Dr. Saranya N - Bannari Amman Institute of Technology

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Experience Type	Organization	From	To	Total Experience
Engineering	Bannari Amman Institute of Technology, Sathyamangalam	15.03.2016
Engineering	Sasure Colege of Engineering	07.02.2011	25.04.2012	1 Year & 2 Month(s)
Engineering	Kanchi Pallavan Engineering College	08.02.2010	31.05.2010	0 Year & 3 Month(s)

Degree	Specialization	Institute	University	Year of Passing
B.E	Electronics and Communication Engineering	Adhiparasakthi Engineering College	Anna University, Chennai	2009
M.Tech	Laser and Electro Optical Engineering	College of Engineering,Guindy	Anna University, Chennai	2015

S.No.	Subject Area
1	optical communication networks
2	machine learning

Gnanaprakash V., Manu Raju, Sarasu R., Saranya N., Jeen Retna Kumar R., K. Harsha Sai, “Vision Transformer Integrated with Shift Operation for Brain Tumor Detection and Classification”, International Conference on Recent Advances in Electrical, Electronics, Ubiquitous Communication, and Computational Intelligence, May 2026, IEEE, DOI: 10.1109/RAEEUCCI67649.2026.11504705.

Gnanaprakash, Manu Raju, R. Sarasu, D. Preethi, Saranya N., Yeswanth Hanumanthu, “Low Complexity CNN Model for Acoustic Scene Classification in Hearing Aid Applications”, International Conference on Mobile Networks and Wireless Communications, Jan 2026, IEEE Xplore, DOI: 10.1109/ICMNWC66779.2025.11354454.

Gnanaprakash V, Manu Raju, Balaji Vignesh L K, Preethi D, Saranya N, Jeen Retna Kumar R, “Performance Analysis of Deep Learning Models with Transfer Learning Approach for PCB Defect Detection,” ” International Conference on Computing Technologies (ICOCT)”, Pages 1-6, August.2025, doi: 10.1109/ICOCT64433.2025.11118672.

Gnanaprakash V, Manu Raju, Sathishkumar N, Preethi D, Saranya N, Ezilarasan M R, “Plant leaf disease detection and classification using a lightweight DPCNet model,” International Conference on Data Science, Agents & Artificial Intelligence (ICDSAAI)”, April 2025, Pages. 1-6, doi: 10.1109/ICDSAAI65575.2025.11011652.

Gnanaprakash V, Sajan P. Philip, Shoukath Ali K, Jeen Retna Kumar R, Preethi D and Saranya N, “A Review on Low Complexity Deep Learning Based Techniques for Acoustic Scene Analysis,” 2024 International Conference on Recent Innovation in Smart and Sustainable Technology (ICRISST), 2024, Pages. 1-4, doi: 10.1109/ICRISST59181.2024.10921773.

Gnanaprakash V , Ezilarasan M R , Sathishkumar N , Preethi D , Saranya N , Jeen Retna Kumar R, “Firefly Inspired Binary Artificial Bee Colony Based Classifier for Fabric Defect Detection,” 2024 4th International Conference on Mobile Networks and Wireless Communications (ICMNWC), 2024, Pages. 1-5, doi: 10.1109/ICMNWC63764.2024.10872115.

Gnanaprakash V, Jeen Retna Kumar R, Preethi D, Shoukath Ali K , Saranya N, Joel Devadass Daniel D J, “A Low Complexity Gabor Based CNN Model for Defect Detection in Fabrics” , ” 2024 4th International Conference on Artificial Intelligence and Signal Processing (AISP)”, Page No . 01-05, DOI 10.1109/AISP61711.2024.10870609, 2024.

N. Saranya, L. M. M, N. Kanthimathi, V. Gnanprakash, L. Pavithra, “Comparative Analysis of Machine Learning Algorithms for the Effective Detection of Lung Cancer,” 2023 2nd International Conference on Edge Computing and Applications (Icecaa), Namakkal, India, Pages. 1008-1013, Doi: 10.1109/Icecaa58104.2023.10212260., 2023.

Saranya N, Dr.Kanthimathi N, Deepika C, Sowmiya A, Santhiya S, “Person Identification and Tracking Using Deep Learning”, International Journal of Advance Research and Innovative Ideas in Education ,2023.

N. Saranya, N. Kanthimathi, S. Boomika, S. Bavatharani, R. Karthick Raja, “Classification and Prediction of Lung Cancer With Histopathological Images Using Vgg-19 Architecture”, Computational Intelligence in Data Science , Vol.654 ,Pages.151, 2022.

N. Kanthimathi, J. Roshini Roy, N. Saranya, P. Sandhya, “Trust-Based Security Scheme Using Fuzzy Clustering for Vehicular AD HOC Networks”, Soft Computing for Security Applications, Vol.12, Issue 3 ,Pages.425-436 , 2022

V.Gnanaprakash, Sajan P.Philip, N.Kanthimathi , N.Saranya, “Fabric Defect Detection Using Firefly Based Particle Swarm Optimization , Indian Journal of Natural Sciences” , Vol.13 , Issue 73 ,Pages.47282 , 2022

N. Saranya, N. Kanthimathi, P. Saravanakumar, M. Kiruthika, G. Kavitha, R. Narthika , “Lung Cancer Detection Using Svm Classification , Advances in Intelligent Systems and Computing” ,Pages.715 , 2022

N Saranya, N Kanthimathi, P Ramya, N Kowsalya, S Mohanapriya, “Blood Cancer Detection Using Machine Learning”, IEEE Xplore , 20 Jan 2022

N.Kanthimathi , N.Saranya , M.Leeban Moses , M.Pushpavalli “Automated Recognition of Covid-19 Cases From Chest X-Ray Images Using Multi-Image Augmented Deep Learning Model”, International Journal of Aquatic Science Issn: 2008-8019, Vol 12, Issue 03, 2021

Kanthimathi N, Saranya N, Roshini R.J, Lakshmipriya, S, Santhya, P, “Malicious Node Detection in Vanet Using Fuzzy Clustering Technique” IEEE Xplore 26 February 2021

V.Gnanaprakash, N.Kanthimathi, N.Saranya “Automatic Number Plate Recognition Using Deep Learning”,Iop Conf. Series: Materials Science and Engineering 1084 (2021) 012027

N Kanthimathi, N Saranya, R Manoj Kumar, S S Pavya, “Bone Tumor Detection Using Markov Random Field Segmentation”, International Journal of Advanced Research in Basic Engineering Sciences Andtechnology , Ssn:2456-5717, Vol.6, Issue.3, March 2020

N. Saranya, N. Kanthimathi, A. Shyamalaprasanna, S. Vidhya, S. Dharani, “Clustering the Vegetation Areas Using Fuzzy C-Means Algorithm”, International Journal of Engineering and Advanced Technology Issn: 2249 – 8958, Vol.-9 Issue-3, February, 2020

N.Saranya, L.Pavithra, N.Kanthimathi, B.Ragavi, P.Sandhiyadevi, “Detection of Banana Leaf and Fruit Diseases Using Neural Networks”, IEEE Xplore 2020 491-499 2020

N.Saranya , Kanthimathi N, Kavithamani K, Sowndharya M, Kanimozhi A, “Detection and Measurement of Brain Tumor Using Labview”, International Journal of Scientific & Technology Research ,Issn 2277-8616 Vol. 9, Issue 03, March 2020,

N.Kanthimathi, N.Saranya, A.Shyamalaprasanna, Guna Selvi A, Poojha M, “Hevea Brasiliensis Leaf Disease Detection Using Matlab”, International Journal of Innovative Technology and Exploring Engineering, Issn: 2278-075, Vol.-9 Issue-4, February 2020

N. Kanthimathi,N.Saranya,V.Baranidharan, “A Survey on Energy-Efficient Routing Protocols With Qos Assurances for Wireless Sensor Networks”, IEEE Xplore 2019

N.Saranya, M.Nandinipriya, U.Priya, “Real Time Object Detection for Blind People”, International Journal of Advance Research in Science and Engineering, Vol. No 7, Jan 2018.

K.P. Sampoornam, N.Saranya ,“Drowsy Driver Alert System Using Image Processing” in Ciit International Journal of Digital Image Processing, Vol.9,No 7,2017.

Saranya.N , Ramalingam.A, Romali Biswal , Ravikumar.R , Murugan.S “Anfis Gui for Welding of Ferritic Stainless Steel Tube Using Pulsed Nd-Yag Laser”, International Journal of Applied Engineering Research Vol. 10, Number 19 (2015)

Saranya N, “Acoustic Scene Analysis in Hearing Aid Using Light Weight CNN Model”, International Conference on “Recent Trends in Advanced Computing”, Vellore Institute of Technology, 2024.

Saranya N, “A Review on Low Complexity Deep Learning Based Techniques for Acoustic Scene Analysis”, IEEE International Conference on “Recent Innovation in Smart and Sustainable Technology”, Presidency University Bangalore, 2024.

Saranya N, “A Lightweight CNN Model for Breast Cancer Classification”, International Conference on “Data Science, Agents and Artificial Intelligence”, Chennai Institute of Technology, 2023.

Saranya N, “Area and Power Efficient Transposition Buffer Design for 2D-DCT Architecture in Video Applications”, International Conference on “Smart Structures and System”, Saveetha Engineering College, 2023.

Saranya N, “Acute Leukemia Detection using Deep Learning Techniques”, International Conference on Advancement in Science Engineering and Technology”, Vidhya Vihar Institute of Technology, 2023.

Saranya N, Dr Gnanprakash, Dr Preethi, “Comparison of Different CNN Architecture For Grape Leaf Disease Classification”, International Conference on “Evolutionary Algorithms and Soft Computing Technologies”, R V Institute of Technology and Management, 2023.

Saranya N, Leeban Moses M, Kanthimathi N, “Comparative Analysis of Machine Learning Algorithms For The Effective Detection of Lung Cancer”, Second International Conference on “Edge Computing and Applications”, Gnanamani College of Technology, Namakkal, 2023.

Saranya N, Pavithra L, Ragavi B, Nandhini V D, “Energy Efficient Dynamic Routing Protocol For Wireless Sensor Networks”, International Conference on “Augmented Intelligence and Sustainable Systems”, Care College of Engineering, 2023.

Saranya N , Leeban Moses M, Kanthimathi N, “Comparative Analysis of Machine Learning Algorithms for the Effective Detection of Lung Cancer”, Second International Conference on “Edge Computing and Applications”, Gnanamani College of Technology, Namakkal, 2023.

Saranya N, Pavithra L Rakavi B, Nandhini V D, “Energy Efficient Dynamic Routing Protocol for Wireless Sensor Networks”, International Conference on “Augmented Intelligence and Sustainable Systems”, Care College of Engineering, 2023.

N Kanthimathi, N Saranya, R Manoj kumar, S S Pavya, “Bone Tumor Detection using Markov Random Field “, International Conference on Recent Trends in Engineering and Scientific Technology, , , March 2020

N. Kanthimathi,N.Saranya,V.Baranidharan, “A Survey on Energy-Efficient Routing Protocols with QoS Assurances for Wireless Sensor Networks”, 5 th IEEE International Conference on Advances in Computing and Communication Engineering, , , April 2019

Saranya N,Nandhipriya M,Priya U, “Real time object detection for the blind people”, First international conference on Nexgen technologies, Sengunthur engineering College, Triuchengode,

Saranya.N, Ramalingam.A , Romali Biswal, Ravikumar.R , Murugan.S, “ANFIS GUI for welding of ferritic stainless steel tube using pulsed Nd-YAG laser”, International conference on Advanced Engineering and Technology for Sustainable Development , Karpagam College of Engineering, coimbatore,

S.No.	Title	Date	Reg. No.	Status	Level	Funding Agency
1	PROPERTY MANAGEMENT SYSTEM	11.03.2024	202441017354	Filed	National	Self
2	SMART WEARABLE DEVICE FOR WOMEN SAFETY	20.03.2024	202441027065	Filed	National	Self
3	A VIRTUAL LEARNING SYSTEM FOR THE STUDENT BY USING DEEP LEARNING TECHNIQUE	22.12.2023	202241028823	Published	National	Self
4	A SMART DEVICE FOR TRACKING FISH ABUNDANCE USING RADIO FREQUENCY SIGNAL	31.10.2022	202241061847	Filed	National	Self
5	A VIRTUAL LEARNING SYSTEM FOR THE STUDENT BY USING DEEP LEARNING TECHNIQUE	19.05.2022	202241028823	Filed	National	Self

S.No.	Awards
1	Has secured NPTEL topper (Top 5%) with Silver medal in the course titled “Outcome based Pedagogic Principles for Effective Teaching” during March, 2026.
2	Has secured NPTEL topper (Top 2%) with Silver medal in the course titled “Brief Introduction to Psychology” during August, 2025.
3	Has secured NPTEL topper (Top 1%) with Gold medal in the course titled “Effective Engineering Teaching in Practice” during February, 2025.
4	Received 2% Topper in the Online NPTEL Course" Research Methodology", in April 2024

S.No.	Membership Number	Membership Body	Year	Duration
1	LM 119804	The Indian Society for Technical Education	2017	Life Time