KEC Faculty Profile

   Papers Published in International Journals: 

1.  R.Shanthakumari., B.Sharmila., "Efficient adaptive steganography for color images based on LSBMR algorithm", Journal on Image and Video     Processing, Vol.2, Issue 3,February 2012.  ( UGC Care)

2.  B.Sharmila.,R.Shanthakumari., "Power Aware Audio Steganography based on  LSBMR Algorithm", OSIET Journal of Information Technology,   May 2012.

3.  Laya Venugopal, .Shanthakumari.," Edge Adaptive Scheme For Data Hiding Using Tree Based Parity Check", International Journal of Advanced Research In Computer Science And Applications, Volume 1, Issue No. 2, April 2013.

4. R.Deborahsherene , R.Shanthakumari., "Data Hiding Technique using Multi- Pixel Differencing and HL Code", International Journal of Advanced Research In Computer Science And Applications, Volume 1, Issue No. 2, April 2013.

5. S.Parvathavarthini.,R.Shanthakumari, " Performance Analysis of  Digital Image atermarking”, i-manager’s Journal on Image Processing, Vol. 1,No.1, January - March 2014 (ICI  Indexed)

6. S.Parvathavarthini., R.Shanthakumari., “An adaptive watermarking process In Hadamard Transform”, International Journal of Advanced    Information Technology, Vol. 4, No. 2,April 2014. DOI : 10.5121/ijait.2014.4201. (ICI  Indexed)

7.   R.Shanthakumari., Dr.S.Malliga., “Video Steganography Using LSB Matching Revisited Algorithm”, IOSR Journal of Computer Engineering, e-ISSN: 2278-0661,p-ISSN: 2278-8727,Volume 16, Issue 6, Ver. IV(Nov – Dec. 2014), PP 01-06.(ICI  Indexed)

8.  R.Shanthakumari., S.Malliga., S.Dheepika.,“Data Hiding Scheme in Spatial Domain”, International Journal of Computer Science Engineering and Technology, Vol.4, issue 12, pp.400-403, Dec 2014, ISSN: 2231- 0711.

9.  R.Shanthakumari., S.Malliga., S.Dheepika,, “   Secure data hiding in images”, International Journal of Advanced Research Trends in engineering and Technology, Vol.2, issue.8, pp.144-148, Feb 2015,ISSN: 2394-3777

10.  R.Shanthakumari., Dr.S.Malliga., “Image-in-Image watermarking using Slant transform”, International Journal of Informative & Futuristic Research, Vol.2, Issue.10, pp. 3790-3801,ISSN: 2347-1697, June 2015.

11.  R.Shanthakumari., Dr.S.Malliga., “Data Hiding in Image Using Tree Based Parity Check with LSB Matching Revisited Algorithm”, International Journal of Innovative Research in Computer and Communication Engineering, Vol. 3, Issue 6, pp. 5472 - 5479 ISSN: 2320-9801, June 2015.

12.  R.Shanthakumari., M.Arul., “Data hiding in Image by LSBMR algorithm with Wavelet transform”, i-manager’s Journal on Digital Signal Processing, Vol. 3 l No. 2 l, pp.19-24, ISSN: 2322-0368, April - June 2015

13.  S.Dhaarani.,R.Shanthakumari., "A Reversible Approach for Information Hiding in Dual Images",CiiT Journal on Digital Image Processing, Vol.8,No.1,pp.1-6,ISSN:0974-9640, Jan 2016 

14. R.Shanthakumari.,"A spatial Domain based Image in Image hiding scheme using Particle swarm optimization",International Journal of Recent Trends in Engineering and Research,Vol 2,Issue 7, July 2016

15.  C.Selvaraj.,R.Shanthakumari.," Mitigating Node Isolation attack in OLSR protocol using DCFM Technique", International Journal of Advanced Trends in Engineering and Technology,Vol 1,Issue 2,2016

16. R.Shanthakumari., Dr.S.Malliga.," Information Hiding in Digital Images using Modified LSB substitution with Multi-pixel Differencing and HL code",Asian Journal of Research in Social Sciences and Humanities,Vol.7,Issue :1,pp.198-207,Jan 2017,ISSN:2249-7315.  (Scopus Indexed)

17. R.Shanthakumari, Dr.S.Malliga.," Digital Image-in-Image Watermarking For Copyright Protection of Images Using the Slant Transform ", International Journal of WSEAS TRANSACTIONS on COMPUTERS , Volume 16, December 2017.

18. R.Shanthakumari, Dr.S.Malliga., "Dual-layer security of image steganography based on   IDEA and LSBG algorithm in the cloud environment ",  Sadhana-Academy Proceedings in Engineering Sciences, vol. 44:119, issue. 5, pp. 1-12, May 2019. (SCI  Indexed)

19. R. Shanthakumari,  Dr.S.Malliga., "Dual layer security of data using LSB inversion image steganography with elliptic curve cryptography encryption algorithm", International Journal of Multimedia Tools and Applications. DOI: 10.1007/s11042-019-7584-6,  ISSN: 1380-7501 (Print) 1573-7721 (Online). (SCI  Indexed)

20. C.Nalini, R.Shanthakumari, J.Sudeeptha., "Comparative study on supervised Machine Learning Algorithms for Spam Mail Detection", International Journal of Scientific and Technology Research", Volume 9, Issue 02, February 2020. (Scopus Indexed)

21. S.Vinothkumar, S.Varadhaganapathy, R.Shanthakumari., "An improvement in password protection overriding trade-off between security and usability", International Journal of Scientific and Technology Research", Volume 9, Issue 02, February 2020. (Scopus Indexed)

22. Dr.R.Shanthakumari, Dr.C.Nalini,P.Madhumitha Kaiser, S.Gayathri, G.Mohanraj., "A secure data transfer using compression, encryption algorithm in the cloud environment", International Journal of Advanced Science and Technology, Volume 29(5), pp.2874-2884, April 2020 (Scopus Indexed)

23. Dr.R.Shanthakumari, Dr.S.Kannimuthu, S.Vinothkumar, G.Santhya, B.Bharaneeshwar., "Enhancing data security in video steganography using RSA encryption, Huffman coding with LSB Reverse", International Journal of Advanced Science and Technology, Volume 29(6), pp.8336-8348, June 2020 (Scopus Indexed)

24. Dr. R.Rajadevi, Dr.E.M.Roopadevi,Dr.R.Shanthakumari, Ms.N.Anitha,Dr.R.Devipriya" , Feature Selection for predicting heart disease using black hole optimization algorithm and XGBoost classifier", 11th International Conference on Computer communication and Informatics,2021(Scopus Indexed)

25. Dr.R.Shanthakumari, Dr.S.Varadhaganapathy,Mr.S.Vinothkumar, Ms.B.Bharaneeshwar, " Data hiding in Image steganography using Range Technique for secure communication, IEEE sponsored International conference on Advances in Electrical Computing, Communications and sustainable Technologies, 2021(Scopus Indexed)

26. Dr. R.Shanthakumari, Dr.E.M.Roopadevi, Dr.R.Rajadevi, Mr.B.Bharaneeshwar, " Information hiding in Audio steganography using LSB Matching Revisited", Journal of Physics: Conference Series, Volume 1911(2021) 012027 doi: 10.1088/1742-6596/1911/1/012027 (Scopus Indexed)

27. Dr.C.Nalini, Dr.R.Shanthakumari, Ms.G.K.Parteban,Ms.T.Nivetha Priyaa,Ms.A.S.Sanchay, " AI based Chatbot in Food Industry", AIP Conference Proceedings 2387, 140040, https://doi.org/10.1063/5.0069043, 2021(Scopus Indexed)

28. Dr.C.Nalini, Dr.R.Shanthakumari,Ms.M.Bhuvaneswari, Ms.V.S.Dheepthikaa, Ms.M.L.Nandhini, " Development of Forecasting Model for Infectious Disease (COVID-19), AIP Conference Proceedings 2387, 040004; https://doi.org/10.1063/5.0069041.(Scopus Indexed)

29. Ms.R.Punithavathi, Mr.M.Kowsigan, Dr.R.Shanthakumari, Miodrag Zivkovic, Nebojsa Bacanin and Marko Sarac, "Protecting Data Mobility in Cloud Networks Using Metadata Security ",Computer Systems Science & Engineering, 2022, DOI:10.32604/csse.2022.020486(SCI Indexed)

30. Nalini. C; Shanthakumari. R; Venkata prasanna. R; Nikilesh. A; Nitin Pranav S.M., "Prediction of dengue infection using machine learning", IEEE International Conference on  Computer Communication and Informatics (ICCCI), January 25-27, 2022. ISSN: 2329-7190. https://doi.org/10.1109/ICCCI54379.2022.9740924 (Scopus Indexed Conference)

31. S.Vinothkumar,S.Varadhaganapathy,R.Shanthakumari,M.Poongothai,M.Pushpalatha,G.Sneha, "An Efficient Cloud-Edge Aware Strategy for Task Deployment and Load Balancing",  IEEE International Conference on  Computer Communication and Informatics (ICCCI), January 25-27, 2022. ISSN: 2329- 7190. https://doi.org/10.1109/ICCCI54379.2022. 9740990 (Scopus Indexed Conference)

32. E. M. Roopa Devi, R. Shanthakumari, R. Rajdevi, S. Dineshkumar, A. Dinesh & M. Keerthana," Predicting and analysis the Bitcoin price using various forecasting model,  Lecture Notes in Networks and Systems (LENNS,volume 418),pp.879-889, April 2022

33. R.Shanthakumari,C.Nalini,S.Vinothkumar, E.M.Roopadevi, B.Govindaraj, " Multi disease Prediction System using Random Forest Algorithm in Healthcare System", International Mobile and Embedded Technology,2022 ISBN:978-1-6654-2020-4. https://doi.org/10.1109/MECON53876.2022.9752432

34. R.Shanthakumari,C.Nalini,S.Vinothkumar,B.Govindaraj,S.Dharani,S.Chindhana,"Image detection and recognition of different species of animals using deep learning, International Mobile and Embedded  Technology,2022,ISBN:978-1-6654-2020-https://doi.org/10.1109/MECON53876.2022.9752203.(Scopus Indexed Conference)

35. Roopa, Devi.E.M.Rajadevi, R,Shanthakumari, R,Praveen, E.Sethuraj, S , " Mortality Prediction of Lung Cancer from CT Images Using Deep Learning Techniques", International Mobile and Embedded Technology, 2022, DOI: 10.1109/CCiCT56684.2022.00015.(Scopus Indexed Conference) 

36. Vinothkumar, S Varadhaganapathy S, Shanthakumari, R Ramkishore D.Rithik, S,Tharanies K.P , " Detection of Spam Messages In E-Messaging Platform Using Machine Learning", 5th International Conference on Computational Intelligence and Communication Technologies,2022, DOI: 10.1109/CCiCT56684.2022.00060. (Scopus Indexed Conference)

37. Shanthakumari, R,Nalini C,Vinothkumar, S, Venkata Prasanna R Nikilesh, A,Nitin Pranav S.M., "Spotify Genre  Recommendation  Based on User Emotion Using Deep Learning", 5th International Conference on  Computational     Intelligence and Communication Technologies, 2022, DOI: 10.1109/CCiCT56684.2022.00081.(Scopus Indexed Conference)

38. Shanthakumari, R.,Nam,Y.C.,Nam,Y., Abouhawwash, M., " Efficient Network Selection Using Multi-Depot Routing  problem for Smart Cities ",  Intelligent  Automation & Soft Computing, Volume.36, Issue (2), 2023.   (SCI  Indexed)

39. Shanthakumari, R., Devi, E. R., Vinothkumar, S., Sathya, S., Keerthi, S, " Deep Convolutional Neural Network Model for Classifying Alzheimer’s   Disease", In  Proceedings of the 14th International Conference on Soft Computing and  pattern Recognition , pp.285-295, Cham: Springer Nature Switzerland, 2022 .(Scopus  Indexed Conference)

40. C. Nalini , B. Dharani , Tamilarasu Baskar, R. Shanthakumari, " Review on Sentiment Analysis Using Supervised Machine Learning Techniques",  22nd International  Conference on Intelligent Systems Design and Applications, Lecture Notes in Networks and Systems book series  (LNNS,volume 715).  (Scopus Indexed  Conference) 

41.  E M Roopa Devi, R Shanthakumari, R Rajadevi, K I Sanchana Shree, R Shakkirun, " Imbalanced Breast Cancer prediction  using CNN through         Multi-Net framework", International Conference on Computer Communication and   Informatics , 2023,           DOI: 10.1109/ICCCI56745.2023.10128543.(Scopus Indexed  Conference)

42. E M Roopa Devi, R Shanthakumari, R Rajadevi. M.Anoj Roshan, V.Hari, " An Ensemble Prediction Model for  chronic  Kidney Disease Using Optimized Feature Selection", International Conference on Computer Communication and Informatics, 2023,  DOI: 10.1109/ICCCI56745.2023.10128338. (Scopus Indexed  Conference) 

43.   S. Vinothkumar S.Varadhaganapathy  R.Shanthakumari S.Pradeev, S.Pragatheeswaran, "Traffic Sign Detection   using  Hybrid Network of YOLO  and Resnet ", International Conference on Computer Communication and Informatics,  2023, DOI: 10.1109/ICCCI56745.2023.10128337. 

44.  (Scopus Indexed Conference)  Shanthakumari, R., Nalini, C., Roopa Devi, E.M., Srinisanth, M., Priyadharshinee, R., Ramanidharan, R, "Glaucoma Detection using Fundus Images using Deep Learning", Proceedings of the International Conference on Circuit Power and Computing Technologies, ICCPCT 2023. (Scopus Indexed Conference) 

45. Roopa Devi, E.M., Shanthakumari, R., Rajadevi, R., Anoj Roshan, M., Hari, V., Lakshmanan, S ., "Forecasting Air Quality Pollutants using Ensemble Learning Models", ViTECoN 2023 - 2nd IEEE International Conference on Vision Towards Emerging Trends in Communication and Networking Technologies, Proceedings,2023. (Scopus Indexed Conference) 

46. R Shanthakumari, EM Roopa Devi,S Vinothkumar,S Keerthi,M Kavinkumar,R Nirsitha, " Improving the Efficiency of Water Quality Prediction Using the SuperTML Approach in Machine Learning", nternational Conference on Data Science and Big Data Analysis (pp. 109-123). Singapore: Springer,2023. (Scopus Indexed Conference) 

47. Roopa Devi, E.M., Shanthakumari, R.,Harini, T.,Lokesh, K.,Anusuyaa, V.S., " Detection of Position Falsification Attacks in VANETs using Ensemble Learning", 3rd IEEE International Conference on Artificial Intelligence for Internet of Things (AIIoT 2024). (Scopus Indexed Conference) 

48. Shanthakumari, R.,Roopa Devi, E.M., Vinothkumar, S.,Asifaa Sulthana, N.,Fahima Begum, B.,Kaushik, G, " Biomedical Named Entity Recognition with BiLSTM-EDA:  A Deep Learning Approach", Lecture Notes in Networks and Systems, 2024. (Scopus Indexed Conference) 

49. Vinothkumar, S., Varadhaganapathy, S., Shanthakumari, R., Dhivya, E., Jayaharitha, K.B., and Livithasri,J, " Arterial Disease Prediction in Inflammatory Bowel Disease Patients", Lecture Notes in Networks and Systems, 2024. (Scopus Indexed Conference) 

50. Roopa Devi, E.M., Shanthakumari, R., Rajadevi, R., Anusuyaa., Harini., and Lokesh., "Rice Leaf Disease Diagnosis using Dense Efficient Net Model", Lecture Notes in Networks and Systems, 2024. (Scopus Indexed Conference) 

51. Shanthakumari, R., Roopa Devi, E.M., Vinothkumar, S., Begum, B.F., Kaushik, G. ,  "TweetSense: Navigating Disaster Signals Using Machine Learning and Deep Learning Techniques", 15th International Conference on Computing Communication and Networking Technologies, 2024. (Scopus Indexed Conference) 

52. Vinothkumar, S., Varadhaganapathy, S., Shanthakumari, R., ... Jayaharitha, K.B., Livithasri, J., " Crop Prediction Based on Factors of the Agricultural Environment Using Machine Learning ", 15th International Conference on Computing Communication and Networking Technologies, ICCCNT 2024. (Scopus Indexed Conference) 

53.  Shanthakumari, R.,Roopa Devi, E.M., Vinothkumar, S.,Sabari T,Sruthi, M.,Subaranjana, T., "News Article Summarization using PEGASUS model for Efficient Information Consumption", 15th International Conference on Computing Communication and Networking Technologies, ICCCNT 2024. (Scopus Indexed Conference) 

54. Vinothkumar, S., Varadhaganapathy, S., Shanthakumari, R., Guhan, S.,Krisvanth, P., " Utilizing Generative AI for Text-to-Image Generation ", 15th International Conference on Computing Communication and Networking Technologies, ICCCNT 2024. (Scopus Indexed Conference) 

55. Nalini, C.,Shanthakumari, R., Pushpamala, R.,Rakshitha, K.,Samyuktha, C. , " Multimodal Fake News Detection Using Deep Learning Techniques", International Conference on Deep Sciences for Computing and Communications, 2176 CCIS, pp. 67–75, 2024. (Scopus Indexed Conference) 

56. Shanthakumari R, Roopa Devi E.M.,Vinothkumar S, Sabari T,Sruthi M,Subaranjana T, "Pneumonia Detection Using Extended VGG19 Architecture", Lecture Notes in Networks and Systems, 1243 LNNS -- 239-249 , 2025. (Scopus Indexed Conference) 

57. C Nalini, R Shanthakumari, Y Agashia Maria, T Janarthanan, M Manibharathi, " Advancements in Offensive Language Detection: A Comprehensive Review and Experimental Analysis", Journal of Information Assurance  and  Security, Volume 19, Issue 4, 1/7/2024.  (Web of Science)

58. Roopa Devi E.M, Shanthakumari R, Nihasini P.S.; Sobiya B.;Sasi Priyanka J., "Hybrid Ensemble Models for Classifying Seismic Event Detection", 4th IEEE International Conference on Mobile Networks and Wireless Communications, ICMNWC 2024, pp.1-7,IEEE. (Scopus Indexed Conference) 

59. S Varadhaganapathy,  R Shanthakumari, S Kavya, K M Kanishkar , S Barath , " A Comparative Assessment of Deep Learning Algorithms in Network Intrusion Detection System", 2024 2nd International Conference on Signal Processing, Communication, Power and Embedded System (SCOPES) , pp. 1-6 , IEEE, 19/12/ 2024. (Scopus Indexed Conference) 

60. R. Shanthakumari, M. Babu, S. Sharavanan, R. Nithiavathy, " Hybrid Haar Cascade and CNN+EDL framework for robust facial expression recognition in Human-Computer Interaction ", ICTACT Journal on Communication Technology, Volume: 16 , Issue: 3 3652 - 3663, September 2025, 10.21917/ijct.2025.0543 (UGC-CARE )

 Book Chapters

1.  S. Vinothkumar, S. Varadhaganapathy, R. Shanthakumari, M. Ramalingam, " Significance of Block Chain in IoTSG - A  prominent and Reliable Solution", Book Chapter: Smart Grids and Internet of Things: An Energy Perspective. 2023.  https://doi.org/10.1002/9781119812524.ch9.

2. Roopa Devi E.M.,  Shanthakumari R, Rajadevi, R., Kayethri, D., Aparna, V., " Decentralized, Distributed Computing for Internet of Things-Based Cloud Applications", Automated Secure Computing for Next-Generation Systems, pp. 43–64, 2024

3. Roopa Devi, E.M., Shanthakumari, R., Dhanushya, S., and Kiruthika, G., " AI Models for Predictive Maintenance", Data Analytics and Artificial Intelligence for Predictive Maintenance in Smart Manufacturing

4. Roopa Devi, E.M., Shanthakumari, R., Vinothkumar, S., and Balasurya, K.R., " Introduction to Blockchain Technology for Smart Cities ", Digital Twin and Blockchain for Smart Cities

5. Shanthakumari, R, " Artificial Intelligence: The New Frontier of Innovation", The Interplay of Tech and Business: A Multidisciplinary Guide to  Modern Success, Blue Ava Ford Publications, Andhra Pradesh, ISBN: 978-93- 93376-60-2.

6. Shanthakumari, R, " AI-Enhanced Teaching Methods", The Interplay of Tech and Business: A Multidisciplinary Guide to  Modern Success, Blue Ava Ford Publications, Andhra Pradesh, ISBN: 978-93- 93376-60-2

7. Roopa Devi .E.M, Shanthakumari R, Dhanushya S, Kiruthika G, " Introduction of Blockchain in Smart Agriculture", Blockchain and Digital Twin Applications in Smart Agriculture, 10.1201/9781003480860-5

8.  E M Roopa Devi, R.Shanthakumari, P.Jayaswati, M.Mythili, "Smart Hospitals in Modern Era", Surgical Robots in Smart Hospitals pp.151-183

9.  R Shanthakumari, S Sathya, S Shri  Ram, R Sabarivasan, N Yogeshwaran, " Enhancing Student's Stress Level Prediction Using Active Learning and Dual Stack Approach", Applied Mathematics, Automation and Computing,  pp.131-138

Papers Presented in International Conferences:

1. R.Shanthakumari, B.Sharmila, " Power Aware audio steganography based on LSBMR algorithm ", International Conference on Science and Innovative Engineering & Technology, 31.03.2012. ISBN 978-81-904760-4-1.

2. Laya Venugopal, R.Shanthakumari, Dr.S.Malliga, " Image Steganography based on LSBMR with tree Based Parity check", International Conference on Intelligent Instrumentation, Optimization and Signal Processing, March 2013.

3. S.Parvathavarthini.,R.Shanthakumari,"Embedding and Extraction of Digital Image watermarking Based on scaling Factor", International Conference on Innovations in Information, Embedded and Communication Systems, March 2014.

4. S.Dhaarani,R.Shanthakumari, " Information hiding in dual images using reversible approach", International Conference on Innovations in Information,  Embedded and communication Systems, 17.03.16 to 18.03.16

5. C.Selvaraj.,R.Shanthakumari.,"Mitigating Node Isolation attack in OLSR protocol using DCFM Technique",Global Learning Conference on Mobile Computing",SSM College of Engineering,Erode,09.02.17 to 10.02.17.

6. C.Selvaraj.,R.Shanthakumari.,"Mitigating Node Isolation attack in OLSR protocol using DCFM Technique",CSI Sponsored International Conference on Innovative Computing Technology, M.Kumarasamy College of Engineering, Karur,16.02.17 to 17.02.17.

7. C.Selvaraj.,R.Shanthakumari.,"Detecting black hole and warm hole attack in OLSR protocol using topology graph and temporal Leash", International Conference on Mathematical Modeling and Computational Methods in Science and Engineering, Alagappa  University, Karaikudi, 20.02.17 to 22.02.17.

8. M.Umalatha, R.Shanthakumari, " An image cryptography theme supported chaotic baker map and AES with ECC ", International conference on Engineering and Advancement in Technology , 22.03.18 to 23.03.18.

9. Dr.R.Shanthakumari, Dr.E.M.Roopadevi, Mr.S.Vinothkumar,S.Arvinth, B.Bharaneeshwar,K.V.Hari Prasath, " A Framework for Multi Disease Prediction system using Random Forest Algorithm", International Virtual Conference on Advances in Communication, Machine Learning, Embedded with Internet of Things, 09.04.2021 to 10.04.2021.

10. Dr.R.Shanthakumari, Dr.E.M.Roopadevi, Mr.S.Vinothkumar,D.Arul Kumar, J.Bharaniharan, K.Gokul, " Facial Detection and Recognition for Online Examination using Deep Learning",  International Virtual Conference on Advances in Communication, Machine Learning, Embedded with Internet of Things, 09.04.2021 to 10.04.2021

11. Dr.R.Shanthakumari, "Automated Defect Detection In Ceramic Tiles Using Transfer Learning Models", 3rd International Conference on Futuristic Technologies (INCOFT-2025), 21.02.2025 to 22.02.2025

12.  Dr.R.Shanthakumari , S Shri  Ram, R Sabarivasan, N Yogeshwaran, " Enhancing Ransomware Detection Using Active Learning and Meta-Learning Approach", Sixteenth International Conference on Computing, Communication and Networking Technologies (ICCCNT 2025) , 06.06.2025 to 11.06.2025

13. Dr.R.Shanthakumari, "Smart Detection of Money Laundering In  Blockchain Technology Using ML ", International  Conference on  Computing and Communication Networks (ICCCNet 2025) , 01.08.2025 to 03.08.2025

14. Dr.R.Shanthakumari, "A steganography approach to textual information hiding using NLP Models", International  Conference on  Computing and Communication Networks (ICCCNet 2025) , 01.08.2025 to 03.08.2025

15.  Dr.R.Shanthakumari, " PUF based authentication with neural cryptography for IOT security", International  Conference on  Computing and Communication Networks (ICCCNet 2025) , 01.08.2025 to 03.08.2025

16. Dr.R.Shanthakumari, "Optimized Hybrid ECC-DH-AES Encryption Framework for Secure Communication, International   conference on Power Control & Computing Technologies ’25, 04.12.2025 to  05.12.2025.

17.  Dr.R.Shanthakumari, "Automated Fault diagnosis of gear tooth defects using deep learning, International   conference on Power Control & Computing Technologies ’25, 04.12.2025 to  05.12.2025.

18. Dr.R.Shanthakumari, "Risk prediction of screen time analytics using deep learning , International   conference on Power Control & Computing Technologies ’25, 04.12.2025 to  05.12.2025.

19. Dr.R.Shanthakumari, "ECCDN-NET – A dual backbone deep learning framework for Multi-class waste classification using DenseNet-50-RestNet18 feature fusion , International   conference on Power Control & Computing Technologies ’25, 04.12.2025 to  05.12.2025.

 Papers Presented in National Conferences :

1. R.Shanthakumari, S.Varadhaganapathy, P.Arulmozhi, "Wi-Fi", National conference on MobiComNet 2004, 30.09.2004 to 02.10.2004

2. R.Shanthakumari, P.Arulmozhi, R.Kalaivani, " Manets and its protocols",National Level Technical Paper Presentation Competition - 2005, 08.01.2005 to 09.01.05.

3. R.Shanthakumari, S.Varadhaganapathy, A.Ramsankar, "Rural Bazzar – Ideas for today’s problems for better future", National Conference on IT applications for Rural Development and Health Care", 3.3.2005 to 4.3.2005

4. R.Shanthakumari, S.Varadhaganapathy,B.Narmada, "Supporting Health science Education with Multimedia Repository",      National conference on Social benefits through Applications of IT, 29.12.2006 to 30.12.2006.

5. R.Shanthakumari, B.Narmada, "Social Semantic Networked Desktop", National conference on Social benefits through Applications of IT, 29.12.2006 to 30.12.2006.

6. R.Shanthakumari, B.Narmada, J.Indra., "Multi-Relational Data Mining for Biological Applications", National conference on social benefits through Applications of  IT, 29.12.2006 to 30.12.2006.

7. R.Shanthakumari, S.Malliga., "An Attack path construction algorithm with error detection for IP trace back",  EEA -2007, 31.01.2007.

8. R.Shanthakumari, S.Malliga., " A new marking scheme with Error detection to trace back IP Spoofing ", National  Conference on Innovative Computational Intelligence and Security Systems, 02.02.2007 to 03.02.2007.

9. R.Shanthakumari, P.Arulmozhi," High performance computing servers by utilization of free systems using clustering ", National Conference on Soft Computing,Image Processing and Network Management, 27.03.2008 to 28.03.2008.

10. R.Shanthakumari, P.Arulmozhi, N.Anitha, " Secure Key Distribution in Adhoc Networks ",National Conference on Advanced Computing Concepts",17.04.2009.

11. R.Shanthakumari, "Efficient adaptive steganography for color images based on LSBMR algorithm", National Conference on Information Technology, 15.02.2012.

12. R.Shanthakumari, K.Nandha Gopal, "Enhanced Instrusion detection system for Malicious node detection in DYMO routing protocol by using minimal energy consumption", National Conference on Information Technology, 15.02.2012.

13. R.Shanthakumari, B.Sharmila, "Adaptive steganography for gray scale  images based on LSBMR algorithm", National Conference on Emerging Trends", NCET'12- 22.02.2012.

14.  R.Shanthakumari,  K.Nandha Gopal, "Instrusion detection system for Malicious node detection in DYMO routing protocol",  National Conference on Computer Applications", 27.02.2012.

15. R.Shanthakumari, B.Sharmila,"Adaptive audio steganography based on LSBMR algorithm",NCIIT 2012, February 2012.

16. R.Deborah Sherene,, R.Shanthakumari, Dr.S.Malliga," Data Hiding technique using Multi-pixel differencing and HL Code ", National Conference on Smart Systems, 16.03.2013.

17. Laya Venugopal, R.Shanthakumari, Dr.S.Malliga," Edge Adaptive scheme for data hiding using tree based parity check ", National Conference on Smart Systems, 16.03.2013.

18. R.Shanthakumari, B.Venkatesan, A.Vignesh Vetrivel., " Embedded blind Image watermarking using wavelet transform and singular value Decomposition", National Conference on Advances in Computational Intelligence and Instrumentation Technology , 04.04.2013.

19. S.Parvathavarthini.,R.Shanthakumari, " Digital Image watermarking scheme  based on scaling factor ", National Conference on Advances in Computing and Technology, February 2014

20. S.Parvathavarthini.,R.Shanthakumari," An adaptive visible/Invisible watermarking  Scheme for Digital Images based on scaling factor", National Conference on Wireless Networks, Computing and Communication, February 2014.

21. S.Dheepika.,R.Shanthakumari, " Information hiding using LSBG algorithm ", DSTE sponsored National Conference on Intelligent Computing , 30.01.15.

22. S.Dheepika.,R.Shanthakumari, "Secure Data Hiding In Images", Fourth National Conference on Communication Technology Interventions for Rural and Social Development, 05.02.15.

23. R.Shanthakumari, M.Arul, "Data hiding in Image by LSBMR algorithm with Wavelet transform", Second National Conference on Innovation in Computational Intelligent Techniques, 21.02.15.

24. S.Dhaarani,R.Shanthakumari, " Information Hiding in dual Images using Reversible Technique", DBT sponsored National Conference on “Advanced Computational Intelligence techniques for Big data in Biomedicine and its applications, 28.12.2015 to 29.12.2015.

25. R.Shanthakumari, K.K.Raja Shankar, R.Sangavi, S.Santhiya, " A Novel Edge Based Embedding Secret Information in Medical Images ", Fifth National Conference on Networking, Intelligence and Computing, March  2018.

26. R.Shanthakumari, P.Pavatharani, A.Sathishkumar, R.Susmitha., " Extended visual cryptograpy for securing portable document format file ", Fifth National Conference on Networking , Intelligence and Computing, March  2018.

27. R.Shanthakumari, G.Santhya, B.Bharaneeshwar, " Enhancing data security in video steganography using RSA encryption, Huffman coding with LSB Insertion", Seventh National Conference on Networking , Intelligence and Computing, March  2020.

28. R.Shanthakumari, B.Bharaneeshwar, D. Arul Kumar " Data hiding in images using range technique with Rijndael algorithm", Seventh National Conference on Networking, Intelligence and Computing, March  2020.

STTP/Summer Schools/Seminar/Workshop/FDP/ Conference/Industrial /Special training attended: 125

Awards/Achievements  Received :

• Academic Excellence Award - 2005 - Kongu Engineering College

• Best Faculty Award - 2008- Information Technology – Kongu Engineering College

• Top 5% topper - NPTEL course on “ Teaching  and Learning in General Programs:TALG

• Top 2% topper -  NPTEL course on “ Accreditation and Outcome based Learning

Membership in Professional Bodies :

• ISTE (Indian Society for Technical Education) Life Member LM 65442)

• CSI (Computer Society of India - Institution Nominee Member) – N1273313

• ISRD ( International Society for Research and Development - Life Member - M4150904072

Mentor for NPTEL Course:

•  NPTEL Mentor - Certification for the course Design and Implementation of Human Computer Interfaces  - Jul-Dec 2024

•  NPTEL Mentor - Certification for the course Demystifying Networking - Jul-Dec 2025

               Online/NPTEL Course:

•  Completed a  Coursera  Online course on "Image and video processing: From Mars to Hollywood with a stop at the hospital" on  27.03.14

•  Completed a Online Course on “CS101.1.x:Programming  Basics,a course of study offered by IITBombayX  from 21   February   2017 to December 2017

•  Completed a NPTEL  4 weeks course on “Outcome Based Pedagogic Principles for Effective Teaching” on March 2018.

•  Completed a  NPTEL  12 weeks course on “Switching Circuits and Logic Design" on  October  2018.

• Completed a self-faced training course on  MATLAB  Onramp ,  07.02.2022

• Completed a self-faced training course on  MATLAB Fundamentals, 28.03.2022

• Completed a self-faced training course on  MATLAB Programming Techniques, 02.05.2022

• Completed a  NPTEL  4 weeks course on “Software Testing " on  Jan-Feb  2020

• Completed a  NPTEL  4 weeks course on “Systems and Usable Security" on  Feb-Mar 2022

• Completed a  NPTEL  4 weeks course on “Python for Data Science " on  Jan -Feb 2024

• Completed a NPTEL  4 weeks course on  "Teaching and Learning in General Programs: TALG " on  Jul-Aug 2024

• Completed a NPTEL   8 weeks course on   “ Accreditation and Outcome based Learning ", Aug-Oct 2025

Industrial Training attended: 12

1.  Attended a three days Industrial training on "Multicore Programming ” on 27-29 Sep 2010 at Intel and ICT Academy

2. Attended a one day workshop on "Globalization Summit 2012", on 12.07.12 at Zinnov, Bangalore

3. Attended a one day FDP on " Take lead in transformation:Addressing storage skill gap in Academia", on 11.05.13 at ICT        Academy & EMCCorporation 

4. Industrial training on "Android App Development, SDLC XML, and Designing Tools” on 24-30 May 2016 at K Labs         Technology  & Solutions, Chennai

5. Attended a  two days  FDP on "Introduction to R Programmming" on 18-19 April 2017 at ICT Academy 

6.  Attended a three days Industrial training on "IT Soft Skills", on 15-17 January 2019 at ISR IT Services INC, Coimbatore

7. Attended a  five days  ICTACT - Skycampus : webinar –Season 2 Leading in a VUCA world " on 23-27  April 2020 at ICT Academy, Tamilnadu

8. Attended a  two days  training on "MATLAB and SIMULINK Training Programme" on 01-02  June 2022 at MATLAB & DesignTech Technology for designing the future, Coimbatore.

9. Attended a  30 Hours FDP  on "Image Processing using OpenCV Master Class " on 12.10.2022 to 11.11.2022 at Pantech e-Learning Pvt Ltd., Chennai

10. Attended a  two days FDP  on "Building Real-Time Video AI Applications" on 15.12.2022 to 16.12.2022 at NVIDIA-Deep Learning Institute. 

11. Attended a  six days FDP  on  " Artificial  Intelligence for Image, Text and Edge AI Applications, EDSOLS Innovations Private Limited , 04.06.2025  to 11.06.2025

12. Attended a  six days FDP  on " Empowering Digital Defense – A Pragamatic approach to Cyber Security , C Suite Tech Labs, Coimbatore , 06.04.2026 to 11.04.2026

 Funded Programmes Organized (Seminar/Conference/Workshop/FDP/STTP/Other)

1.  AICTE-Seminar -Software Testing -19.05.2006 to 20.05.2006

2.   AICTE-Conference -Social benefits through applications of  IT -29.12.2006 to 30.12.2006

3.  AICTE-STTP - Multimedia and e-Learning -23.03.2007 to 27.03.2007

4.  CSI -Golden-Tech Bridge Programme - 09.08.2014

5.  CSI - First National Conference on Networking,Intelligence and Computing -21.03.2014

6.  CSI - Second National Conference on Networking,Intelligence and Computing -28.02.2015

7.  CSI - Tamilnadu State Level Student Convention - 15.02.2016

8.  CSI - Third National Conference on Networking,Intelligence and Computing -19.03.2016

9.  CSI - Fourth National Conference on Networking,Intelligence and Computing -04.03.2017

10.  CSI -  Fifth National Conference on Networking,Intelligence and Computing -16.03.2018

11.  CSI - Region Level Convention - 11.03.2019

12.   CSI - Sixth National Conference on Networking,Intelligence and Computing -16.03.2019

13.  CSI -  Seventh  National Conference on Networking,Intelligence and Computing -10.03.2020

14.  DRDO-Seminar - Role of Post Quantum Cryptography in Defence and Security of Future India - 02.09.2022 to 03.09.2022

15.  CSIR-Seminar - Tackling Cyber Crimes against Women and Children with latest Cyber Security Techniques - 23.09.2022 to 24.09.2022                  

Non-Formal / Value Added Courses Conducted: 15             

1.  PC concepts and MS-Office - 14.05.01 to 19.05.01

2.  C and C++ Programming - 25.06.01 to 04.09.01(60 Hrs)

3.  MS-Office and Internet fundamentals (Non Teaching) - 17.11.04 to 19.11.04

4.  VB and VC++ - 10.07.06 to 06.10.06(50 Hrs) 

5.  VB and VC++ - 03.07.06 to 31.01.07(50 Hrs)

6.  C and C++ - 25.06.07 to 17.07.07

7.  Multimedia - 08.02.08 to 20.03.08

8.  MS-Office and Internet fundamentals (Non Teaching) - 11.05.09 to 14.05.09

9.  Multimedia and E-Learning ( Non-Teaching) - 22.06.09 to 26.06.09

10.  C & C++ (Mechatronics) -  01.06.11 to  03.06.11

11.  Oracle 10g - 08.08.12 to 03.10.12

12.  Java Programming - 03.06.13 to 07.06.13

13.  Digital Image Processing using MAT LAB - 29.02.16 to 23.03.16

14.  Hardware and trouble shooting - 15.10.16

15. Go Programming - 17.09.25 to 16.10.25  

   Self Supporting /IIPC/TBI  Seminar and Workshop Conducted: 21

1.    LAMP (Self Supporting) -  22.08.09 to 23.08.09     

2.  LAMP(Self Supporting) - 25.09.10 to 26.09.10

3.  LAMP (IIPC) - 29.01.11 to  30.01.11

4.  Mobile Computing Lab(IIPC) - 12.08.11 to 13.08.11

5.  Multimedia  for school students (IIPC) - 27.10.12 to 28.10.12

6.  Image Processing using MATLAB (TBI) - 27.09.13 to 28.09.13

7.  Image Processing using MATLAB (TBI) - 04.10.13 to 05.10.13

8.   Matlab and its applications for Engineering Computations (IIPC) - 05.09.14 to 06.09.14

9.   The Art of Writing Research Paper(IIPC) - 19.12.15

10.   Server Side Web Technologies (IIPC) - 18.03.16

11.   Computer Literacy  for kids (Self Supporting) - 04.05.16

12.   Hardware and Troubleshooting (Self Supporting) - 15.10.16

13.   The Art of Writing Research Paper (IIPC) - 30.12.16

14.   Data Analytics using R Programming (IIPC) - 24.02.17

15.   The Art of Writing Research Paper (IIPC) - 02.02.18

16.   7 Days virtual FDP on “Foundation of Machine Learning” (IIPC) - 21.10.21 to 28.10.21

17.   Application Modernization with AWS Docker (IIPC) - 04.05.24

18.   Full stack Essentials: Mernstack development - 21.09.24

19.   Bug Free Browsing : Selenium Java for Beginners - 29.03.25

20.    Smooth Web Automation: Playwright Typescript for Absolute Beginners - 04.10.25

21.   Testing in AI Era-Skills Every Engineer Needs - 07.03.026

One/Two  Credit  Courses Conducted: 12

1.  Algebra and Number Theory - 26.12.16 to  05.01.17

2.  Fundamentals of  MATLAB - 08.10.17 to 21.11.17 (30 Hours)

3.  Algebra and Number Theory  (2017-18) - 01.03.18 to 31.03.18 (15 Hours)

4.  Number Theory Concepts for Security - 09.02.19 to 10.02.19 (15 Hours)

5.  Number Theory Concepts for Security - 23.02.19 to 24.02.19 (15 Hours)

6.  Applications of Number theory concepts in cyber security -  2020 (30 Hours)

7.  Data Analytics with Power BI - 10.09.21 to 10.10.21 (30 Hours)

8.  Applications of Number theory concepts in cyber security - 2021 (30 Hours)

9.  18VAC52- Applications of Number theory concepts in cyber security - 12.03.2022 to 03.04.2022 (30 Hours)

10.  18VAC078-Web Application Security (Two Batches) - 2022 - (30 Hours)

11.  18VAC078-Web Application Security - 2023 - (30 Hours)

12.   20VC075-App Development with Flutter (Batch-1) - 2023 (60 Hours)

13.   20VC075-App Development with Flutter (Batch-2) - 2023 (60 Hours)

14.  20VC111- Secure Web Development

15.  Data  Analytics with Power BI (24-25)

16.  Go Programming (24-25)

17. 24VC016-App Development with Flutter

18.  24VC033- Introduction to Data Analytics with Power BI (30 Hours)

      Invited talks / chairing a session/ Guest Lecture/ Jury etc:       

1. STTP – Multimedia and e-Learning - Hands-on Training on 2D Image Editing using Adobe Photoshop -  KEC – 23.03.07

2.  STTP – Multimedia and e-Learning - Hands-on Training on Audio Editing using Soundforge - KEC – 24.03.07

3.  STTP – Multimedia and e-Learning - Hands-on Training on 2D animation using Macromedia Flash - KEC – 25.03.07

4.  STTP – Multimedia and e-Learning - Hands-on Training on Video Editing using Adobe Premiere 6.5 and Authoring using Macromedia Author ware - KEC – 26.03.07

5.  Workshop - LAMP  -  Basic of PHP, Database Access using PHP and MySQL and Working with Python –KEC – 29.01.11 to 30.01.11

6.  Workshop – Mobile Computing Lab - Introduction to WML, WML Script, Interactive Session on Lab Programs – KEC – 12.08.11

7.  Workshop – Soft Computing Applications using Matlab  - Basic Programming in Matlab - IT Department, KEC – 07.02.13

8.  Workshop - Image Processing Using Matlab - Arrays, Vectors and Matrices, Reading and Writing Images & Format Conversion, Image Analysis – TBI - 27.09.13 to 28.09.13

9.  Workshop -  Image Processing Using Matlab - Arrays, Vectors and Matrices, Reading and Writing Images & Format Conversion – TBI - 04.10.13 top 05.10.13

10.  Workshop - Matlab and its Applications for Engineering Computations - Fundamentals of Matlab Programming and Graph Plots - IT Department, KEC -  05.09.14 to 06.09.14

11.  First National Conference – Networking, Intelligence and  Computing - Jury for Paper Presentation - CSI- KEC,Student Branch – 21.03.14

12.  Second National Conference – Networking, Intelligence and  Computing - Jury for Paper Presentation - CSI- KEC,Student Branch – 28.02.15

13.  Third National Conference – Networking, Intelligence and  Computing - Jury for Paper Presentation - CSI- KEC,Student Branch – 19.03.16

14. Workshop on "Computer Literacy for Kids" – Animation - IT Department, KEC - 04.05.16 

15. Fourth National Conference – Networking, Intelligence and Computing - Jury for Paper Presentation - CSI- KEC, Student Branch – 04.03.17

16. Fifth National Conference – Networking, Intelligence and Computing - Jury for Paper Presentation - CSI- KEC, Student Branch – 16.03.18

17. CSI-Regional Student Convention – Region VII - Jury in CSI-Regional Student Convention – Region VII - CSI- KEC, Student Branch - 11.03.19 to 12.03.19

18. Sixth National Conference – Networking, Intelligence and Computing - Jury for Paper Presentation - CSI- KEC, Student Branch – 16.03.19

19. Seventh National Conference – Networking, Intelligence and Computing - Jury for Paper Presentation - CSI- KEC, Student Branch – 10.03.20

20. National Level Technical Symposium “EPOCH 25- Exploring Machine Learning Algorithms and Applications - IT, Kongu Engineering College – 01.02.2025

21. Handling the Session on Research Methodology - Hindusthan College of Engineering and Technology, Coimbatore – 20.02.25

22. Handling the Session on Research Methodology - Hindusthan College of Engineering and Technology, Coimbatore – 12.09.25

      Reviewer-ship / Editor-ship in Journals / Conferences etc. 

1. Reviewer on  International Journal of Computer Science and Information Security for the period of 2018-19 to till date.

2. Reviewer on Scientific & Academic Publishing for the period of 2018-19 to till date.

3. Reviewer on International Conference on Artificial Intelligence and Smart Computing for the period of 2020-21 at Bannari Amman Institute of Technology,Sathy

4. Reviewer on International Conference on Advancements in Electrical Electronics Communication Computing and Automation for the period of 2021-22 at Kumaraguru college of Technology, Coimbatore .

5. Reviewer on 1st IEEE International Conference on Advanced computing Technologies and Applications on March 4-5,2022 at Sri Krishna College of Engineering and Technology,Coimbatore 

6. Reviewer on 21st International Conference on Intelligent Systems Design and Applications.

7. Reviewer on American Journal of  computer architecture  on April 2022

8. Reviewer on American Journal of medicine and medical sciences  on April 2022

9. Reviewer on International Journal of Networks and Communications on 27.10.2022

10. Reviewer on International Journal of Computer Theory and Engineering  on 01.12.2022.

11. Reviewer on 2nd International Conference on Advanced Network Technologies and Intelligent Computing on 22.12.2022 to 24.12.2022 at Department of Computer Science, Institute of Science, Banaras Hindu University, Varanasi 

12. Reviewer on Second International Conference on Advancements in Electrical Electronics Communication Computing and Automation (ICAECA2023) on 16-17 June 23 at Kumaraguru College of Technology, Coimbatore 

13. Programme Committee Member & Reviewer on  World Congress on Smart Computing, Babu Banarasi University, Lucknow -  08.06.2024 to 09.06.2024

14.  Programme Committee Member & Reviewer - Data Science and Applications - 

  SCRS -  17.07.2024 to 19.07.2024

15.  Programme Committee Member & Reviewer - Applied Intelligence and Computing - SCRS - 27.07.2024 to 28.07.2024 

16.  Programme Committee Member & Reviewer - Theory and Applications - 

ICFAI Business School,  Bangalore - 09.08.2024 to 10.08.2024 

17.  Reviewer  - International Journal of Electrical and Computer Engineering - 

       Institute of Advanced Engineering and Science - 10.08.2024

18.  Programme Committee Member & Reviewer - Sustainable Computing and Intelligent Systems -  University of Canberra,  Australia -  09.09.2024 to 10.09.2024

19.  Programme Committee Member & Reviewer - Advances in Data-driven Computing and Intelligent Systems - Bits Pilani, Goa - 20.09.2024 to 21.09.2024

20.  Reviewer -  The Journal of Super Computing - Springer Nature - 01.11.2024

21.  Programme Committee Member & Reviewer - Information Technology and Artificial Intelligence - Gurugram University,Haryana - 24.01.25 to 25.01.25

22.  Programme Committee Member & Reviewer - 3rd Congress on Control,Robotics and Mechatronics - SR University,Warangal -  01.02.25 to 02.02.25

23.  Programme Committee Member & Reviewer - Communication and Computational Technologies - National Forensic Sciences University,Goa - 14.02.25 to 15.02.25 

24.  Jury in International Conference - Applied Mathematics and Computing (ICAMAC25) - Department of Mathematics, Kongu Engineering College -21.02.25

25.  Programme Committee Member & Reviewer - 4th 2025 IEEE World Conference onApplied Intelligence and Computing - 26.07.2025 to 27.07.2025 

26.  Reviewer -  International Journal of Electrical and Computer Engineering - 12.09.2025

27.  peer-reviewer - International Conference on Recent Trends in Computing and Smart Mobility - 05..06.2025 to 06.06.2025

28. Programme Committee Member & Reviewer -  World Conference on Artificial Intelligence: Advances and Applications - 30.01.26 to 31.01.26 

Subjects References:

24ITC44-Java Programming - Unitwise-Materials (Java Programming) 

22ITT62-Mobile Communication -  Unitwise-Materials(MC) 

22ITE25 - Cyber Forensics -Unitwise-Materials (CF) 

24ITT31- Information Theory and Coding - Unitwise-Materials (ITC) 

22ITT52   - Machine Learning -  Unit-1      Unit-2      Unit-3     Unit-4       Unit-5 

22ITT34 - Information Theory and Coding -   Unitwise_Materials (ITC) 

24ITC22 - Object Oriented Programming - Unitwise_Materials (OOPS) 

22ITT31 - DESIGN AND ANALYSIS OF ALGORITHMS - Unitwise_Materials(DAA) 

22ITC11- Scientific Computing  - Flowchart    HTML        HTML Exercises     HTML Form  CSS  CSS Exercises  Git 

22ITE25- Software Project Management -   SPM  PPT   Introduction     Project Planning   Software Effort Estimation

                                                                     - Activity Planning    Risk Management    Monitoring and Control    Managing Contracts

Engineering  Economics and Management - Unit-1(Micro Economics)       Unit-II ( Macro Economics) 

                                       -Unit-III ( Marketing Management)     Unit-IV ( Operations Management) 

                                - Unit-V (Financial Management)   Taylor and Fayol Principles 

  22ITC41-  Programming in Python - Unit-1( Python Basics)         Unit-2 (List,Tuples & Dictionary)    Unit-3 (Strings and Regular Expressions)           Unit-4 (Functions and Modules)             Unit-5 (Object Orientation, NumPy and Matplotlib) 

Computational Science for Engineers -  Unit-1 (Modeling Process)    Unit-2 (Force and Motion)      

                                                               Unit-3 (System Dynamics Models)   -  Unit-4 (Data Driven Model)    Unit-5 (Matrix Model)    

 Essentials of Information Technology -   Unit-1_Python Programming - Basics         Unit-2 (OOPs Concept)   

                                                                                 - Unit-2_Use Case Diagram      Unit-2_Python MySQL Database Access    

                                                                                 - Unit-3_SQL-PPT    Unit-3_Normalization    Unit-4_Single_Row_Functions  

                                                                                 - Unit-4_Multi_Row_Functions 

Digital Principles & Design -  Shift Register       PAL    Innovative Teaching (1)   OBE Photo   DPD Problems and Answers

                                                              -  DPD Answers       Assignment     Innovative Teaching(2)

  22ITT21-Digital Logic Principles and Design

                 - Complements

                 -  Subtraction( 1's Complement)

                 -  Subtraction (2's Complement)

                 -  Boolean Functions

                 - Boolean Simplifications

                 - Canonical Form

                 - Standard Forms

                 - Quine McCluskey Method or Tabular Method 

                 - NAND and NOR Implementation

                -  Solved Problems ( Unit-3)

                - Multiplexer Implementation

                - Analysis of Sequential Circuits

                - Design of Sequential Circuits

                - Flip Flop Conversion

                - Problems-Sequential Circuits

                - Counter

                - Shift Registers     

  Information Coding Techniques -   JPEG Compression        Image Compression     Huffman Coding     Innovative  Teaching 

   Nature Inspired Optimization Techniques -   Unit-I (Introduction)     Unit- II (Computing Inspired By Nature)  

                                                                                                       Unit- III (Swarm Intelligence)         Unit- IV (Immuno Computing)     

                                                                                                       Unit-V (Computing with Natural Materials)