Dr Saranya K - Bannari Amman Institute of Technology

Experience Type	Organization	From	To	Total Experience
Engineering	Bannari Amman Institute of Technology, Sathyamangalam	19.08.2021
Engineering	Bannari Amman Institute of Technology, Sathyamangalam	08.05.2015	19.06.2019	4 Year(s) & 1 Month
Engineering	JKK Muniraja College of Engineering	14.06.2013	21.04.2014	0 Year & 10 Month(s)
Engineering	Paavai College of Engineering	01.06.2011	31.12.2011	0 Year & 7 Month(s)

Degree	Specialization	Institute	University	Year of Passing
B.E	Computer Science and Engineering	Vivekandha College of Engineering	Anna University, Chennai	2009
M.E	Computer Science and Engineering	Sona College of Tech	Anna University, Chennai	2011
Ph.D	Information & Communication Engineering	Bannari Amman Institute of Technology	Anna University, Chennai	2021

Kumaresan T, Ramya R, Zulaikha Beevi S, Malini M, Dineshbabu V, Saranya K, “Deep Learning-Based Early Detection of Diabetic Retinopathy Using Fundus Images,” TPM – Testing, Psychometrics, Methodology in Applied Psychology, Vol. 32, No. S4, Aug 2025, pp. 359-366.

Sathya S, Saranya K, “”A Trust-Aware Federated Learning Framework with Context-Aware Dynamic Gradient Preservation for Early Cardiovascular Risk Prediction, “”TPM – Testing, Psychometrics, Methodology in Applied Psychology””, Volume No. 32, Issue No.4, Pages.123-141, August 2025.

Dhivya P, Renuga Devi R, Madeswaran D, Pushpavalli M, Kumaresan M, Saranya K, “Microplastic Detection in Beach Sand Using Image Processing and Morphological Segmentation”, “”TPM – Testing Psychometrics Methodology in Applied Psychology””, Volume No.32 , Issue No.S4, Pages. 256 To 269, Aug 2025.

Wasim Raja M, Pushpavalli M, Balamurugan M, Saranya K, “Enhanced Med-Chain Security For Protecting Diabetic Healthcare Data In Decentralized Healthcare Environment Based On Advanced Crypto Authentication Policy”, “TPM – Testing Psychometrics Methodology In Applied Psychology”, Volume No. 32 , Issue No.S4, Pages. 241 To 255, Aug 2025.

Geetha. A, Jackulin Mahariba A, Selvi S, Kumaresan T, Zulaikha Beevi S, Saranya K, “Eeg-Based Anxiety And Stress Detection Using Pca-Rfe Hybrid Feature Extraction And Xgforest Classification With Hyperparameter Optimization”,””TPM – Testing Psychometrics Methodology in Applied Psychology””, Volume. 32, Pages.285-309 , Aug 2025.

Indirani C, Manimala S, Geetha M, Nithyadevi S, Selvanayagi M, Ananthi K, Saranya K, “Heart Disease Prediction Using Fuzzy Logic-based Image Processing and Classification Techniques”, “”The Bioscan””, Volume No. 20, Issue No.2, Pages.163-173, Jun 2025, DOI: 10.63001/tbs.2025.v20.i02.”

Aarthi C, Saranya K, Naga Saranya N, Ponlatha S, “Secured Cyber-Internet Security in Intrusion Detection with Machine Learning Techniques” , Vol. 10 No. 4 (2024): IJCESEN DOI: https://doi.org/10.22399/ijcesen.491

Dhiyanesh B, S Ganapathi Ammal, Saranya K, K E Narayana, “Advanced Cloud-Based Prediction Models for Cardiovascular Disease: Integrating Machine Learning and Feature Selection Techniques”. SN COMPUT. SCI. 5, 572 (2024). https://doi.org/10.1007/s42979-024-02927-w.

Gopalakrishnan S, Sheela M S, Saranya K, Hephzipah J J, “A Novel Deep Learning-Based Heart Disease Prediction System Using Convolutional Neural Networks (CNN) Algorithm”, International Journal of Intelligent Systems and Applications in Engineering, 11(10s), 516–522. Retrieved from Https://IJISAE.Org/Index.Php/IJISAE/Article/View/3306.(2023),

Dineshkumar R, Alphy Annab, Kalaivanan C, Bashkaran K, Pattanaik Balachandrae, Logeswaran T, Saranya K, Deivasikamani Ganeshkumarh, Johny Renoald A, “A Novel Hyperparameter Tuned Deep Learning Model for Power Quality Disturbance Prediction in Microgrids with Attention Based Feature Learning Mechanism”, Journal of Intelligent & Fuzzy Systems, Vol. 46, No. 1, Pages. 2911-2927, 2024, Doi: 10.3233/Jifs-233263.

Nirmal Jothi Jerome, Sivasankari Jothiraj, Saranya Kandasamy, Divya Ramachandran, Dineshkumar Selvaraj, Poonguzhali Ilango. “An Effective Approach for Plant Disease Detection Using Assessment-Based Convolutional Neural Networks (A-CNN)””. Journal of Advanced Research in Applied Sciences and Engineering Technology, 31(3), 155–172. Https://Doi.Org/10.37934/Araset.31.3.155172(2023).

Suriya V , Saranya K , Vadivelu P ,” Development of an Accurate Machine Learning Model for the Detection of Kidney Abnormalities in Computed Tomography (CT) Scans Using Convolutional Neural Networks”, International Journal of Research Publication and Reviews, Vol 4, No 10, Pages 3008-3016 2023.

Saranya K , Lakshmanan N, Logeshwaran M, Mathivanan S, “Deep Learning Based Algorithm for Detection of Diabetic Retinopathy”,International Journal of Progressive Research in Engineering Management and Science,Vol. 03, Issue 03, 2023, Pages : 65-69.

K Saranya, K Premalatha,” Multi Attribute Case Based Privacy-Preserving for Healthcare Transactional Data Using Cryptography”, Intelligent Automation & Soft Computing, Vol. 35,Issue 02, 2023 Doi: 10.32604/Iasc.2023.027949,2022.

K Saranya, K Premalatha, “Correlation Based Transformation for Privacy Preserving Medical Data Publication”, International Journal of Aquatic Science, Vol. 12,Issue 03, 2021.

K Saranya, S S Rajasekar, “Performance Model for Media Streaming Bandwidth Allocation Using P2p”, International Journal of Recent Technology and Engineering , Vol. 9 Issue-1, 2020. Page No.:2072-2077.

K Saranya, Premalatha K, “Privacy-Preserving Data Publishing Based on Sanitized Probability Matrix Using Transactional Graph for Improving the Security, Medical Environment”. J Supercomput,Vol.76,Issue-8, Doi:10.1007/S11227-019-03102-2.2020,

K Saranya,S S Rajasekar, S Gilbert Nancy,”Neuro Fuzzy Ant Bee Colony Based Feature Selection for Cancer Classification”,Eai/Springer Innovations in Communication and Computing, Page 31-40,Doi: Https://Doi.Org/10.1007/978-3-030-19562-5_4,978-3-030-19562-5,2522-8595,2019.

K Saranya,”An Automatic Assessment of Multilingual Recognition with Gui”, International Journal of Research and Scientific Innovation ,Vol. 5, Issue 12, 2018 ,ISSN 2321–2705.

K Saranya, S S Rajasekar,”An Evolutionary Approach for Enahancing Regional data Fishing Rate in Wireless Networks,” International Journal of Pure and Applied Mathematics,Vol. 119 , Issue 16, 2018, Online ISSN : 4599-4605.

K Saranya, “Privacy Preserving Location Sharing Services for Social Networks”, International Journal of Innovative Research in Computer and Communication Engineering,Vol. 5,Issue 12, 2017 Online ISSN: 2320-9798.

K Saranya, K Premalatha ,”Privacy Preserving Data Clustering Using Hybrid Particle Swarm Optimization Algorithm”, Asian Journal of Research in Social Sciences and Humanities, Vol.7, Issue. 3,2017, Online ISSN : 2249-7315

K Saranya, K Premalatha ,”Private Frequent item Set Mining in Smart Splitting for Privacy Preserving Using Attribute Probability Matrix”,Asian Journal of Research in Social Sciences and Humanities,Vol. 6, Issue. 10,2016, Online ISSN : 2249-7315.

K Saranya, “An Algorithm for Dexterous Scanning Neighbour Devices in Opportunistic Mobile Social Networks”, Journal of Networking and Communication Engineering, Vol 8, Issue. 4, Pages 95-99, 2016.

T. M. K. Kumar, S. Aluvala, P. Mandal, K. Saranya, and K. R. B, “Improving Accuracy in Object Detection Using Region-Based Convolutional Neural Network,” 2023 International Conference on Evolutionary Algorithms and Soft Computing Techniques (EASCT), Bengaluru, India, 2023, pp. 1-6.

K.Saranya, “ Identification Of Plant Disease Using Image Processing Technique”, in International Journal of Progressive Research in Engineering Management and Science (IJPREMS), Volume 03, Issue 03, March 2023.

K.Saranya, Dr.K.Balaji, Sangeetha Ganesan, M.Uma Rani, T.Nagamani,”Provable Partition Based Transformation For Privacy Preserving Medical Data Publication” in “Third International Conference on Artificial Intelligence & Smart Computing (ICAISC 2023)” organised by the Department of Computer Science and Engineering during 9th – 11th, March 2023.

K.Saranya,P.Karthiga” Execution of Public Distribution System with Blockchain ” in “International Conference on Research Techniques in Engineering and Business Managements – ICRTEBM – 2022” organised by International Instotute of Research in Multidisciplinary Skill Development Trust, Andhra Pradesh, during 31, July 2022.

K.Saranya,P.Karthiga” Breast cancer Diagnosis and Prevention using Machine Learning Algorithms” in “Third International Conference on Engineering and Advancement in Technology-2022” organised by Malla Reddy Institute of Engineering and Technology,Telugana during 8th and 9th, July 2022.

K.Saranya “Effective Stock Price Prediction using Time Series Forcasting” in 6th International Conference on Trends in Electronics and Informatics -2022″ organised by SCAD College of Engineering and Technology, during 28th – 30th, July 2022.

K.Saranya,P.Karthiga” Chronic Kidney disease prognosis and performance analysis using analytical techniques ” in Seventh National Conference on Innovations and dvancements in Electrical Sciences-NCIAES’22 during March 2022.

Saranya K, Rajasekar S S, “Location-Based Geocaching and Forwarding Routing Protocol Towards Privacy Preservation”, International Conference on “Techninja 2021-An International Symposium”, Sairam Engineering College,Chennai, 2021.

Saranya K, Rajasekar S S, “Provable Partition Based Transformation for Privacy Preserving Medical Data Publication” International Virtual Conference on “Science Technology, Engineering and Management (IVSTEM-2021)”, M.Kumarasamy College of Engineering, 2021.

K.Saranya ” Arrythmias detection using machine learning techniques” in 2nd Internaltional Conference on Emerging Trends in Materials, Computing and Communication Technologies – ICETMCCT 2021″ organised by Annai Vailankanni College of Engineering, during 09th and 10th, Dec 2021.

K.Saranya ” Building Crack Detection Using Opencv ” in International E-Conference On Sustainable And Futuristic Materials Sfm-2021 at Kalasalingam academy of Research and Education during Nov 2021.

K.Saranya ” Real time face swapping system using Open CV” 3rd International Conference on Inventive Research in Computing Applications ICIRCA at RVS College of Engineering and Technology, Coimbatore during Sep 2021.

K.Saranya ” Prostrate Cancer Prognosis-a comparative approach using Machine Learning Techniques” in 5th International Conference on Intelligent Computing and Control Systems at Vaigai College of Engineering, Madurai during May 2021.

K.Saranya ” A Deep Learning Approach to classify the honeybee species and health identification” in 7th International Conference on BioSignals, Images and Instrumentation at SSN College of Technology, Chennai during Mar 2021.

K.Saranya ” Computational Intelligence and IoT based smart helmet for Real time accident tracking and Emergency alert” in AICTE Sponsored online International Conference on“Materials, Manufacturing, Robotics, Automation, Artificial Intelligence and Networking for Industry 5.0 at Excel Engineering College,Namakkal during January 2021.

K.Saranya ” Similarity Analytics for Semantic text using Natural Language Processing” in 3rd EAI International Conference on Big Data Innovation for Sustainable Cognitive Computing at EAI BDCC, Singapore during Dec 2020.

K.Saranya ” Predicting the energy output of wind turbine based on weather condition” in First International Conference on Renewable Energy and Green Technology(ICREGT-2020) at SRM IST, Ghaziabad during Oct 2020.

K.Saranya, “Gliomas Autonomous segmentation using deep Learning Techniques”, in International Conference on Artificial Intelligence & Smart Computing (ICAISC-2020) held at Bannari Amman institute of technology,Sathyamangalam,Oct-2020.

K.Saranya, “Correlation Based Transformation For Privacy Preserving Medical Data Publication”, in International Conference on Artificial Intelligence & Smart Computing (ICAISC-2020) held at Bannari Amman institute of technology,Sathyamangalam,Oct-2020.

K.Saranya,S.S.Rajasekar “ Code based proficient Transactions Based on QR Code with Biometric Authentication”, in International conference on Advances in computing, communication, Automation and Biomedical Technology held at KPR institute of technology,Coimbatore,Dec-2020.

K.Saranya, “Real-Time Sentiment Analysis using Machine Learning”, in AICTE Sponsored Fourth International Conference on Green, Intelligent Computing and Communication Systems ICGICCS at Hindusthan College of Engineering and Technology during Mar 2020.

K.Saranya, “Brain Tumor Segmentation using Deep Neural Networks”, in First International Conference on Intelligent Digital Transformation (ICIDT 2019) at Sri Ramakrishna Engineering College during July 2019.

K.Saranya, “You Tube Web Scrapping and Analysis”, in 8th International Conference on Advanced Science and Research (ASER-2019) at Al-Ameen Engineering College during March 2019.

K.saranya,S.S.Rajasekar,”Feasibility study on the application of elgamal cryptosystem and elliptic curve cryptography for tri-authentication system in automated teller machines”,7th international conference on innovations in computer science and engineering(ICICI-2019).

K.Saranya, “Comparative Analysis on Image Retrieval Technique using Machine Learning”, in International Conference on Intelligent Computing and Communication for Smart World(I2C2SW 2018) at Kongu Engineering College, Perundurai during Dec 2018.

K.Saranya, “A Novel Battery and Capacitor Using IoT to interface Renewable Energy Sources with dual direction and its applications”, International conference on Recent Innovations in Engineering, Technology and Management at Nandha Engineering College, Erode during March 2018.

K.saranya,,”A Survey on Homomorphic Encryption to secure cloud data”,international conference on cyber physical systems for next generation computing, Bannari Amman institute of technology, Sathyamangalam. March 2018.

K.Saranya,”An Automatic Estimation of multilingual recognition with GUI using python”, presented at National Conference on Recent Trends in Ubiquitous Computing Communication Technology, Oct 2018.

K.Saranya, “Cognitive System to Improve Human Computer Interface in IoT Systems”, ICMR sponsored International Conference on Bio-informatics in Health care using Big Data 2017 at Vivekanandha Engineering College for Women, Nammakkal during August 2017.

K.Saranya, “Improving Congestion Control in WSN by Multipath Routing with priority based Scheduling”, International Conference on Inventive Systems and Control (ICISC 2017) at JCT College of Engineering and Technology, Coimbatore during January, 2017.

K.Saranya, “Improved Energy efficient neighbour Discovery using Hybrid Algorithm in opportunistic networks”,presented at IEEE sponsored 3rd international conference on Innovations in information, embedded and communication systems(ICCIIECS’16) ,karpagam college of Engineering,Coimbatore, 17th and 18th march 2016.

K.Saranya, “A proficient algorithm for scanning neighbour devices in opportunistic networks”,presented at National conference on Advancements in computing methodologies ,Anna University ,Coimbator, 14th and 15th March 2016.

K.Saranya, “A Survey On Privacy Preserving Data Mining”, IEEE Conference in Karpagam college of technology.Feb, 2015.

K.Saranya, “A Sheltered P2P System For Estimating Resource Distribution Using Global Contribution Approach” International Conference in Vivekanandha College of Engineering For Women, March, 2011.

K.Saranya, “Estimating Values For Resource Distribution in Secure P2P” National Conference in Sona College of Technology, April, 2011.

S.No	Reg. No.	Reg. Date	Name of the Scholar	Title of the Ph.D Thesis / Tentative title of the Research	Status
1	Sathya S	24244697483	Jul-2024	Certain Investigations on Stress Detection Through Electro Dermal Activity Monitoring With Federated Learning	Registration completed

S.No.	Title	Date	Reg. No.	Status	Level	Funding Agency
1	IOT ENABLED AUDIO PLAYER INTEGRATED PRINTER	28.12.2024	441586-001	Filed	national	Self
2	WIRELESS HEALTH-MONITORING SYSTEM	03.10.2023	396615-001	Filed	national	Self
3	AGRICULTURAL DRONE FOR CROP HEALTH -MONITORING	13.10.2023	393527-001	Published	national	Self
4	IOT BASED SMART SWITCHES WITH CHILD LOCK AND VOICE CONTROL FACILITY	4.01.2022	202241038299	Published	International	Self
5	WOMAN SAFETY HIDDEN MALICIOUS CHIP USING IOT- BASED TRACKING TECHNOLOGY	04.o7.2022	202241050744	Published	International	Self
6	DETECTION OF CYBER SECURITY THREATS USING ARTIFICIAL INTELLIGENCE	01.04.2022	202241017479	Published	National	Self
7	REAL TIME TEXT-TO-BRAILLE DISPLAY DEVICE WITH OPTICAL CHARACTER RECOGNITION	2022.03.04	202241008886	Published	National	Self
8	DESIGN OF SECURE IOT HEALTHCARE ARCHITECTURE WITH DEEP LEARNING BASED ACCESS CONTROL SYSTEM	17.02.2023	202341010686	Published	International	Self
9	SMART HELMET DETECTOR	12.04.2022	202241021733	Filed	International	Self
10	SMART HEALTH CARE SYSTEM FOR DIFFERENTLY ABLE AND OLD AGE PEOPLE USING EHR	07.12.2020	202041053145	Filed	International	Self