna Nehemiah, H & Kannan, A, (2018). Hybrid Particle Swarm Optimization with Mutation for Code Smell Detection, International Journal of Bio-inspired Computation(IJBIC), Inderscience Publishers, vol.12, no.13, pp.186-195

Year : 2015

Hybrid Algorithm for Clustering Gene Expression Data

Cite this Research Publication : Susmi, S. J., Nehemiah, H. K., Kannan, A., &Saranya, G. (2015). Hybrid Algorithm for Clustering Gene Expression Data. Research Journal of Applied Sciences, Engineering and Technology, 11(7), pp.692-700

Year : 2013

Analysis and Modeling of multivalued attributes in entity-relationship Modeling: An approach for improved database design

Cite this Research Publication : Vimala, S., Khanna Nehemiah, H., Saranya, G., & Kannan, A. (2013). Analysis and Modeling of multivalued attributes in entity-relationship Modeling: An approach for improved database design. Computer systems science and engineering, 28(4), pp.217-223.

Year :

Applying Game Theory to Restructure PL/SQL Code

Cite this Research Publication : Vimala, S., Nehemiah, H. K., Bhuvaneswaran, R. S., Saranya, G., & Kannan, A. (2012). Applying Game Theory to Restructure PL/SQL Code. International Journal of Soft Computing, 7(6), pp.264-270

Year :

Design Methodology for Relational Databases: Issues Related to Ternary Relationships in Entity-relationship Model and Higher Normal Forms

Cite this Research Publication : Vimala, S., Nehemiah, H. K., Bhuvaneswaran, R. S., &Saranya, G. (2013). Design Methodology for Relational Databases: Issues Related to Ternary Relationships in Entity-relationship Model and Higher Normal Forms. International Journal of Database Management Systems, 5(3), 15.

Year :

Detecting Shotgun Surgery Bad Smell using Similarity Measure Distribution Model

Cite this Research Publication : Saranya, G, Khanna Nehemiah, H, Kannan, A& Vimala, S 2016, ‘Detecting Shotgun Surgery Bad Smell using Similarity Measure Distribution Model’, Asian Journal of Information Technology, vol. 15, no. 17, pp. 3205-3216.

Patents

Year : 2021

Intelligent Indoor Navigation and Positioning System using Augmented Reality

Cite this Research Publication : “Intelligent Indoor Navigation and Positioning System using Augmented Reality”, Indian Patent published on 13-08-2021, Application Number 202141035168 A

Year : 2021

Skin Cancer (MELANOMA) Detection and Recommender System using Deep Learning

Cite this Research Publication : “Skin Cancer (MELANOMA) Detection and Recommender System using Deep Learning”, Indian Patent published on 1-08-2021, Application Number .202141034599 A.

Qualifications
2010 – 2017 Ph.D.
Anna University

Dissertation Title: Code Smell Detection and Prioritization of Refactoring Operations to Enhance Software Maintainability.

2013 – 2015 M.Sc. (Mathematics)
Alagappa University
2006 – 2009 M.C.A.
Quaid-E-Millath Government Arts College for Women,
Chennai
2003 – 2006 B.Sc. (Mathematics)
Jaya College of Arts and Science,
Thiruninravur, Chennai
Experience
March 2022 to Present Assistant Professor (Sr. Gd.)
Department of Computer Science and Engineering,Amrita School of Computing, Chennai Campus
June 2018 to March 2022 Assistant Professor
Department of Computer Applications, DRBCCC Hindu College, Pattabiram, Chennai
July 2010 to March 2017 Full-Time Research Scholar,
Ramanujan Computing Centre, College of Engineering Guindy, Anna University, Chennai
Courses Taught
  • C Programming
  • Database Management System
  • Secure Coding
  • Automata Theory and Compiler Design
  • Software Engineering
  • Secure Software Engineering
  • Microprocessor
Professional Activities

Workshops

  • Attended Cyber Crime against women summit-2023 organized by national cyber Security research council on 28th Feb 2023
  • Participated in a two-day online workshop on Introduction to Matlab and its Application organized by Sri Venkateswara College of Engineering and Technology from 6th to 7th June 2020.
  • Participated in the One Day Workshop on “Intellectual Property Rights” organized by DRBCCC Hindu College on 25th January 2020.
  • Participated in the National Workshop on “App Development Using Java Enterprise” on 27th February 2019.
  • Attended FDP on Empowering the Colleges towards Excellence in Teaching-Learning, Research and Extension Activities on 31-01-2019.
  • Attended workshop in the “E-Connect & Open Education Sources” program during 2018–2019.
  • Participated in Two Day Workshop on “Benchmarking of Quality Assurance in Higher Education” on 5th and 6th October 2018.
  • Attended the Routledge Editorial workshop organized by Taylor & Francis India at Anna University on August 3rd, 2016.
  • Attended the Author Workshop on Book/Journal Publishing conducted by Elsevier Research Solutions on 24th Sep. 2014.
  • Attended workshop on Scientific Journal Publishing conducted by Springer and Edanz at Anna University on 29th January 2013.
  • Attended workshop on Writing Effective Conference Papers conducted by IIT Bombay on 18-19 February 2012.
  • Attended international workshop on Stochastic Modelling (IWSMMF 2011) at Anna University from 22-24 December 2011.
  • Attended workshop on Research and Writing at Anna University during 14-15 September 2011.
  • Attended workshop on Research Methods conducted by CSI & IEEE during 19-20 February 2011.

FDP

  • FDP-AICTE “Inculcating Universal Human Values in Technical Education”Organized by Amrita Vishwa Vidyapeetham Chennai from 24th April to 26th April 2024
  • Faculty Training Program on “5G Wireless Communication Technology” organised by IEEE India Council from 28.07.2022 to 30.07.2022.
  • FDP on “Information Security: Analytics Tools, Use Cases and Demo” organized by VIT Chennai from 5th Aug 2022 to 6th August 2022.
  • Participated in FDP on “E-Patshala A Platform for Learning”, organized by Prince Shri Venkateshwara College of Arts and Science, on 22-6-2020.
  • Participated and completed a one-week online FDP on Python 3.4.3 organized by IIT Bombay (PMMMNMTT, MHRD) from 8th June to 13th June 2020.
  • Participated in the FDP on Introduction to Block Chain organized by Rajalakshmi Engineering College on 6th June 2020.
  • Attended the FDP on “Influence of Neuro Science Technology on Pedagogy of Higher Education” organized by DRBCCC Hindu College on 21st February 2020.
  • Attended FDP on The Role of a Contemporary Teacher in 21st Century from 22-6-2018 to 23-6-2018.

Webinar

  • Seminar on Education Policy organized by Amrita Vishwa Vidyapeetham Bengaluru, 02.02.2023
  • Attended Webinar on Linear Regression Model in Machine Learning organized by Shri Eshwar College of Engineering, Coimbatore on 14th July 2020.
  • Participated in National Level Online Quiz on Outcome Based Education (OBE) on 15/6/20 organized by the Department of CSE, Pragati Engineering College (A).
  • Participated in the two-day webinar on Roadmap for AI and ML Deployment organized by DRBCCC Hindu College on 3rd and 4th June 2020.
  • Participated in the National level webinar on the New Normal organized by DRBCCC Hindu College on 5th June 2020.
  • Participated in the webinar Modern Encryption Techniques organized by DRBCCC Hindu College on 12th June 2020.
  • Attended the webinar on Future of Robotics and AI organized by Karpagam College of Engineering on 30th May 2020.
  • Attended the Webinar on “Dive into Winning Technological World” organized by IEI & TechieNest on May 30, 2020.
  • Attended the webinar on Python Testing organized by SNS College of Engineering on 27-05-2020.
  • Participated in the webinar on E-Resources for Digital Learning organized by RMK College of Engineering and Technology on 27.05.2020.
  • Participated in the webinar on Emerging Global Careers in Bio-Technology organized by Alpha Arts and Science College on 17th May 2020.

NPTEL

  • Completed a 12-week online course in NPTEL on “The Joy of Computing in Python” during Jan–Apr 2020.
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