Title Dr. First Name SHANTHI BALA P. Last Name
Designation Professor
Department Department of Computer Science
Email shanthibala.cs@pondiuni.ac.in
Webpage
Phone.no 04132654971
Employement Info
Employee Type Nature Of Employment
Teaching Permanent
Educational Qualifications
Degree/Certification Name Institution Year of Completion
Ph.D. - Ph.D. Pondicherry University 2014
PG Pondicherry University 2005
UG Pondicherry University 2003
Development of E-content
Name of The Module Platform/Organization Date of Launching
Art of C Programming SWAYAM 01-04-2025
Research Supervision Overview
PhD Scholars Supervised PhD Degrees Awarded Theses Submitted
4 4 0
Research Publications
Title of Article Type of Publication Name of Journal ISSN Journal Volume Year Link to Article DOI (Digital Object Identifier)
Constriction Coefficient Based Particle Swarm Optimization and Gravitational Search Algorithm for Multilevel Image Thresholding Research Papers in Web of Science Listed Journals Expert Systems 2021 10.1111/exsy.12717

Swarm-based Chaotic gravitational search algorithm for solving mechanical engineering design problems Research Papers in Web of Science Listed Journals World Journal of Engineering 1708-5284 17 2020
Survey on Unsolved Informational Security Research Issues and Purported solutions for Data Security in Public Cloud Research Papers in Peer Reviewed Journals International Journal of Applied Engineering Research 0973-4562 14 2019
SemPER: Semantic Relationship Based Reasoning Approach Research Papers in Scopus Listed Journals International Journal of Pure and Applied Mathematics 1314-3395 118 2018
Ontology based Information Retrieval-An Analysis Research Papers in Peer Reviewed Journals International Journal of Advanced Research in Computer Science and Software Engineering 2277 128X 3 2013
A Cluster-based Routing Algorithm for WSN based on Residual Energy of the Nodes Research Papers in Peer Reviewed Journals International Journal of Computer Application 0975 – 8887 74 2013
A Review on Semantic Relationship based applications Research Papers in UGC listed Journals International Journal in Foundations of Computer Science and Technology 2229 5208 3 2013
Comparison of visual Cryptographic Schemes Research Papers in Peer Reviewed Journals International Journal of Engineering Science & Technology 0975-5462 3 2011
Securing virtual Images using Blind Authentication Protocol Research Papers in Peer Reviewed Journals International Journal of Engineering Science & Technology 0975-5462 3 2011
Levy Flight and Chaos TheoryBased Gravitational Search Algorithm for Global Optimization: LCGSA for Global Optimization Research Papers in Web of Science Listed Journals International Journal of Applied Metaheuristic Computing 1947-8283 13 2022
A hybrid constriction coefficient based particle swarm optimization and gravitational search algorithm for training multi-layer perceptron Research Papers in Web of Science Listed Journals International Journal of Intelligent Computing and Cybernetics 1756-378X 13 2020
Comprehensive Analysis of Resource Allocation and Service Placement in Fog and Cloud Computing Research Papers in Web of Science Listed Journals International Journal of Advanced Computer Science and Applications 2156-5570 12 2021
Application of constriction coefficient-based particle swarm optimisation and gravitational search algorithm for solving practical engineering design problems Research Papers in Web of Science Listed Journals International Journal of Bio-Inspired Computation 1758-0374 17 2021
Hybridization of Chaotic Maps and Gravitational Search Algorithm for Constrained Mechanical and Civil Engineering Design Frameworks: CGSA for Mechanical and Civil Engineering Design Optimization Research Papers in Web of Science Listed Journals International Journal of Applied Metaheuristic Computing 1947-8283 13 2021
Lévy flight and chaos theory-based gravitational search algorithm for mechanical and structural engineering design optimization Research Papers in Web of Science Listed Journals De Gruyter Open Computer Science 11 2021 10.1515/comp-2020-0223

A Thin Hypervisor Assisting Threat Hunt Based on Behavioral Observation Research Papers in Peer Reviewed Journals International Journal of Advanced Research in Computer and Communication Engineering 2278-1021 11 2022
A New Design Paradigm for Provably Secure Keyless Hash Function with Subsets and Two Variables Polynomial Function Research Papers in Web of Science Listed Journals Journal of King Saud University-Computer and Information Sciences 1319-1578 34 2022
Relationship Based Reasoning Research Papers in Peer Reviewed Journals International Journal of Computer Application 0975-8887 36 2011
Acclimatization of the Growth of Brassica Juncea to Temperature Stress: Future of IoT Technology in Sustainable Agriculture Research Papers in UGC listed Journals International Journal of Advances in Agricultural Science & Technology 2348-1358 9 2022
Lévy flight and chaos theory based gravitational search algorithm for multilayer perceptron training Research Papers in Web of Science Listed Journals Evolving Systems 1868-6478 14 2022
ACT on Monte Carlo FogRA for Time-Critical Applications of IoT Research Papers in Web of Science Listed Journals International Journal of Advanced Computer Science and Applications 13 2022
A novel subset-based polynomial design for enhancing the security of short message-digest with inflated avalanche and random responses Research Papers in Web of Science Listed Journals Journal of King Saud University - Computer and Information Sciences 35 2023
MBORS: Mosquito vector Biocontrol Ontology and Recommendation System Research Papers in Web of Science Listed Journals Journal of Vector Borne Diseases 61 2024
Comparative Analysis of Pre-Trained Models for Natural Language Processing Research Papers in Web of Science Listed Journals International Journal of Research and Analytical Reviews 10 2023
eHyPRETo: Enhanced Hybrid Pre-Trained and Transfer Learning-based Contextual Relation Classification Model Research Papers in Scopus Listed Journals Salud, Ciencia y Tecnología-Serie de Conferencias 2310-2799 3 2024
OaRCM: An Amalgamation of Ontology and Deep Learning Approach for Effective Relation Classification of Mosquito Vector Biocontrol Agents Research Papers in Web of Science Listed Journals Applied Ontology 2024 10.1177/15705838241312424

Recognization of sarcastic emotions of individuals on social network Research Papers in Scopus Listed Journals International Journal of Pure and Applied Mathematics 1314-3395 118 2018
An ontology for Exploring Knowledge in Computer Networks Research Papers in Peer Reviewed Journals International Journal of Computational Sciences & Applications 2200-0011 3 2013
Sentimental Analysis of Theme Trending on Social Network Research Papers in Peer Reviewed Journals International Journal of Advanced Research in Computer Science and Software Engineering 2277 128X 4 2014
End To End Security Enhancement in SIP Using SSAS for Ad-Hoc Network Research Papers in Peer Reviewed Journals International Journal of Mobile Network Communications & Telematics 1839-5678 4 2014
Vampire Attack Avoidance using PLGP protocol with ECC and EWMA Research Papers in Peer Reviewed Journals International Journal of Applied Engineering Research 0973-4562 11 2016
Predictive Analysis of purity Evaluation in Social Network Anonymization Research Papers in Peer Reviewed Journals International Journal of Applied Engineering Research 0973-4562 11 2016
SAIRO: Semantic Association based Information Retrieval using Ontology Research Papers in Peer Reviewed Journals International Journal of Advanced Research in Computer Science and Software Engineering 2277 128X 6 2016
A case Study Of The Cluster-Based Algorithms For Wireless Sensor Networks Based On Residual Energy Of The Sensor Nodes Research Papers in Peer Reviewed Journals International Journal of Engineering Research & Technology 2278-0181 2 2013
Ontology Based Image Retrieval for Sports Domain Research Papers in Scopus Listed Journals International Journal of Pure and Applied Mathematics 1314-3395 118 2018
Semantic Based Information Extraction from Web Research Papers in Peer Reviewed Journals International Journal of Emerging Technology and Advanced Engineering 2250–2459 3 2013
Identification of crop varieties and its growth from remote sensing images Research Papers in Scopus Listed Journals International Journal of Pure and Applied Mathematics 1314-3395 118 2018
Sarcasm Detection Techniques using Machine Learning Techniques Research Papers in Peer Reviewed Journals International Journal of Recent Scientific Research 0976-3031 9 2018
Optimal path Routing in Partially Connected Wireless Mesh Networks Research Papers in Peer Reviewed Journals International Journal for Research in Applied Science and Engineering Technology 2321-9653 7 2019
Impact of virtualization technologies in the Development and management of cloud applications Research Papers in Scopus Listed Journals International Journal of Intelligent systems and Applications in Engineering 2147-6799 7 2019
Performance based Routing with Security in MANET : A Survey Research Papers in Peer Reviewed Journals International Journal of Computer Information Systems 2229 5208 4 2013
Design of Dynamic Digest through Polynomial Product for Improved Avalanche Effect on Keyless Hash function Research Papers in Scopus Listed Journals International Journal of Recent Technology and Engineering 2277-3878 8 2019
Design of Random Oracle for block iterated One-way ciphers through Polynomial Functions Research Papers in Scopus Listed Journals International Journal of Engineering and Advanced Technology 2249-8958 8 2019
Functional Analysis of Keyless Digest Functions: A Security Perspective Research Papers in Scopus Listed Journals International Journal of Scientific Technology and Research 2277-8616 8 2019
Non-Journal Publications
Title of Publication Type of Publication Publisher Role ISBN Year Link to Publication Level
Knowledge Graph-based Neural Network Model to Predict Neurological Disorder Patterns Chapters in Books Springer Co-Author 2025 International
Analysis of Factors Impacting the Efficiency of EEG- Based Biometric Authentication System Full Paper in Conference Proceedings/Other International Conference on System, Computation, Automation and Networking (ICSCAN), Puducherry Co-Author 2024 International
Comparative Analysis of Contextual Relation Extraction Based on Deep Learning Models Full Paper in Conference Proceedings/Other International Conference on FOSS Approaches towards Computational Intelligence and Language Technology (FOSS-CIL T23), organised by International Centre for Free and Open Source Solutions (ICFOSS) Co-Author 2023 International
mAedesID: Android Application for Aedes Mosquito Species Identification using Convolutional Neural Network Full Paper in Conference Proceedings/Other International Conference on Knowledge Discoveries on Statistical Innovations Recent Advances in Optimization (ICON-KSRAO), Andhra University Co-Author 2022 International
Effect of eLearning during Covid Pandemic - Student Teachers’ Perspective Full Paper in Conference Proceedings/Other International Conference on Technology Enabled Online & Distance Learning for Education: In the Context of NEP 2020 (ICTOODLE-2022), Pondicherry University Co-Author 2022 International
Impact of Knowledge Graph in E-Learning Full Paper in Conference Proceedings/Other International Conference on Technology Enabled Online & Distance Learning for Education: In the Context of NEP 2020 (ICTOODLE-2022), Pondicherry University Co-Author 2022 International
IoT based Intrusion Detection System using Machine Learning Approach Full Paper in Conference Proceedings/Other National Conference on Recent Advancements in Science, Engineering & Technologies, Department of Electronics and Communication Engineering, Bannari Amman Institute of Technology Co-Author 2022 National
Deep Ontology Learning for Knowledge Extraction Full Paper in Conference Proceedings/Other International Conference on Scientific Computing in Innovation, Guru Nanak Institutions Co-Author 2020 International
Expert System for hard Real Time Systems Full Paper in Conference Proceedings/Other 2nd National Conference Issues and Trends in Advanced Computing (NITAC 2010), Bannari Amman Institute of Technology Author 2020 National
A Linear Chaotic function with Dynamic constants for Rapid Chaos Full Paper in Conference Proceedings/Other TEQIP-III sponsored First International Conference on Innovations and Challenges in Computing, Analytics and Security, Pondicherry Engineering College Co-Author 2020 International
A mechanism for IoT Data Security and Privacy through Fog Computing Full Paper in Conference Proceedings/Other TEQIP-III sponsored First International Conference on Innovations and Challenges in Computing, Analytics and Security, Pondicherry Engineering College Co-Author 2020 International
IoT based plant disease prediction using Convolutional Neural Network Full Paper in Conference Proceedings/Other TEQIP-III sponsored First International Conference on Innovations and Challenges in Computing, Analytics and Security, Pondicherry Engineering College Co-Author 2020 International
Hybridization of Constriction Coefficient based Particle Swarm Optimization and Gravitational Search Algorithm for Constrained Engineering Optimization Full Paper in Conference Proceedings/Other International Conference on Machine learning and Data Science, Mahindra Ecole Centrale Co-Author 2019 International
A Comprehensive Survey on Solving Clustering and Classification Problems Using Gravitational Search Algorithm Full Paper in Conference Proceedings/Other 9th IEEE International Advance Computing Conference, M.A.M College of Engineering and Technology Co-Author 2019 International
Hybridization of Constriction Coefficient based Particle Swarm Optimization and Gravitational Search Algorithm for Function optimization Full Paper in Conference Proceedings/Other International Conference on Advances in Electronics, Electrical & Computational Intelligence (ICAEEC – 2019), Indian Institute of Information Technology , Allahabad Co-Author 2019 International
Comparative study of IoT Technology in Precision Agriculture Full Paper in Conference Proceedings/Other 2nd IEEE International Conference on System, Computation, Automation and Networking (ICSCAN 2019), Manakula Vinayagar Institute of Technology Co-Author 2019 International
An agent based resource provisioning for IoT through machine learning in Fog computing Full Paper in Conference Proceedings/Other 2nd IEEE International Conference on System, Computation, Automation and Networking (ICSCAN 2019), Manakula Vinayagar Institute of Technology Co-Author 2019 International
A holistic review on gravitational Search algorithm and its hybridization with other optimization algorithms Full Paper in Conference Proceedings/Other 3rd IEEE International Conference on Electrical, Computer and Communication Technologies (IEEE ICECCT 2019), SVS College of Engineering Co-Author 2019 International
Performance Analysis of Key Management Schemes in MANET Full Paper in Conference Proceedings/Other IEEE sponsored 3rd International conference on Engineering & Technology 2018, Rathinam Technical Campus Co-Author 2018 International
An Insight and Analysis of provable secure hash functions Full Paper in Conference Proceedings/Other IEEE sponsored 3rd International conference on Engineering & Technology 2018, Rathinam Technical Campus Co-Author 2018 International
Comparative study of Inter and Intra domain Routing in Content Centric networks Full Paper in Conference Proceedings/Other IEEE sponsored 3rd International conference on Engineering & Technology 2018, Rathinam Technical Campus Co-Author 2018 International
Analysis of Insider Threats in Cyber Space Full Paper in Conference Proceedings/Other IEEE sponsored 3rd International conference on Engineering & Technology 2018, Rathinam Technical Campus Co-Author 2018 International
Ontology for the Novel Pathummayude Aadu Full Paper in Conference Proceedings/Other National Conference on Knowledge Discovery and Management (NCKDM 2015), Calicut University Co-Author 2015 National
Consistency and satisfiability Analysis on Novel Semantic Relationships Full Paper in Conference Proceedings/Other International Conference on Recent Trends in Engineering and Technology, Oxford Engineering College Author 2014 International
Established Security Standards with Appraises and Challenges of Signalling Protocols (H.323 and SIP) Full Paper in Conference Proceedings/Other IEEE International Conference on Research and Development Prospects on Engineering and Technology (ICRDPET), EGS Pillay Engineering College Co-Author 2013 International
Relation Extraction for Tourism Domain Full Paper in Conference Proceedings/Other International Conference on Information, Systems and Computing (ICISC ’13), SriSaiRam Engineering College Author 2013 International
SPAM filtering: Comparative Analysis of Filtering Techniques Full Paper in Conference Proceedings/Other IEEE-International Conference On Advances In Engineering, Science And Management, EGS Pillay Engineering College Co-Author 2012 International
A Comparative study of Multimedia Retrieval using ontology for semantic web Full Paper in Conference Proceedings/Other IEEE-International Conference On Advances In Engineering, Science And Management, EGS Pillay Engineering College Co-Author 2012 International
Visualization and Reasoning of ontology for Network Full Paper in Conference Proceedings/Other International Conference on Emerging Trends in Communication, Maria College of Engineering & Technology Author 2012 International
Intrusion Prevention Approach in DYMO protocol Full Paper in Conference Proceedings/Other National Conference on Mobile Adhoc Networks (NCMAN 2010), Dr.Mahalingam College of Engg. & Technology Co-Author 2010 National
Q-Genesis: Question generation system based on semantic relationships Chapters in Books Springer Author 1970 National
Issues and Challenges in Smart Farming for Sustainable Agriculture Chapters in Books IGI Global book series Advances in Environmental Engineering and Green Technologies Author 1970 National
A study on Sentimental Analysis- Business Perspective Chapters in Books Thiruvalluvar University Model College of Arts and Science Author 1970 National
Fog Resource Allocation through Machine Learning Algorithm Chapters in Books IGI Global book series Advances in Computer and Electrical Engineering Book Series Author 1970 National
Cyber Threats Detection and Mitigation using Machine Learning Chapters in Books IGI Global book series Advances in Information Security , Privacy and Ethics Book Series Author 1970 National
Hybridization of Constriction Coefficient-Based Particle Swarm Optimization and Chaotic Gravitational Search Algorithm for Solving Engineering Design Chapters in Books Springer Author 1970 National
Analysis of Gravitation Based Optimization Algorithms for Clustering and Classification Chapters in Books IGI Global book series Advances in Data Mining and Database Management Book Series Author 1970 National
Fog Computing Perspective: Technical Trends, Security Practices, and Recommendations Chapters in Books Scrivener Publishing Author 1970 National
Impact of Deep Learning Techniques in IoT Chapters in Books Scrivener Publishing Author 1970 National
Training Multi-layer Perceptron Using Hybridization of Chaotic Gravitational Search Algorithm and Particle Swarm Optimization Chapters in Books Springer Author 1970 National
Constriction Coefficient-Based Particle Swarm Optimization and Gravitational Search Algorithm for Image Segmentation Chapters in Books Springer Author 1970 National
Design of Block-Chain Polynomial Digests for Secure Message Authentication Chapters in Books EAI/Springer Innovations in Communication and Computing Author 1970 National
Fog-Cloud Enabled Internet of Things Using Extended Classifier System (XCS) Chapters in Books Springer Author 1970 National
Analysis of Ontology-Based Semantic Association Rule Mining Chapters in Books Taylor & Francis Author 1970 National
Aedes Ont: Ontology for Aedes Mosquito Vectors to Predict Semantic Relations of Biocontrol Agents Chapters in Books River Publishers Author 1970 National
Levy flight and Chaos theory based metaheuristics for grayscale image thresholding Chapters in Books Elsevier Author 1970 National
Understanding Object Oriented Programming with C++ & Java Text/Reference/Subject Books/Other Amazon KDP Author 1970 National
Research Projects
Project Title Project Type Year Of Sanction Outcome/Output Duration
Community behavior and its determinants in relation to Malaria prevention and control in Tamil Nadu - Collaborative Project with SRIHER 2021 02-09-2021 To 01-09-2022 (11 months, 30 days)
Professional Development Programmes
Programme Title Sponsoring Institution Organizing Institution Role Type of Programme
Cyber Security Principles and Defensive Mechanisms Pondicherry University in Association with NIT, Warangal Organizer Faculty Development Programmes
Integration of IoT and Cloud Computing Services in Smart Cities Pondicherry Engineering College Attendee Faculty Development Programmes
Machine Learning in Data Science: Tools, Techniques and Challenges Pondicherry Engineering College Attendee Short Term Program
Security Issues and Challenges in Cloud Computing & Web Technologies Pondicherry Engineering College Attendee Short Term Program
Emerging Trends and Challenges in Data Science and Big Data Analytics (BS-BDA) Pondicherry Engineering College Attendee Short Term Program
Cloud Computing - Benefits, Risks and Recommendations for Information Security Pondicherry Engineering College Attendee Short Term Program
Research Issues in Heterogeneous Wireless Networks Pondicherry Engineering College Attendee Faculty Development Programmes
Intelligent System Design and Applications Pondicherry Engineering College Attendee Faculty Development Programmes
Refresher Course Bharathiar University Attendee Refresher Program
Refresher Course Pondicherry University Attendee Refresher Program
Orientation Programme Pondicherry University Attendee Orientation Programme
Honors and Awards
Name of the Award Awarding Body Award Category Level Award Date
Best Teacher Award Pondicherry University Academic University 05-09-2022
Best paper Award Mahindra Ecole Centrale Research International 17-12-2019
Talk Poster Presented
Name of the Activity Role Date of Activity
Chair 20-02-2015
Chair 31-01-2018
Speaker 29-08-2018
Speaker 12-10-2018
Speaker 28-03-2019
Speaker 06-12-2019
Speaker 30-01-2018
Speaker 28-02-2018
Speaker 28-03-2019
Seminar / Conference Details / Workshops
Type of Activity Name of The Event Role Duration
Workshops Advances in networks & Computing: Industry-Academia Practices Workshops 22-02-2010 To 26-02-2010 (4 days)
Workshops Research Trends in Digital Image Processing Workshops 18-08-2014 To 22-08-2014 (4 days)
Workshops Advanced Trends in Optimization Methods & their Applications (ATOMA -2014) Workshops 08-09-2014 To 12-09-2014 (4 days)
Workshops Roadmap Towards 5G wireless Infrastructure Workshops 02-11-2015 To 06-11-2015 (4 days)
Workshops Python Programming (PYSQUARE 2018) Workshops 06-08-2018 To 10-08-2018 (4 days)
Workshops Machine Learning and Deep Learning Workshops 10-12-2018 To 14-12-2018 (4 days)
Webinar Online Educational Resources for Effective Remote Teaching Webinar 10-08-2020 To 14-08-2020 (4 days)
Workshops Deep Learning for Image Processing Applications Workshops 28-01-2021 To 29-01-2021 (1 days)
Workshops Mobile debugging and Troubleshooting Workshops 06-02-2023 To 07-02-2023 (1 days)
Workshops Hands–on training on Product Ideation through IoT system and Analytics Workshops 06-03-2023 To 10-03-2023 (4 days)
Workshops Hands on Training on IoT and its applications Workshops 03-07-2023 To 14-07-2023 (11 days)
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