M.Tech. in Cyber Security

Compilers

" 1) Kavitha, S., T. Satish Kumar, E. Naresh, Vijay H. Kalmani, Kalyan Devappa Bamane, and Piyush Kumar Pareek. ""Medicinal plant identification in real-time using deep learning model."" SN Computer Science 5, no. 1 (2023): 73.

2) HS, Madhusudhan, Satish Kumar T, Punit Gupta, and Gavin McArdle. ""A Harris Hawk Optimisation system for energy and resource efficient virtual machine placement in cloud data centers."" Plos one 18, no. 8 (2023): e0289156.

3) Kumar, T. Satish, S. Jothilakshmi, Batholomew C. James, M. Prakash, N. Arulkumar, and C. Rekha. ""HHO-based vector quantization technique for biomedical image compression in cloud computing."" International Journal of Image and Graphics 23, no. 03 (2023): 2240008.

4) Chandrasekar, V., Abul Bashar, T. Satish Kumar, B. A. Vani, and R. Santhosh. ""Hybrid deep learning approach for improved network connectivity in wireless sensor networks."" Wireless Personal Communications 128, no. 4 (2023): 2473-2488.

5) Kumar T, Satish, Madhusudhan HS, SMFD Syed Mustapha, Punit Gupta, and Rajan Prasad Tripathi. ""Intelligent Fault‐Tolerant Mechanism for Data Centers of Cloud Infrastructure."" Mathematical Problems in Engineering 2022, no. 1 (2022): 2379643."

Best Faculty Award (From Cognizant), 2nd Rank in M. Tech (VTU)

Computer Science & Engineering

MISTE, MIAENG

• “A Comparative Study of Network Slicing Techniques for Effective Utilization of Channel for 5G and Beyond 5G Networks”, IEEE Access, Volume 13, February, 2025.
• “Intelligent Feature Subset Selection with Machine Learning Based Detection and Mitigation of DDoS Attacks in 5G Environment”, Journal of Interconnection Networks, World Scientific Publishers, Volume 22, March 2022.
• “Identifying DDoS attacks in 4G networks using artificial neural networks and principal component analysis”, International Journal of Networking and Virtual Organizations, Inderscience Publishers, Volume-25, September 2021.
• “Machine Learning Approach to Task Scheduling in Cloud Computing”, Journal of Computational and Theoretical Nanoscience, Volume-17, December 2020.
• "CACTOR - Call Admission Control Tool fOr Researchers", 14th ACM International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services (Mobiquitous 2017), Melbourne, Australia, November 2017.

Mentor for IEEE IAYPC 2025, Completed 2 Consultancy Projects from Kuwait, National Award for Faculty in Higher Education for Karnataka South Region

WSN, Deep Learning, Gen-AI

IEEE, AIME, ISTE, IEI, InSc, Internet Society

• Genetic Algorithm-based Machine Learning Approach for Epileptic Seizure Identification and Classification
• Bio-Inspired Optimization to Enhance the Performance in 6G Networks of Reconfigurable Intelligent Surfaces
• Epileptic Seizure Classification and Feature Optimization Technique Using Grey Wolf Algorithm on Dynamic Datasets

Data Science

MIE

• A Computer Vision Based Approach for Subspace Clustering and Lagrange Multiplier Optimization in High-Dimensional Data
• Framework for novel subspace clustering using search optimization methodology
• RMSC: Robust Modeling of Subspace Clustering for high dimensional data
• EDSC: Efficient document subspace clustering technique for high-dimensional data
• FSEFST:Feature Selection and Extraction using Feature Subset Technique in High Dimensional Data

CSE

ISTE

• 02
• 03
• 03
• 02
• 02

"Best research award first class grade at AVV, Bengaluru Campus, Received Bronze award for Infosys Campus Connect, Received Best Student CSI chapter bangalore zone, Revewer is Q1 Journal IEEE Transactions on Consumer Electronics. "

VoIP, Security protocols, IoT, WSN, ML & DL, Propagation channel modeling

ACM, MCSI, ISTE

• """Enhanced Temporal Attention-Based LSTM Model for Air Quality Forecasting Mohamed Shakir;Kumaran U;N. Rakesh, International Journal of Information Technology Pages 1-9, Publisher Springer Nature Singapore DOI : https://doi.org/10.1007/s4187 0-025-02668-w. Q2 Quartile"""
• """Location-Based Access Control for Privacy in Mobile Internet Systems Dr. Priya Vij B.Santhakumar,Muntather M.Hassan ,Dr.N. Rakesh, K. Venkatesh Guru, Dr.S.Jambulingam, Journal of Internet Services and Information Security, Vol. 15, Issue 2, July 2025,pp. 552–562.https://doi.org/10.58346/JI SIS.2025.I2.038 5.25 Q2 quartile"""
• """Interfacing IoT Sensors with Library Energy Management Systems Arasuraja Ganesan Vijayakanthan Selvaraj, N.Rakesh Indian Journal of Information Sources and Services Volume 15, Issue 3, Pages 113-121, 2025 Publisher © The Research Publication, www.trp.org.in. https://doi.org/10.51983/iji ss-2025.IJISS.15.3.13. Q2 quartile"""
• N. Rakesh,BA Mohan, U Kumaran, GL Prakash, Mohamed Shakir, Rajakumar Arul on “ Machine learning approaches for early diagnosis of neurodegenerative conditions” in AIP Conference Proceedings 3345, 020149 (2026), https://doi.org/10.1063/5.0302567. The is indexed in scopus.
• """Machine Learning-Driven Strategies For Customer Retention And Financial Improvement. N. Rakesh, B.A. Mohan ,U. Kumaran ,G.L. Prakash ,Rajakumar Arul,Kalaipriya n Thirugnanasambandam, Archives for Technical Sciences, Vol. 13,Issue 2,February 2025,pp.269-283. https://doi.org/10.70102/afts.2024.1631.269"""

"Smart India Hackathon 2022 Winner (₹1,00,000) as Faculty Mentor, Best Researcher Award 2022, Best Academician Award 2023, 26+ Years Teaching & 15+ Years Research Experience, Ph.D. Research Supervisor (VTU), Chairman BoS VTU MCA & Head ITS BMSIT&M, 100+ Scopus/WoS/ indexed Publications including 2 Books & 15+ Book Chapters, NPTEL Discipline Star (IIT Madras), NPTEL Elite + Gold (Top 2%), ISC2 Certified in Cybersecurity (CC), 15+ NPTEL Certifications from IITs."

Cyber Security, Cyber Laws, and Blockchain

"Cryptography Research Society of India (CRSI-L/181) since 2004, Indian Society for Technical Education (LM 45448) since 2005, Computer Society of India (MCSI-00135953 ) since 2005, ISC2 member ID 2826471 "

• "Komala R, Arun Kumar B R, “A Novel Method of Secured Data Distribution Using Sharding Zkp and Zero Trust Architecture in Blockchain Multi Cloud Environment “Cryptography volume 8 issue 3 2024, 8(3), 39; https://doi.org/10.3390/cryptography8030039, https://doi.org/10.3390/cryptography 1010000 (Q1 journal), 2 September 2024,https://www.mdpi.com/2410-387X/8/3/39. "
• "Komala R, Arun Kumar B R, ""Multi-Factor Authentication and Secure Multi-Party Computation for PrivacyPreserving Federated Learning"" , International Journal of Intelligent Engineering and Systems, Vol.18, No.4, 2025, pp-647-657, DOI: 10.22266/ijies2025.0531.42, https://oaji.net/articles/2023/3603-1744363045.pdf, https://oaji.net/articles/2023/3603-1744363045.pdf, Scopus indexed Q2 Journal "
• "Reshma C. R. Arun Kumar B R, Reshma C R, Arun kumar B R, ""Dynamic Sensitivity Differential Privacy: A Versatile Framework for Enhancing Privacy Across Diverse Data Scenarios"", Journal of Computer Networks and Communications, Q2 Journal, Article ID 2972993,https://onlinelibrary.wiley.com/doi/10.1155/jcnc/2972993. "
• Arun Kumar B R, Komala R, NLP Assisted Blockchain Framework for Data Residency and Transfer Regulation in Multi-Cloud Environment, Journal of Electrical and Computer Engineering, Article ID 2119261, Q2 Journal
• "Komala R, Arun Kumar B R, Secure and Efficient Container Scheduling in Multi-Cloud Using an Elliptic Curve-Based Digital Signature Algorithm, Engineering, Technology & Applied Science Research Vol. 16, No. 1, 2026, 31108-31116 31108, Q2 Journal "

1.Excellent Paper Award Singapore International Conference on Futrure Information Technology 2011. "A Robust Morphological Analyzer for Kannada",

2.Received Kittur Rani Cennamma award with Cash Prize Rs 50,000 On International Women Day 2016 From Chief Minister Shri Sidramaiha Women and Child development Affairs Govt. Of Karnataka Bangalore.,

3.Received Best Research Award TEchNext Event IIT Bombay 2018 February

NLP. AI. Text Processing

MIEI:- M-1558840, M-ISTE- LM 124459 MIFREP:- PMIN370862219

• Design and development of political rider competitive swarm optimiser enabled deep learning model for air quality detection, https://doi.org/10.1504/IJISTA.2024.136526, Volume 22,Issue 1, 2024. ISSN: 1740-8865,eISSN: 1740-8873. InderScience publisher
• · RiCSO-based RiDeep LSTM: rider competitive swarm optimiser enabled rider deep LSTM for air quality prediction, pp 51-75 https://doi.org/10.1504/IJIDS.2025.144261, Volume 17.Issue 1., 2025. ISSN: 1756-7017 eISSN: 1756-7025. . InderScience publisher
• 1. Named Entity Recognition using Conditional Random Field for Kannada Language, International Journal of Innovative Technology and Exploring Engineering (IJITEE) ,ISSN: 2278-3075, Volume-8, Issue-11S2, pp. 413-415. September 2019. Impact factor 5.5, Scopus.
• Air Pollution Monitoring System Using Wireless Sensor Network”, ISBN 978-81-935355-1-6. PP-391-400.springer Nature Singapore Pte Ltd. 2019 V. E. Balas et al. (eds.), Data Management, Analytics and Innovation, Advances in Intelligent Systems and Computing 808, https://doi.org/10.1007/978-981-13-1402-5_30.
• 1. Bhuvaneshwari C Melinamath et al. (2010). “A Morphological generator for Kannada Based on Finite State Transducers,” 3rd IEEE, (ICECT). International Conference on Electronics Computer Technology, Kanyakumari, India 8 – 10 April. 2011 . Vol.1, PP. 312-

"1. Identified as Top Mentor for the month of Jan 2020 from Atal Innovation Mission, NITI Aayog, MHRD. 2. Received 50 Fabulous EduTech Leaders award from 8th World Education Congress in the theme “Reorienting Education for a Sustainable Future”. 3. Recognized as Expert Course Advisor from CISO Training program a National initiative under the aegis of MeitY, GoI which is implemented as part of ISEA Program by CDAC – Hyderabad. 4.Recognized as ATAL Mentor of Change from ATAL Innovation Mission, MHRD, NITI Aayog for mentoring ATL Tinkerpreneur 2022. 5. Recognized as Mentor of Change for ATAL Tinkering Lab an initiation of ATAL Innovation Mission (AIM) in association with NITI Aayog. 6. Letter of Appreciation from Armed Police Training School(APTS), Yelahanka, Govt. of Karnataka for conducting Training Session for Police Officials on Cyber Security. 7.Letter of Appreciation from Police Training School, Thanisandra, Govt. of Karnataka for conducting Training Session for Police Officials on Cyber Crime. 8. Recognition from 3 Karnataka Battalion NCC, Bengaluru from Govt of India for conducting a Talk on Cyber Security for 500+ NCC cadets."

Information Security, Cyber Security, Software Engineering, AI in Cyber Security, Compiler Design

"1. Professional Member for Institute of Scholars from July 2023

2. Member for The Society of Digital Information and Wireless Communications (SDIWC). Membership ID - 5846 "

• 1. Usha B A published the paper on “Learning methodologies towards leveraging security resiliency in internet-of-things environment” in IAES International Journal of Artificial Intelligence (IJ-AI) Vol. 13, No. 3, ISSN: 2252-8938, DOI: 10.11591/ijai.v13.i3.pp 2490-2497 September 2024
• Usha B A published the paper on “Geometric Cryptosystem Based Elliptic Curve Cryptography and Advanced Encryption Standard with Galois Counter Mode for Secure Cloud Storage” in International Journal of Computer Networks and Applications (IJCNA), ISSN 2395-0455 Volume 12, Issue 3, DOI: 10.22247/ijcna/2025/21 May – June 2025
• Usha B A published the paper on “Artificial Intelligence based stock market price prediction, a review” in Mathematical Models in Engineering, ISSN Print: 2351-5279, ISSN Online:2424-4627 DOI: 10.21595/mme.2025.24861 Nov 2025
• Usha B A published the Paper on "SCADE: a deep learning ensemble for semantic flow analysis in smart contract vulnerability detection" in Indonasian Journal of Electrical Engineering and Computer Science(IJEECS), Vol 30, No 3, ISSN: 2502-4752, DOI: 10.11591/ijeecs.v40.i3.pp1417-1429, Dec 2025
• Usha B A published the paper on “Development of Novel Blockchain Technology for Certificate Management System using Cognitive Image Steganography Techniques” in Journal of Algebraic Statistics, Vol 13, No 2, ISSN NO : 1309- 3452, pp 3032 - 3041, May 2022

Secured Second Rank in M.Tech

Machine Learning, IoT, Cyber Security

LISTE

• https://www.sciencedirect.com/science/article/abs/pii/S1875952124002301?via%3Dihub
• https://www.sciencedirect.com/science/article/abs/pii/S1875952124000326?via%3Dihub
• https://www.mdpi.com/2076-3417/13/2/1180
• https://www.sciencedirect.com/science/article/pii/S2665917422001891?via%3Dihub
• https://www.inderscienceonline.com/doi/abs/10.1504/IJBET.2020.111471

Best paper award at IISc , international conference

Decision Science

ORSI, ISTE,IAENG

• Improving Face recognition for smart home security
• Developoment of Fuzzy Decision Model uisng BSC
• Abstraction based text summarization
• Design and development foeprocuremnt model using reverse auction
• Comparative analysis and implemtation of ML techniques for crop prediction

Cloud data security, Algorithms

MISTE

• "D Veena, Prakash G L, Savitha S, Roselin Mary S, D Kishore, Prasanthi Valluri, Integrating Technical, Temporal, and Sentiment Cues: A Hybrid Deep Learning Approach Optimized by WWO for Stock Market Risk Prediction , International Journal of Intelligent Engineering and Systems, Vol.18, No.10, 2025, DOI: 10.22266/ijies2025.1130.57."
• "N. Rakesh , B.A. Mohan , U. Kumaran, G.L. Prakash, Rajakumar Arul, Kalaipriyan Thirugnanasambandam, MACHINE LEARNING-DRIVEN STRATEGIES FOR CUSTOMER RETENTION AND FINANCIAL IMPROVEMENT, Archives for Technical Sciences 2024, 31(2), 269-28"
• "S Christalin Nelson, Tapan Kumar Mandal, and Prakash GL, “A Novel Optimized LSTM Networks for Traffic Prediction in VANET,” Journal of System and Management Sciences, vol. 12, no. 1, pp. 461–479, Feb. 2022, doi: 10.33168/JSMS.2022.0130."
• "S Christalin Nelson, Ram Karan Singh, and Prakash GL, “Hybrid deep learning model based on Intelligent Microbat Routing (IMR) and Popularity Content Caching (PCC) for an effective caching and routing in vehicular edge networks,” Computers and Electrical Engineering, vol. 103, Oct. 2022, doi: 10.1016/j.compeleceng.2022.108353."
• "S Christalin Nelson, Ram Karan Singh, and Prakash GL, “A Design of Highly-Secured Map Chaotic Encryption Scheme for VANET Communication,” in Atlantis Highlights in Computer Sciences Series – Proceedings of the International Conference on Advances in Computer Engineering and Communication Systems, vol. 18, Atlantis Press (Part of Springer Nature), Dec. 2023, pp. 188–197. doi: 10.2991/978-94-6463-314-6_19"

Digital Image Processing, Digital Forensics, IoT,HCI

LMISTE, CSI

• "AI-based recommendation model for effective decision to maximise ROI," Soft Computing, vol. 27, no. 18, pp. 12975–12992, Sept. 2023.
• "A relative 3D scan and construction for face using depth information," Multimedia Tools and Applications, vol. 77, no. 19, pp. 25253–25273, Oct. 2018.
• "Triangular mesh and neural network for object search based cluster centre descriptor," SN Computer Science, vol. 5, no. 8, Art. no. 1171, Dec. 2024.
• "3D emotion recognition using SVM and HoG features," International Journal of Image and Graphics, vol. 20, no. 3, Art. no. 2050019, July 2020.
• “A Novel to Identify Multiple faces by tracking 2D Face Images over 3D Plane”, (2019), JOIV: International Journal on Informatics Visualization, Vol. 03 no. 02, pp: 136-142

"15+ publications, one patent (2022), and Co-PI of a ₹5,00,000 funded AI-IoT hydroponics research project. Mentor to national award-winning student teams in Smart India Hackathon, Srishti Innovation Challenge, and Seedbrains and given Invited talks in various organisations. Founder of the AR-VR Club and AR-VR Lab at BMSIT&M,served as entrepreneurship Head (BICEP) to promote innovation and entrepreneurship."

IoT, AI/ML, AR/VR Development, Cryptography y in IoT

IEEE, IETE

• "Bharathi R, Smitha E. Peter. Secured Authentication of RFID System using PRESENT Block Cipher. IJECE, Vol. 13, No. 5, 2023; pp. 5462–5471. DOI: 10.11591/ijece.v13i5.pp5462-5471. "
• "Bharathi R, Parvatham N. Light-Weight Present Block Cipher Model for IoT Security on FPGA. Intelligent Automation & Soft Computing, 2022; 33(1):35–49. DOI: 10.32604/iasc.2022.020681. "
• "Bharathi R, Satish Kumar T, Mahesh G, Bhagya R. Development of Diameter Call Simulations Using IPSL Tool for IMS-LTE. LNDECT, 2022; 68:647–661. DOI: 10.1007/978-981-16-1866-6_46."
• " Sumathi M S, Bharathi R, Vidya R Pai. Quadratic Opposition Learning with Water Strider Algorithm Based Energy Efficient Clustering and Routing for WSN. Int. J. Intelligent Engineering & Systems, Vol. 17, No. 6, 2024. DOI: 10.22266/ijies2024.1231.66."
• " Air Quality Forecasting and Alerting System using IoT-Enabled Temporal Fusion Transformer for Urban Environments. Accepted at ICGPC 2025, Lecture Notes in Electrical Engineering (Springer). "

"1. Heading an Award winning Non-profit called Little-WISE, working on UNSDGs and effect of plastics and chemicals on Children's health.

2. My non-profit was part of Impact Orbit Incubation at IIMB's NSRCEL for 'Tech Driven Social Impact'

3. Have won best performer awards in all previous companies"

Software, Business and Management

Indian Patent Granted(2025), Wipro Certified Faculty, KSCST -Best Project Award for the Year 2016-17

Data Analytics

The Indian Science Congress Association-L28557

• DOI:10.1038/s41598-025-31164-1
• DOI:10.32604/iasc.2022.022231
• DOI:10.1201/9781003433293-8
• DOI:10.1201/9781003479062-12
• DOI:10.1007/978-981-10-7566-7_38

(1) Gold Medal in M. Tech. CSE (2) AICTE LITE Program Coordinator (3) 4th Rank in PGCET Karnataka.

Multimodal AI, NLP, Algorithms

CSI

• Arunakumari B. N, R. Shashidhar, A. S. Manjunath, N. J. et al, “Computer vision and the IoT-based intelligent road lane detection system,” Mathematical Problems in Engineering , vol. 2022, Article ID 4755113, Sep. 2022, doi: 10.1155/2022/4755113
• Arunakumari B N, Darshith T N, “Strategies for improving query efficiency and data retrieval speed in NoSQL databases,” High Technology Letters, vol. 30, no. 10, Jan. 2024, doi: 10.13140/RG.2.2.29857.21606.
• Arunakumari B. N., Shashidhar R and M. Roopa, “Indian sign language recognition using 2-D convolution neural network and graphical user interface,” International Journal of Image, Graphics and Signal Processing, vol. 14, no. 2, pp. 61, Apr. 2022. DOI: 10.5815/ijigsp.2022.02.06
• """Arunakumari B. N. et al. “TrOCR's Revolution in Document Digitization with Hugging Face Transformers” published in Journal of Computer Science 2024. Vol. 22, Isuue:3, Page Numbers:1-11. doi:10.48550/arXiv.2109.10282"""
• """Arunakumari B. N., Vishnu Sastry H K., Sheetal Neeraj, Shashidhar R., ‘An Automated Prediction Model For College Admission System’, Published in Journal of Elementary Education (2021); vol. 20 Issue 6, pp. 1172-1180, DOI: 10.17051/ilkonline.2021.06.124."""

Active academic researcher and Innovative Teaching, Published multiple Scopus-indexed research papers, Actively Involved in administrative work at the Institute level

Cloud computing and Cyber Security

ISTE, AIENG

• “The AgroCart Android Application to Manage Agriculture System,” in Lecture Notes in Electrical Engineering, vol. 928. Singapore: Springer, 2023, pp. 701–718, doi: 10.1007/978-981-19-5482-5_61.
• “Machine Learning Based Framework to Predict the Network Usage in Smart Parking Applications,” in Proc. 4th Int. Conf. Circuits, Control, Communication and Computing (I4C), Bengaluru, India, Dec. 2022, pp. 1–6, doi: 10.1109/I4C57141.2022.10057657.
• “Arbitrage: Stock Market Comparative Analysis,” in Proc. 4th Int. Conf. Circuits, Control, Communication and Computing (I4C), Bengaluru, India, Dec. 2022, pp. 1–6, doi: 10.1109/I4C57141.2022.10057786.
• “LoRa Based Water Quality Monitoring System,” NeuroQuantology, vol. 20, no. 15, pp. 5796–5800, Nov. 2022, doi: 10.14704/NQ.2022.20.15.NQ88583.
• “Intelligent IoT-Based Product Dispenser and Billing System,” in Proc. Int. Conf. Emerging Trends in Engineering (ICETE), 2020.

Certified Cyber crime internvention officer by ISAC New Delhi , Worked for MCMC and Social Media cell Govt of Karnataka Elections.

Cyber security and Digital forensics

ISTE , Internet Society

Best Teacher Award

Computer Networks and Network Security

CSI

• Quadratic Opposition Learning with Water Strider Algorithm Based Energy Efficient Clustering and Routing for Wireless Sensor Network
• A Novel Schema for Secure Data Communication over Content-Centric Network in Future Internet Architecture-Advances in Intelligent Systems and Computing Scopus - Elsevier
• Qualitative study of security resiliency towards threats in future internet architecture- -Advances in Intelligent Systems and Computing Scopus - Elsevier
• Reviewing effectivity in security approaches towards strengthening internet architecture-International Journal of Electrical and Computer Engineering- Scopus - Elsevier
• Deep Learning with IoT-Based Solar Energy System for Future Smart Agriculture System - International Journal of Advanced Computer Science and Applications

TPC and Reviewer for Conferences and Journals, NPTEL Discipline STAR, NPTEL Domain Scholar in DATA SCIENCE

Wireless Networks

IEEE, ISTE

• "init Kumar, D.L. Shanthi, Tummala Ranga Babu, Narendra Kumar, Rakesh Kumar Godi, Dr Arun G, Advanced skin lesion segmentation and classification using adaptive contextual GLCM and deep learning hybrid models, Egyptian Informatics Journal, Volume 30, 2025, 100706, ISSN 1110-8665, https://doi.org/10.1016/j.eij.2025.100706."
• Shanthi, D.L., Chethan, N. Genetic Algorithm Based Hyper-Parameter Tuning to Improve the Performance of Machine Learning Models. SN COMPUT. SCI. 4, 119 (2023). https://doi.org/10.1007/s42979-022-01537-8
• "D.L. Shanthi, K. Arumugam, V.M.M. Swamy, A. Farithkhan, R. Manikandan, D. Saravanan, Optimized artificial neural network assisted trade-off between transmission and delay in LTE networks, Materials Today: Proceedings, Volume 56, Part 4, 2022, Pages 1790-1794, ISSN 2214-7853, https://doi.org/10.1016/j.matpr.2021.10.471."
• D. L. Shanthi, G. B, N. A. An Empirical Study on Indian Economy Over COVID-19 Pandemic. Journal of Health Management. 2024;0(0). doi:10.1177/09720634241278820
• "Shanthi D L, Vinutha K, Ashwini N, Saurav Vashistha, Tomato Leaf Disease Detection Using CNN, Procedia Computer Science, Volume 235, 2024, Pages 2975-2984, ISSN 1877-0509, https://doi.org/10.1016/j.procs.2024.04.281."

Completed My P hd in 2023

Machine Learning and Cloud Computing

ISTE

• Enhanced Breast Cancer detection Via GAMR and LSTM A Deep Learning Based Method
• Analysis of software defined radio for optical networking
• Climate Impact prediction using XGBoost Techniques
• Efficient hybrid signal detection for Optical NOMA with 512 QAM in visible light communication
• Recommendation Engine for Retail domain using Machine Learning Techniques

"Corporate Trainer & Invited speaker for Technical Talks and IEEE conference Session chair, Mentor award for Smart India Hackathon-2020 held at Tamilnadu zone, Certificate of appreciation for holding 100% results in different subjects, School Topper in 10th (SSLC) Board & Received Jindal Merit Scholarship during Bachelor of Engineering. "

Artificial Intelligence, Distributed Networks and IOT & Security

LCSI, IEEE

• Revolutionizing UAV: Experimental Evaluation of IoT-Enabled Unmanned Aerial Vehicle-Based Agricultural Field Monitoring Using Remote Sensing Strategy
• Real Time Hand Gesture Recognition for Differently-Abled Using Deep Learning
• Deep Learning-Based Automated Classification of Skin Lesions Using CNN and Computer Vision
• Conditional Generative Adversarial Networks for Image Transformation
• Real time alert system to prevent Car Accident

• "1) Design Patent Granted (Design Number 476205-001)-2025-26
• 2) 1-E-buniess (Top 1% Performer)
• 3) 100% Result in TLP"

Cyber Secuirty, Block Chain, cloud computing IOT

SEMCEI,IEEE

• "“Design and development of anonymous location-based routing for mobile ad-hoc network” in International Journal of Electrical and Computer Engineering (IJECE) Vol. 12, No. 3, , pp. 2743~2755 ISSN: 2088-8708, June 2022, DOI:10.11591/ijece.v12i3.pp2743-2755"""
• "“Develop a Mathematical Model to Secure Anonymous Communication in Manet Through Cluster Framework in International Journal of Communications on Applied Nonlinear Analysis”. July-2024, Vol. 31, No. 8s (2024) PP . 505 – 513, ISSN: 1074-133X Impact Factor:0.13,"
• "“Strong Secure Anonymous Location Based Routing (S2ALBR) method for MANET” in Turkish Journal of Computer and Mathematics Education vol. 41, no. 5, pp. 5595-5606, 2021"
• "“Hybrid Techniques for Object Detection using Deep Learning”, in International Journal of Recent Technology and Engineering (IJRTE) ISSN: 2277-3878, Volume-8 Issue-6, March 2020. DOI: doi.org/10.35940/IJRTE.F8165.038620"
• "“A Novel Approach to Secure Mysterious Location Based Routing For Manet” in International Journal of Innovative Technology and Exploring Engineering (IJITEE) ISSN: 2278-3075, Volume-8 Issue-7 pg-2587-2791"

Best Student Award for Dedication and Commitmen(M.Tech), Best Paper Award(IEEE International Conference)

Machine Learning, Deep Learning, Medical Informatics, IoT & its application.

IEI

• Lakshmi, B.N., Dhanalakshmi, B.K. & Reddy, K.T. A Contemporary Framework for Detection of Phishing Website for Cyber Societal Safety. SN COMPUT. SCI. 6, 392 (2025). https://doi.org/10.1007/s42979-025-03942-1
• Nanda, T., Dhanalakshmi, B.K. & Lakshmi, B.N. An Explorative Cross Sectional Comprehensive Survey on Quantum Computing. SN COMPUT. SCI. 5, 1130 (2024). https://doi.org/10.1007/s42979-024-03505-w
• A. Kumar B R, L. B N, M. Prasad, D. B. Sangolli, A. Gowda and L. Y V, "Secure Smart Contracts: Enhancing Vulnerability Detection With Graph and Tokenization Analysis," 2025 International Conference on Computing for Sustainability and Intelligent Future (COMP-SIF), Bangalore, India, 2025, pp. 1-8, doi: 10.1109/COMP-SIF65618.2025.10969955
• K. Sathish, G. B. Renuka, M. Balachandra and B. Naga Lakshmi, "Gesture-Controlled virtual mouse using Media Pipe," 2023 1st International Conference on Optimization Techniques for Learning (ICOTL), Bengaluru, India, 2023, pp. 1-6, doi: 10.1109/ICOTL59758.2023.10435188.
• Archana, R.A., Lakshmi, B.N., Thanushree, U., Hosamani, S., Shetty, S.P., Poojitha, Y.M. (2025). A D-Tect System for Robust Human Target Detection and Acquisition to Enhance Safety. In: Patnaik, L.M., Raju, G.T., Prasad, N.H. (eds) Advances in Data Science and Artificial Intelligence. ERCICA 2024. Lecture Notes in Electrical Engineering, vol 1399. Springer, Singapore. https://doi.org/10.1007/978-981-96-4430-8_18

Cloud computing, Machine Learning and Artificial Intelligence

• Carry Forward and Access Control for Unused Resources in Multi Sharing System of Hybrid Cloud
• Perceptual Pigeon Galvanized Optimization of Multi-objective CNN on the Identification and Classification of Mango Leaves Disease
• An Explorative Cross Sectional Comprehensive Survey on Quantum Computing
• A Contemporary Framework for Detection of Phishing Website for Cyber Societal Safety
• An efficient and resilience linear prefix approach for mining maximal frequent itemset using clustering

SCI paper publication, Best paper award

WSN and IoT

ISTE,IEEE,IAENG

• Neural network-assisted carbon nanotube electrochemical sensors for automated environmental risk assessment
• Machine Learning-enhanced Direction-of-Arrival Estimation for Coherent and NonCoherent Sources
• Wireless sensor networks based efficient drip irrigation monitoring systems
• Optimizing Wireless Sensor Networks with Machine Learning-Based Predictive Maintenance
• Stage Identification of Malignant Liver Tumors Using Multiclass Classifiers

IoT Security, Networking

IAENG

• “Optimizing and Securing Electric Vehicle Charging Infrastructure for Resilient Energy Systems Using AI and Quantum Key Empowered in Smart Grids.” International Journal of Systems Assurance Engineering and Management, Vol.16, Issue.10 October (2025). https://doi.org/10.1007/s13198-025-02994-z. Q2 Scopus and WoS Indexed Journal.
• “Efficient Task Offloading Processing in Edge Computing Using Grey Wolf Optimization and Graylag Goose Optimization Algorithms”, International Journal of Intelligent Engineering and Systems, Vol.18, No.3, Page NO; 866-877, 2025. [SCOPUS Q3].
• “Adaptive Inertia Weight with Transient Search Optimization Based Feature Selection for Intrusion Detection in Internet of Things ” , International Journal of Intelligent Engineering & Systems, Vol -17, Page No: 804-813, 2024. [SCOPUS Q2].
• “ Elliptic Curve Cryptography and Password Based Key Derivation Function with Advanced Encryption Standard Method for Cloud Data Security ”, International Journal of Intelligent Engineering & Systems, Vol -17, Page No: 814-823, 2024. [SCOPUS Q2].
• “ Access management based on deep reinforcement learning for effective cloud storage security”, International Journal of System Assurance Engineering and Management, Vol-17 Page NO:1-20, 2024. [SCOPUS Q2].

Machine Learning, Social Networks

ACM

• Raguru, Jaya Krishna, and Devi Prasad Sharma. "Heterogeneous influence maximization through community detection in social networks." International Journal of Ambient Computing and Intelligence (IJACI) 12.4 (2021): 118-131.
• Krishna, Raguru Jaya, et al. "Security and privacy concerns in social networks mathematically modified metaheuristic-based approach." Journal of Discrete Mathematical Sciences and Cryptography 27.2-A (2024): 371-382.
• Pradeep Kumar, B.P., Naresh, E., Raguru Jaya Krishna. et al. Comprehensive brain tumour concealment utilizing peak valley filtering and deeplab segmentation. Sci Rep 15, 34780 (2025). https://doi.org/10.1038/s41598-025-18574-x
• Shah, H., Joshy, N., Krishna, R. J. (2025). Enhancing quora content: Bidirectional encoder representations from transformers based similarity analysis in question pairs. In Data Science & Exploration in Artificial Intelligence (pp. 288-293). AA Balkema.
• Rath, S., Nagayach, O., Boddu, A., & Krishna, R. J. (2024, October). Multilingual Sentiment Analysis over Real-Time. In Cyber Warfare, Security and Space Computing: Second International Conference on Cyber Warfare, Security and Space Computing, SpacSec 2024, Jaipur, India, February 22–23, 2024, Proceedings (Vol. 2195, p. 238). Springer Nature.

Blockchain, IoT, Cloud/Quantum Computing, Network Security

"The Indian Society for Technical Education, IEAE(INSTITUTE FOR EXPLORING ADVANCES IN ENGINEERING),Institute of Scholars (InSc) "

• Dr. Muneshwara M S "AURA-Net: A Deep Learning Framework for Robust Authorship Verification in Print-and-Capture Resistant Image Watermarking" Published in: IEEE Access Journal( Volume: 14) , Page(s): 15506 - 15533 , Date of Publication: 28 January 2026 , Electronic ISSN: 2169-3536 , DOI: 10.1109/ACCESS.2026.3658360 , Publisher: IEEE Journal, Q-1
• "Dr. Muneshwara M S "" Hydrodynamic Force Expression with Couple Stress Drag Over Sphere at Small Reynolds Numbers"" Communications on Applied Nonlinear Analysis , https://internationalpubls.com/index.php/cana/article/view/1581 DOI: https://doi.org/10.52783/cana.v31.1581, Paper Link -https://internationalpubls.com/index.php/cana/article/view/1581/1035 DEC -2024 ,Vol. 31 , No. 8s (2024),PP : 715 - 723,ISSN: 1074-133X Impact Factor:0.13, Q4 "
• "Dr. Muneshwara M S "" Develop a Mathematical Model to Secure Anonymous Communication in MANET Through Cluster Framework "" , Communications on Applied Nonlinear Analysis , https://internationalpubls.com/index.php/cana/article/view/1544 DOI: https://doi.org/10.52783/cana.v31.1544 , Paper Link-https://internationalpubls.com/index.php/cana/article/view/1544/1019 , DEC-2024 Vol. 31 , No. 8s (2024) ,PP : 505 - 513 ,ISSN: 1074-133X ,Impact Factor:0.13,Q4 "
• "Dr. Muneshwara M S "" A Novel Consensus Algorithm for Blockchain IoT Prototype in Health Care System "" , International Journal of Intelligent Systems and Applications in Engineering, DOI : https://ijisae.org/index.php/IJISAE/article/view/4248/2895 , April 2024, ISSN:2147-6799 ,Q3 quartile Indexed Journal with Scopus, with Vol. No 12 Issue No 2 Page No. 236 - 249 Impact Factor 0.23 and Year of Publication 25th December 2023 published by Elsevier Digital Commons., Q3 "
• "Dr. Muneshwara M S "" Health Link: A Healthcare System Leveraging IoT, Blockchain and IPFS for Enhanced Data Security."" , Lecture Notes in Electrical Engineering (LNEE, volume 1399), Advances in Data Science and Artificial Intelligence Proceedings of ERCICA 2024, Volume 1, Conference proceedings © 2025. International Conference on Emerging Research in Computing ,Information, Communication and Application https://link.springer.com/chapter/10.1007/978-981-96-4430-8_34 , DOI : https://doi.org/10.1007/978-981-96-4430-8_34 First Online: 23 July 2025 , pp 465–478 , Karnataka, Bengaluru, 16.07.2024, BGSCET Publisher Name Springer, Singapore Print ISBN, 978-981-96-4429-2 , Online ISBN 978-981-96-4430-8 "

Second Best Paper Prizes at International Conference-ICCCE 2012,Dr.MGR UNIVERSITY,Chennai-95

Artificial Intelligence

MISTE

• Twitter Data Collection Using Tools for Classification of fake Data: A Survey
• Classification of Fake News on Twitter by Using Naïve Bayes Classifier
• Advanced wireless techniques to avoid accidents on roads through wearing smart helmet
• Forensic Technical Process by E-Mail
• Smart Eye: A Handheld Device Based Application for Text Detection and Speech Conversion

Artificial Intelligence

CSI

• Mathematics for 2D face recognition from real time image data set using deep learning techniques
• An Efficient Deep Learning with Optimization Algorithm for Emotion Recognition in Social Networks
• Optimal Deep Convolutional Neural Network Based Face Detection and Emotion Recognition Model
• A Survey on Image Emotion Analysis for Online Reviews
• Air quality index prediction using linear regression

“A System and Method for Detecting Fault in Railway Track” is an Indian patent that was granted on 08.04.2024, “Model for Prediction of Employability of Undergraduate Students” is an Indian patent that was granted on 12.06.2023, “Requirement-Based Community Formation and Evolution System in Social Networks during Emergency Using Big Data” is an IP Australia patent that was granted on 14.04.2021.

Artificial Intelligence and Machine Learning

The Indian Science Congress Association

• "Secure Wireless Connectivity Frameworks for Financial Internet Services " Journal of Internet Services and Information Security (JISIS), Vol. 15, No. 3, August 2025, pp. 298–317 DOI: 10.58346/JISIS.2025.I3.021 Indexing: Scopus (Q2)"
• "CNN-RF-KNN: Hybrid Deep Learning Framework for Detection of Measles" International Journal of Information Technology, Vol. 17, No. 7, September 2025, pp. 3877–3882 DOI: 10.1007/s41870-025-02612-y Indexing: Scopus (Q2)
• "Improved Diabetes Detection Through Integration of External Risk Factors and Machine Learning Techniques" SN Computer Science, Vol. 6, Article 932, October 2025 DOI: 10.1007/s42979-025-04486- Indexing: Scopus (Q2)
• "Undergraduate Engineering Students Employment Prediction Using Hybrid Approach in Machine Learning" International Journal of Electrical and Computer Engineering (IJECE), Vol. 12, No. 3, June 2022, pp. 2783–2791 DOI: 10.11591/ijece.v12i3.pp2783-2791 Indexing: Scopus (Q2)"
• "Precision Agriculture 2.0: A Scalable Hybrid Deep Learning Approach with Black-Box Optimization for Crop Productivity Prediction" International Journal of Intelligent Engineering and Systems, Vol. 18, No. 9, October 2025 DOI: 10.22266/ijies2025.1031.04 Indexing: Scopus (Q3)

"1. Founder, TechStep (January 2012 – July 2013 | 1 year 7 months): Established and led a project-based institute focused on mentoring students to convert innovative ideas into practical software projects, strengthening industry-oriented skills and entrepreneurial thinking.

2. Co-Founder, Rank Technologies (January 2011 – July 2013 | 2 years 7 months): Co-founded a product-based technology company specializing in Ruby on Rails, contributing to product design, development, and organizational growth during the early startup phase.

3. Guided the project ""Interactive Skills Enhancer (ISE): A Virtual Reality-Based Learning Tool for Children with ASD and ID,"" which secured Third Place in the Smart India Hackathon 2024.

4. Recognized as a Top Performer in the Faculty Hackathon at BMSIT for the project titled “Green Bytes.”

5. Secured First Place for the Smart Agriculture Project at the National-Level Project Competition organized by SVCE.

6. Recognized for Outstanding Teamwork with the Best Teamwork Award in the Placement Achievement category.

7. Honored with the Best Teamwork Award for excellent collaboration during the department-level techno-cultural fest ""Semaphore"" in the Achievement category."

Artificial Intelligence and Machine Learning

Life Time member of The Society of EMC Engineers (India) - SEMCE(I) Member ship ID: LM-1261

• "“An Efficient Breast Cancer Detection Using Machine Learning Classification Models” International Journal of Online and Biomedical Engineering-IJOE Scopus and ESCI Q2 "
• "“Leveraging machine learning for intelligent agriculture” Discover Internet of Things Scopus and Web of Science Q2 "
• "“Neural Network based Multi- class model for abnormal heartbeat audio signal Detection” SN Computer Science-SNCS Scopus and Web of Science Q2 "
• "“Effective ANN Model based on Neuro-Evolution Mechanism for Realistic Software Estimates in the Early Phase of Software Development” International Journal of Advanced Computer Science and Applications IJACSA Scopus and Web of Science Q3 "
• "“Software Development Effort Estimation Using Relational Database and Optimized Learning Mechanism” Journal of Computer Science - JCS Scopus Q4 "

"Consultancy - 7 Lakhs generated on RPA and Microsoft Power Automate for the client Ecocash at Harare, Zimbabwe and for BoA at Addis Ababa, Ethiopia. 3rd Rank in M.E Best Teacher Award "

Machine Learning, RPA

LMIUPRAI

• Shankar R et al, "Enhancing Secured Data Sharing in Mobile Cloud Environments Using Self-Generative Schnorr Certificateless Signcryption", International Journal of Computer Networks and Applications (IJCNA), 11(6), PP: 896-914, 2024
• Shankar R et al, "Comparitive study of LSTM and Ensemble models for Hindi text sentiment analysis," 2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT), Kamand, India, November 2024, pp. 1-6
• Shankar et al, "Women Safety Alert System Using IoT with Fingerprint Authentication and Real-Time Alerts," 2025 International Conference on Computing for Sustainability and Intelligent Future (COMP-SIF), Bangalore, India, 2025, pp. 1-6
• Shankar R, Suma Swamy, “Exploring Sentiment Analysis in Kannada Language A Comprehensive Study on COVID-19 Data using Machine Learning and Ensemble Algorithms”, International Journal of Intelligent Systems and Applications in Engineering, 647-656, ISSN: 2147-6799, Volume-2021, Issue-8, January 2024.
• Shankar R et al, “An Internet of Things-Based Smart Asthma Inhaler Integrated with Mobile Application”, Springer Lecture Notes in Networks and Systems, ISSN: 978-981-99-3758-5, Volume 719, September 2023.

WSN, Network Security, Machine Learning

ISTE

• "Integrating Technical, Temporal, and Sentiment Cues: A Hybrid DeepLearning Approach Optimized by WWO for Stock Market Risk Prediction,International Journal of Intelligent Engineering and Systems, Vol.18,No.10, 2025 DOI: 10.22266/ijies2025.1130.57"
• "Adaptive Fuzzy Heuristic Algorithm for Dynamic Data Mining in IoT Integrated Big Data Environments Journal of Fuzzy Extension and Applications. J. Fuzzy. Ext. Appl. Vol. 6, No. 3 (2025) 615–636. https://doi.org/10.22105/jfea.2024. 484955.1676"
• "An Upgraded Blended Model for Human Protein Classification Using Fast Spec CNN with Multi-Head Attention and GAN Augmentation Salud, Ciencia y Tecnología - Serie de Conferencias , Vol. 3 (2024)DOI: https://doi.org/10.56294/sctconf2024804"
• Energy efficient clustering and routing optimization model for maximizing lifetime of wireless sensor network International Journal of Electrical and Computer Engineering (IJECE) Vol. 10, No.5, October 2020, , pp. 4798-4808, ISSN: 2088-8708 DOI: http://doi.org/10.11591/ijece.v10i5.pp4798-4808
• "Efficient Task Offloading Processing in Edge Computing Using Grey Wolf Optimization and Graylag Goose Optimization Algorithms International Journal of Intelligent Engineering and Systems, Vol.18, No.3, 2025 DOI:10.22266/ijies2025.0430.58"

Cleared UGC NET in Computer Science in December 2019

Cloud Computing, Artificial Intelligence & optimization Techniques

ISTE

• “Virtual Machine Migration-Based Intrusion Detection System in Cloud Environment Using Deep Recurrent Neural Network” has been published in Cybernetics and Systems: An International Journal, DOI 10.1080/01969722.2022.2122008, published by Taylor and Francis, 19th Sep 2022. SCIE Indexed
• “ChicWhale optimization algorithm for the VM migration in cloud computing platform” has been published in Evolutionary Intelligence journal, ISSN 1864-5909, Evol. Intel DOI 10.1007/s12065-020-00386-9, published by Springer Nature, 2nd April 2020. [Scopus]-Q2
• “Access management based on deep reinforcement learning for effective cloud storage security” has been published in International Journal of System Assurance and Engineering Management, https://doi.org/10.1007/s13198-024-02596-1, published by Springer Nature, 9th Dec 2024. [Scopus and Web of Science]-Q2
• “Optimizing and securing electric vehicle charging infrastructure for resilient energy systems using AI and quantum key empowered in smart grids” has been published in International Journal of System Assurance Engineering and Management, DOI: https://doi.org/10.1007/s13198-025-02994-z, published by Springer Nature, 21st OCT 2025. [Scopus and Web of Science]-Q2
• “Elliptic Curve Cryptography and Password Based Key Derivation Function with Advanced Encryption Standard Method for Cloud Data Security” has been published in International Journal of Intelligent Engineering and Systems, DOI: 10.22266/ijies2024.1231.62, published by INASS, 5th Dec 2024. [Scopus]-Q2

Image Processing, Algorithms, Data Structures, 

Internet Society

1. LundDxFormer: A Transformer CNN Hybrid Model with Dynamic Spatial Attention for Accurate Lung Cancer Detection and Classification. Q1. Scientific Reports

2. Predictive Analysis of Income Tax Fraud Using Deep Learning Techniques. Q2. African Journal of Science, Technology, Innovation, and Development.

3. An Intelligent Deep Learning LSTM-DM Tool for Finger Vein Recognition Model using DSAE Classifier. Q2. International Journal of System Assurance and Engineering Management.

4. FPGA based Image Compression for Wireless Communication Networks Using CRAN Architecture. Q2. Journal of Machine and Computing

5. Taylor Wavelet Method for Magnetohydrodynamic flow of Chemically Reactive Maxwell Fluids: Coupled Effects of SORET Diffusion and Joule Heating. Q2. Arab Journal of Basic and Applied Sciences.

Project Fellow(SERB-DST)

IoT, WSN

"Srinidhi N N, S M Dilip Kumar, and K R Venugopal, “Network optimizations in the internet of things: A review”, Engineering Science and Technology, an International Journal (JESTCH), Elsevier Publishers, vol. 22, no. 1, pp. 1–21,2019 (ISSN: 2215-0986)"

"Srinidhi N N, Sagar C S, Deepak Chethan S, Shreyas J and Dilip Kumar S M, “An Improved PRoPHET - Random Forest Based Optimized Multi-Copy Routing for Opportunistic IoT Networks”. Internet of Things;  Engineering Cyber Physical Human Systems, Elsevier Publishers, vol. 11, pp. 1-16, September 2020 (ISSN:2542-6605)."

"Netra S N, Srinidhi N N and Naresh E, “Adaptive deep SVM for detecting early heart disease among cardiac patients,” Scientific Reports, Nature Journal, vol. 15, No. 1, Dec. 2025 (ISSN: 2045-2322)."

"Saba Begum, Naresh E and Srinidhi N N, “A hybrid deep learning model for robust and efficient plant leaf disease detection using ResNet50, PCA, and SVM,” Scientific Reports, Nature Journal, Apr. 2026 (ISSN: 2045-2322)"

Swathika R, S M Dilip Kumar, N N Srinidhi and B R Harshitha, “Harnessing Learn Rate Schedule for Adaptive Deep Learning in LoRaWAN-IoT Localization,” IEEE Access, vol. 12, pp. 72034-72050, May. 2024 (ISSN: 2169-3536)

Cloud Computing, Artificial Intelligence, Quantum Computing

An Approach to Ensure Secure Inter-Cloud Data and Application Migration Using End-to-End Encryption and Content Verification

Exploring Live Cloud Migration on Amazon S3 Instance Using InterCloudFramework

CoLearn-CloudRA: Workload-Aware Resource Allocation in Cloud Computing through Broker Collaboration and Selective Knowledge Sharing

Using InterCloudFramework to migrate application and data between two public clouds

Open Security System for Cloud Architecture

"1. Got Best Paper Award at the XXIII IEEE International Conference on Control Instrumentation Systems Conference (CISCON) 2026, technical co-sponsored by IEEE Bengaluru Section and Mangalore Subsection organized by Manipal Institute of Technology, Manipal, held o nAugust 7–8, 2026.

2. Recognized as BRONZE partner faculty under Inspire – The Campus Connect Faculty Partnership Model by Infosys Campus Connect."

Bioinformatics, Data Science, Deep Learning, Machine Learning, Quantum Computing

ISTE, IAENG, IFERP

"Venkataswamy, S.B., Patil, K.S., Bhyratae, S.A. et al. Real-time Traffic Prediction for Smart Logistics Using Hybrid Deep Learning-based Traffic Prediction on Cloud Platform. Int. J. ITS Res. (2026), Springer Nature Link(Q2). https://doi.org/10.1007/s13177-026-00638-5"

Suhas A Bhyratae et. al.,” CNN-BO-LSTM: an ensemble framework for prognosis of liver cancer. Int. j. inf. techno. 17, 1103–1109 (2025), Springer Nature Link(Q2). https://doi.org/10.1007/s41870-024-02190-5 

"Suhas A Bhyratae and Dr. Neha Mangla, “ANN based prognosis and observation of miRNA in Colorectal Cancer”, Journal of Pharmaceutical Negative Results”, Vol. 13, Issue 07, 2022.https://doi.org/10.47750/tsb5m481"

"Suhas A Bhyratae and Dr. Neha Mangla, “Design and Development of Advanced Similarity Measure for Reconstructing GRN Using mRNA Expression Profiles”, Biomedical Engineering: Applications, Basis and Communications, Vol. 34, No. 4, (2022) 2250024.https://doi.org/10.4015/S1016237222500247"

"7. Suhas A Bhyratae et. al., “Comparative Analysis of Transcriptional Regulatory Network using Machine Learning Approach for Colon Cancer”, International Journal of Advanced Science & Technology (IJAST), ISSN No: 2005-4238, Volume 29, No. 7, 2020.https://doi.org/10.47750/pnr.2022.13.S07.913"

Member of Second Prize Winning Team Jeevadhara in the first edition of Reboot Hackathon 2025,Received Seed Money Grant under Research Funding Scheme by BMSIT&M.

Computer Vision, Software Engineering

ISTE,CSI

• Grading of Tuberculosis Bacilli Using Computer Vision Assisted Detection Method for ZN-Stained Images of Bright Field Microscopy
• Efficacy of Computer Vision Technique to Identify and Extrapolate the Tuberculosis Bacilli

Network Security

CSI- Life Member

• DOI:10.1063/5.0137493
• https://ieeexplore.ieee.org/document/8769309
• https://iaeme.com/MasterAdmin/Journal_uploads/IJARET/VOLUME_11_ISSUE_7/IJARET_11_07_022.pdf

"SECURED TOP 28TH PLACE IN APTITUDE TEST By Aptech"

AI,Machine Learning

SEMCE (Life-time Member)

• "Social Media Ads Analysis 2021 International Conference on Forensics, Analytics, Big Data, Security, FABS 2021 "
• "AI-Based Learning Assistant Using Natural Language Processing-COMPSIF 2025"
• "Nitrogen Deficiency Detection in Paddy for Urea Fertilizer Management"
• Improving The Learning Capability Of Students In Classroom Using Augmented Reality-IJCSN 2018
• Resume Screening and Ranking with spaCy -2021

Iot, AIML and Network Security

ISTE,IAENG

• BayesIDS: a Bayesian-optimized learning-based intrusion detection system,DOI:10.1140/epjp/s13360-025-07001-9
• A Novel Approach of Intrusion Detection System for IoT Against Modern Attacks Using Deep Learning,DOI:10.1007/978-3-031-53549-9_18
• Conflict-driven learning scheme for multi-agent based intrusion detection in internet of things,DOI:10.11591/ijece.v14i5.pp5543-5553
• A Novel Network Intrusion Detection System Based on Semi-Supervised Approach for IoT,DOI:10.14569/IJACSA.2023.0140424
• Pressure Ulcer Detection and Prevention Using Neural Networks,DOI:10.1007/978-981-99-1745-7_44

CSE

ISTE,IUPRAI

• Forecasting the Future: The Role of Digital Transformation in the Evolution of Industry 5.0 in Developing Economies
• Survey of graph neural network for learning complex problems
• Analysis of Credit Card Fraud Data Using Various Machine Learning Methods
• Neural Network Approach to Human Brain by Reverse Engineering
• Deep Learning Technique Based Intrusion Detection in Cyber-Security Networks

Rank Holder in PG, High impact teaching skills from Dale Carnegie Inc Received Jetson Kit from NVIDIA Professor university partnership program

Neural Networks, IoT, Computer Vision

MCSI, MIEI

• Smart question answering system using vectorization approach and statistical scoring method, Material Today Proceedings, Elseiver, https://doi.org/10.1016/j.matpr.2021.07.369
• Adaptive Ambulance Monitoring System using IoT, Measurement: Sensors , https://doi.org/10.1016/j.measen.2022.100555
• Deep Learning-Based Assessment of Stress Levels Using EEG Signals, Proceedings of the International Conference on Intelligent Systems and Networks. ICISN 2024. Lecture Notes in Networks and Systems, vol 1077. Springer, Singapore
• Smart Digital Fuel Indication System with Distance Calculation using IoT, AIP conference Proceedings , https://doi.org/10.1063/5.0217073
• LLM-Driven Peer Competitor and Stock Analysis, International Conference on Computing for Sustainability and Intelligent , 10.1109/COMP-SIF65618.2025.10969856

VANET

• Software defined network-based controller system in intelligent transportation system in Iaes International Journal of Artificial Intelligence, Volume 13, Year 2024, Pages 2645-2655
• "Evolving Technological Advancements and Its Effectivity Study in Intelligent Traffic System Lecture Notes in Networks and Systems, Volume 232 LNNS, Year 2021, Pages 447-457"
• IOT BASED ACCIDENT DETECTION SYSTEM IN VANET International Journal of Advanced Research in Engineering and Technology
• Intelligent accident prevention in VANETs,International Journal of Recent Technology and Engineering
• Implementation of FAQ Pages using Chatbot,International Journal of Computer Science and Information Security

Machine Learning, Artificial Intelligence, Image Processing

"1 of 3 International Association of Engineers (IAENG) , International Association of Innovation Professionals (IAOIP), IEEE Associate Member"

• "Autism Spectrum Disorder Prediction Using TSM-BFC and a Combined CNN–GRU Model Based on the EEG Image Dataset, Engineering Technology and Applied Science Research DOI:10.48084/etasr.12757"
• "An Efficient Autism Spectrum Disorder Classification in Different Age Groups using Machine Learning Models, International Journal of Online and Biomedical Engineering DOI:10.3991/ijoe.v20i09.48831 "
• "Ensemble-based Machine Learning Classification for Early Detection of Autism Spectrum Disorder, 3rd International Conference on Intelligent Data Communication Technologies and Internet of Things Idciot 2025 DOI:10.1109/IDCIOT64235.2025.10914701"
• "Accuracy of classification algorithms for diabetes prediction, International Journal of Engineering and Advanced Technology. DOI:10.35940/ijeat.E1047.0585S19"

Machine Learning

Cyber Security

CSI

• An ODLNN Based Ids for the Detection of DDoS Attacks and the MCSA-ECC Based Secure encryption Scheme for IOT Network Data. In Journal of Advanced Research and Dynamical controlsystems., 12(02):971-991.
• Anomaly Detection in Distributed Denial of Service attack using Map Reduce Improvised counter based algorithm .International JournalofEngineeringandTechnology.,7(3):390-393.
• An Upgraded Blended Model for Human Protein Classification Using Fast Spec CNN with Multi-Head Attention and GAN Augmentation Vol. 3 (2024): Salud, Ciencia y Tecnología - Serie de Conferencias
• Anomaly detection of DDoS Attack using Hadoop. Emerging Research in Computing, Information, Communication and Applications Advanced Intelligent Computing system
• Anomaly detection in Distributed denial of service attack using Map Reduce Improvised counter based algorithm in Hadoop,International Journal of Engineering and Technology 7(436)

Topper 5% in NPTEL Exam for the course "The introduction to Machine Learning"

Machine Learning, Artificial Intelligence

ISTE

• A Smart Intelligent Internet of Things Framework for Predicting Mental Health. Advanced Theory and Simulations. 8. 10.1002/adts.202500048.
• Enhancing breast cancer detection: Integrating deep learning with evolutionary algorithms. Int J Syst Assur Eng Manag (2025). https://doi.org/10.1007/s13198-025-02981-4
• Smart Farming and Human Bioinformatics Systems Based on IoT and Sensor Devices. 10.1201/9781003479062-12.
• An Empirical Study on Indian Economy Over COVID-19 Pandemic. Journal of Health Management. 2024;0(0). doi:10.1177/09720634241278820
• "A Various CAD systems using mammogram for diagnosing breast cancer," 2023 International Conference on New Frontiers in Communication, Automation, Management and Security (ICCAMS), Bangalore, India, 2023, pp. 1-6, doi: 10.1109/ICCAMS60113.2023.10526133.

Machine Learning, Data Science

Cloud computing, machine learning

AI and ML

5.8years

• SURVEY ON IMPLEMENTATION OF INTRUSION DETECTION SYSTEMS USING MACHINE LEARNING AND CYBERSECURITY TECHNIQUES
• FPGA-Based Image Compression for Wireless Communication Networks Using - CRAN Architecture

Cryptography, Information Security, Artificial Intelligence

Life Member, Indian Society for Technical Educations, Life Member, Indian Mathematical Society

Cybersecurity 

• https://www.taylorfrancis.com/chapters/edit/10.1201/9781032634050-8/recent-research-techniques-processing-security-storage-real-world-applications-big-computing-balaji-gunikhan-sonowal-sonne-gowda

Artificial intelligence, Machine Learning, Deep Learning

• Y.B. Vinaykumar, H.S. Vimala, Shreyas. J, (2025). Modified Le-Net Model with Multiple Image Features for Skin Cancer Detection. Cancer Investigation, 1–30. https://doi.org/10.1080/07357907.2025.2518400.
• Vinay Kumar, Y.B., Vimala, H.S. Skin Cancer Classification Using PCNN-LinkNet Model Trained with Monotonic and Deep Feature Set. Biomedical Materials & Devices (2025). https://doi.org/10.1007/s44174-025-00467-2
• Yashaswini, Venkatesh, R., Y. B. Vinaykumar, P. Shankar, S. R. Manohara, N. Sivasankara Reddy, N. Hanumantharaju, and A. Jayasheelan. "Bi 3+ Co-Doped Multi-Metal Stack, LaAlO 3: Dy3+ Nano Perovskites: Performance and Efficiency Characteristics with Suitability for C-MOS Devices." Journal of Mines, Metals & Fuels 72, no. 8 (2024).
• Yashaswini, R. Venkatesh, Y.B. Vinaykumar, A.K. Maniyar, Kavitha.B.S, N. Sivasankara Reddy, R. Jagadeesh, P. Shankar, C.R. Ravikumar, A. Jayasheelan, Composite Nano Lanthanum Aluminate Synthesized by Phytocombustion Method: Energy Storage Devices, Sensing and Biological Applications, Nanotechnology perceptions, Vol. 20, S8 (2024).
• Y.B. Vinay Kumar, H.S. Vimala, J. Shreyas, An efficient approach to classify melanoma skin lesions using ensemble CNN model, Data Science & Exploration in Artificial Intelligence, CRC press, 2025, Pp.06.

NIL

Machine Learning

NIL

• " Integrating Deep Reinforcement Learning and Feature Selection for Improved Crop Yield Prediction,Journal of Wireless Mobile Networks Ubiquitous Computing and Dependable Applications 2025 | Journal article DOI: 10.58346/JOWUA.2025.I4.028 EID: 2-s2.0-105025445470 Part of ISSN: 20935374 20935382 Contributors: Saritha, A.K.; Jeena Jacob, I.,https://www.scopus.com/inward/record.url?eid=2-s2.0-105025445470&partnerID=MN8TOARS"
• " Blood Sugar Prediction with an Improved Mechanism for Diabetic using Recurrent Neural Networks,Annals of the Romanian Society for Cell Biology, 2021-01-03 | Journal article Part of OTHER-ID: https://ejmcm.com/article_8108.html Contributors: Saritha A.K,https://www.annalsofrscb.ro/index.php/journal/article/view/1096"
• " Image segmentation based on kernel fuzzy C means clustering using edge detection method on noisy images, International Journal of Advanced Research in Computer Engineering & Technology (IJARCET) 2013-02-02 | Journal article"

Cyber Security Panelist, External BoS Member, UI/UX Expert

Wireless Adhoc network, cyber security, AI ML

IEI

• "Secure Encryption Based Unicast Routing With Genetic Approach, e-ISSN: 2073-607X, p- ISSN: 2076-0930, International Journal of Communication Networks and Information Security (IJCNIS) (Q3 Journal)"
• "A Secure GA Approach in Tree Based Multicast Network, IIOBJ, ISSN: 0976-3104, Thomson Reuters /Emerging Sources Citation Index NLM ID: 101715792(Web of Science)"
• "A Secure GA Approach in Mesh Based Multicast Network, Imprint: KeAi, ISSN: 2666-7649, e- ISSN: 2666-7649, Science Direct (Elsevier)"
• "A Link Based Genetic Algorithm Approach In Optimizing Routing In Wireless Ad Hoc Network, Indian Journal Of Computer Science And Engineering, Scopus coverage years: from 2019 to Present, Publisher: Engg Journals Publications, e-ISSN : 0976-5166 p-ISSN : 2231-3850 DOI : 10.21817/indjcse/2020/v11i5/201105112 Vol. 11 No. 5 Sep-Oct 2020. DOI: 10.7763/IJCCE.2014.V3.331"
• "A paper titled “Design and Implementation of Surveillance Robot for Outdoor Security” was presented in “2017 IEEE International Conference on Recent Trends in Electronics, Information and Communication Technology [RTEICT-2017]” on 19-20th May 2017. ISBN:978-1-5090-3704-9"

Big data analytics,Deep learning,Data Mining

Computer Networks, Blockchain, ML

Receive the Best Paper Award For the title "Deep Learning Model for Predicting Basket-Ball Player Injuries Using VGG16" in the international conference of compsif-2025

IOIT,Computer Networks

Deep Learning Model for Predicting Basket-Ball Player Injuries Using VGG16

Cloud Computing

Image Processing, Computer Vision, Machine Learning, Pattern Recognition,

IOT

Cyber Security

Successfully completed 6 NPTEL Certifications

Network Security and Block Chain Technology

IEEE

RIT-IEEE Conference Publications in December-2025

Qualified in KSET 2023 for Assistant Professor, Qualified in NET-JUNE 2025 for PHD

Computer Networking, Machine Learning, Cloud Computing

Artificial Intelligence and Machine Learning and Gen AI

Led the establishment of a Higher Education Facilitation Centre, Innovation Centre at BMSIT&M

Computer Vision, Deep Learning, Generative modelling

AI, ML, DL

• Book: Multi-Class Classification of Alzheimer's/Dementia using Deep Learning Paperback – 13 March 2025 by Neetha P U (Author), Pushpa C N (Author)
• "Patent: Neetha P U, Simran S, Pushpa C N, and Thriveni J, “A Framework for Early Detection of Alzheimer’s Disease through Adaptive Multi-Class Balancing in Image Classification”, Indian Patent, No: 202441027236, Date of Publication: 12/04/2024."
• "Patent: Neetha P U, and Pushpa C N, “BORDERLINE-DEMNET ARCHITECTURE FOR CLASS-IMBALANCE AND DEMENTIA STAGE CLASSIFICATION FROM MRI IMAGES” , Indian Patent, No: 202441075689, Date of Publication: 07/10/2024"
• "Patent: Neetha P U, and Pushpa C N, “MANAGING CLASS IMBALANCE IN ALZHEIMER'S AND DEMENTIA MULTI-CLASS CLASSIFICATION” Indian Patent, No: 202541064880, Date of Filled: 08/07/2024"
• "Journal Neetha P U, Simran S, Pushpa C N, Thriveni J, Venugopal K R, ” ADEMNET archi- tecture: An innovative solution for adaptive multi-class balancing problem in image classification,” The Indonesian Journal of Electrical Engineering and Computer Sci- ence (IJEECS), vol. 33, no. 2, pp. 1252-1260, 2024. DOI: http://doi.org/10.11591/ijeecs.v33.i2.pp1252-1260"

Machine Learning, Artificial Intelligence, Cloud Computing

IAENG

Kset Qualified, Wipro certified faculty in database expert solutions, scored top 5% in NPTEL(artificial intelligence : concepts and techniques)

AI and ML in cybersecurity

WIPRO CERTIFICATION IN JAVA FULL STACK

WSN, Cloud Security, IOT

• “A Lightweight Blockchain-Integrated Protocol for Dynamic , Fault-Tolerant and Low- Latency Communication in Scalable IoT Wireless Sensor Networks” in ICRDICCT-2025 ISBN :978-989-758-777-1
• A Couter factual Sensitivity-Based Learning Framework for Outcome Prediction in One-Day International Cricket in IJSREM56333 DOI:10.55041.

Machine Learning and Artificial Intelligence

AI, Big Data, Cloud computing

ISTE

Machine Learning, Artifical Intelligence,Java,IOT

Institute of India

• Chimp Classification: An Deep Learning Approach to Monkey Identification
• Enhancing Personalized Learning And Operational Efficiency In Smart Education: An Iot based Framework And Empirical Evaluation
• AI-Powered System And Method For Intelligent Material Selection In Mechanical Design
• A Literature Review: The Role of IoT in Shaping Smart Education Environments
• Natural Language to Code: Improving Semantic Reasoning in Code Generation Models

Cloud Computing

11

IAENG

"OSTEOPOROSIS DETECTION TECHNIQUES: A COMPARATIVE REVIEW WITH EMPHASIS ON THE FEMUR DOI: 10.58240/1829006X-2025.21.9-287"

DEEP LEARNING

• Connectivity Enhancing-Automated Lip Interpretation Using Deep Learninghttps://doi.org/10.1109/ICDECS59733.2023.10503235
• A Novel Approach for the Detection of Skin Cancer Using Gen AI https://doi.org/10.1109/CONECCT65861.2025.11306747
• Controlled Face Generation Using Conditional GANhttps://doi.org/10.1109/COMP-SIF65618.2025.10969922
• Autism Detection System using Behavioral Data https://doi.org/10.1109/ICISCN64258.2025.10934153
• Energy-Efficient Autism Spectrum Disorder Data Collection Mechanism using Wireless Sensor Networks and Internet-of-Thingshttps://doi.org/10.1109/ICAECT63952.2025.10958965

19th University Rank in B.Tech, Anna University

Internet of Things, Cloud Computing, Machine Learning

• R. L. Priya, T. Belji and V. Sadasivam, "Security of health imagery via reversible watermarking based on differential evolution," 2014 International Conference on Medical Imaging, m-Health and Emerging Communication Systems (MedCom), Greater Noida, India, 2014, pp. 30-34, doi: 10.1109/MedCom.2014.7005570.

Cyber security and Machine Learning

ACM

Top1 and Top5% in NPTEL courses.

Computer Vision,Machine Learning

• Multi-features based multi-layer perceptron for facial expression recognition system
• Novel Ultrasonic Image Reconstruction and Deep Learning Model-Based Categorization for Accurate Liver Disease Diagnosis
• Curating Emotion-Based Music Playlists with CNN and Haar Cascade for Facial and Eye Detection
• A hybrid LSTM-auto encoder and random forest-based cybersecurity framework with blockchain and Kafka integration
• Mitigation of malicious nodes using T-AODV in MANET

AI & ML

Computer Networks, IOT, Data Mining, ML.

ISTE

• Securing Financial Frontiers an In-Depth Analysis of Cybersecurity Threats in Banking, Indian Journal of Natural Sciences (IJONS), ISSN: 0976 – 0997, December 2024.
• Part of Speech Tagger and Syntactic Parser for Tulu language using Machine Learning Approach, Indian Journal of Natural Sciences (IJONS), ISSN: 0976 – 0997, October 2023.
• "Evaluation of Multimedia Transmission for Wireless Multi-hop Networks using the Evalvid Tool, International Journal of Advanced Research in Computer and Communication Engineering (IJARCCE), DOI 10.17148/IJARCCE.2020.91017, Vol. 9, Issue 10, October 2020."
• "Optimization of Adaptive Modulation and Coding for Video Transmission Over A Single-Hop Wireless Network, International Journal of Research in Engineering and Technology (IJRET). eISSN: 2319-1163 | pISSN: 2321-7308, Volume: 05 Issue: 07 | Jul- 2016."

Computer Science

IEEE NMITCON: 2nd IEEE International Conference on Networks, Multimedia and Information Technology (Title: Image Segmentation Techniques for Bone Cancer Identification in X-ray and MRI Imagery)

Machine Learning and Deep Learning

Internet of Things, Network Security

Access Control Framework in the Cloud based on Multi-Blockchain with Light Privacy Protection

Machine Learning

IACSIT (80349190)

• Wavelet transform based on QRS detection using Diodic algorithm.
• Augmenting knowledge management with immersive technologies: Exploring transformative use cases for AR and VR.
• A Web-Based E-Commerce Recommender System Using Flask and Algorithms.
• Simulation of Urban Mobility.
• Pixel based image fusion using principal component analysis, Laplacian pyramid and dwt-style separation and Bloom’s taxonomy categorization.

IMPLEMENTATION OF DRONE IN THE AUTONOMOUS CAR USING IOT Project Selected for State Level Exhibition held at Alva’s Institute of Engineering and Technology, Moodubidire on 11 – 12 August 2023

Machine Learning

• Efficient Approach for Autism Detection using deep learning techniques: A Survey,2022 IEEE 3rd Global Conference for Advancement in Technology
• Autism spectrum disorder identification with multi-site functional magnetic resonance imaging, IAES International Journal of Artificial Intelligence, Volume 13, Year 2024, Pages 2141-2152
• Ensemble Based Machine Learning System for Early detection of Autism Spectrum Disorder, Patent No:202541062243 on 11-07-2025
• NETWORK SECURITY MANAGING DEVICE, Patent No. 6445428 on 24-05-2025

Artificial intelligence and Machine Learning

NETWORKING

IEEE

Presented a paper in IEEE-WCCEST-25

Received Gold medal- Mtech in CSE

Artificial Intelligence and Machine Learning

IFERP

• A multimodal framework for secure digital document fortification using Morse code and biometric watermarking
• Enhancing Genetic Algorithm Efficiency: A Comparative Study of Serial and Parallel Computation for TSP
• Behavioral Data-Driven Learning Analytics for Early Intervention in At-Risk Students
• Understanding the Fundamentals of Uncertainty in Neural Networks, Causes and Types

Gold Medal in M.tech

Computer science

• "Title: Areca nut disease prediction using MobileNet V2,rESNET AND VGG-16 Framework 4th International Conference on Ubiquitous Computing and Intelligent Information Systems (ICUIS 2024). "
• "Title: Lung Disease detection using DenseNet201 and MobileNet. 3rd International Conference on Women Researchers in Electronics and Computing. "
• "Title:Transforming Education with Game-based learning state of art Exploration. Conference on Advances in Communication Networks & Systems (CoaCoNS 2025) "

Cyber security, Machine Learning, Data Science

• Published Book Chapter titled “ The Impact of Behavioral Biases on Stock Investment Decisions: Evidence from Bangalore, India” in Studies in Systems Decision and Control, ISSN: 21984182 21984190, DOI: 10.1007/978-3-031-85898-7_17
• Rohit B, Channakeshava H C, Bhavya VM. “Driving Financial Inclusion in Bhata’s Amrit Kaal: The role of Digital Payment Platforms and Embedded Finance. ISBN 978-93-48859-98-3, DOI: https://doi.org/10.9734/bpi/mono/978-93-48859-98-3/CH26 Page No. 315 - 329
• MonicaM, Suhas patel, G. Ramanaiah, Channakeshava H C, and Bhavya VM, “Fostering Employee Relations through communication Practices: Creating a culture of Trust, sharing and transparency. ISBN 978-93-48859-98-3 https://doi.org/10.9734/bpi/mono/978-93-48859-98-3/CH21 Page No. 406 – 418.

Data analysis

Cyber security

Cyber Security

• https://ieeexplore.ieee.org/document/10969866
• https://ieeexplore.ieee.org/abstract/document/10969903

Data-Sciences ,Machine Learning

• Paper IQ - An Explainable AI Approach for Research Paper Summarization and Categorization
• A Study on Malware Detection using Machine Learning Algorithms

"Honored to serve as a Guest Lecturer for the Karnataka Police Training Session, contributing to professional law enforcement training. "

Machine Learning , Computer Networks

• "Optimizing Plant Disease Detection Using Convolutional Neural Networks and Docker Environment https://ieeexplore.ieee.org/document/10969965 "

Blockchain, Quantum Computing

IEEE CSI

• An Explorative Cross Sectional Comprehensive Survey on Quantum Computing

Computer Science

• "NBA Game Prediction Using Machine Learning Algorithm”
• “A Comparative Study for Source Privacy Preserving and Message Authentication in Wireless Sensor Networks”

Cyber Security

https://jowua.com/wp-content/uploads/2025/04/2025.I1.036.pdf

Block Chain

ISTE

A Hybrid Blockchain Federated Learning Framework for Secure, Privacy Preserving, and Intelligent Data Management in Cloud IoT Environments

Programming (Java), ML, NLP, AI

1.Received university seed money grant of rs 360000rs for research proposal.

Computer Science and Engineering

• Sharada, K. A., Sushma, K. S. N., Muthukumaran, V., Mahesh, T. R., Swapna, B., & Roopashree, S. (2023). High ECG diagnosis rate using novel machine learning techniques with Distributed Arithmetic (DA) based gated recurrent units. Microprocessors and Microsystems, 98, 104796.
• Sushma, K., Jayalakshmi, M., & Guha, T. (2022, October). Deep learning for phishing website detection. In 2022 IEEE 2nd Mysore Sub Section International Conference (MysuruCon) (pp. 1-6). IEEE.
• Sushma, K. S. N., Viji, C., Rajkumar, N., Ravi, J., Stalin, M., & Najmusher, H. (2023). Healthcare 4.0: A review of phishing attacks in cyber security. Procedia Computer Science, 230, 874-878.
• Ravi, J., Rajkumar, N., Viji, C., Loganathan, D., Sushma, K. S. N., & Stalin, M. (2023). Investigation of task scheduling in cloud computing by using imperialist competitive and crow search algorithms. Procedia Computer Science, 230, 879-889.
• Sushma, K. S. N., Sarkar, A., & Sanyal, G. (2024, May). A CNN-GA Hybrid Approach for Efficient Analysis of Size and Shape of Nanoparticle. In 2024 International Conference on Advances in Modern Age Technologies for Health and Engineering Science (AMATHE) (pp. 1-8). IEEE.

Computer Science and Engineering, Software Engineer

Blockchain

Cyber Security 

93% in M. Tech.

Computer Science and Engineering

• Temporally Aware MoveNet Thunder - Real Time Recognition of Traffic Police Gestures in Indian Autonomous Navigation Systems
• Enhancing Underwater Imagery - Advance Image Quality Improvement Usiing CycleGAN for Marine Research and Photography
• Graphical Password Authentication: Image Grid Based Digital Lock for Mobile Apps.
• Survey of Graphical Password Authentication Systems Suitable for Android Application.

Computer Science , AI&ML

International Association of Engineers(IAENG) (Member Number:528562)

• Book publication: Artificial Intelligence and cyber security networks(ISBN:978-93-47785-95-5)
• Book Chapter Publication: Developing a Multimodal Chatbot to Respond to Questions about Acts, Rules and Regulations in the Mining Industry (DOI:https://doi.org/10.61096/978-81-990998-5-2_5 )

I have served as a reviewer for IEEE International Conference, I was awarded a grant for an Indian Design Patent titled “AI-powered Chatbot Device for Handling Human Inquiries”, I have published research articles in Scopus-indexed journals, contributed a book chapter, and presented a research paper at an IEEE International Conference.

Machine Learning, Image Processing

IEEE, IAENG, CSI

• A Paper titled “Classification of EEG signals using Neural Network for predicting consumer choices” published in International Journal of Computational Intelligence and Neuro Science. Volume 2022. [Q1] [Impact Factor:3.02]
• A paper titled “Smart Grid Design with Hybrid Renewable Energy Management System for Smart Cities” Accepted for publication in CRC Press Taylor and Francis. (Q3/SCOPUS INDEXED)

Machine Learning, Deep Learning 

AI, DSA, WEB

ReactJS, NextJS, Postgress SQL, Website Development

Nptel Topper(top 5%) Theory of computation, Techgig code gladiators finalist and awarded as warrior finale

keerthi pakka | LinkedIn

MISTE

• "1. Pakka, Keerthi, and S. Vijaya Shetty. ""A Comparative Study of Artificial Intelligence Techniques on Detecting Food Adulteration."" International Conference on Innovative Computing and Communication.: Springer Nature, 2025.DOI:https://doi.org/10.1007/978-981-96-6681-2_27"
• "2. Pakka, Keerthi and S, Vijaya Shetty, A Review on Factors Raising Consumer Awareness on Food Adulteration (April 14, 2025). Proceedings of the International Conference on Innovative Computing & Communication (ICICC 2024), Available at SSRN: https://ssrn.com/abstract=5216027 or http://dx.doi.org/10.2139/ssrn.5216027"
• Pallavi, N., A. Darshna, L. Naik Manjula, and P. Keerthi. "Hobby Based Learning for Automata Theory and Computability." In 2024 International Conference on Intelligent and Innovative Technologies in Computing, Electrical and Electronics (IITCEE), pp. 1-7. IEEE, 2024.
• "Naik, D.A., Pallavi, N, Keerthi, P Rai, A.K., Jha, A.K., Bindal, A. and Chauhan, S.S., 2024. A Quantum Approach for Text based Steganography. Grenze International Journal of Engineering & Technology (GIJET), 10."
• "Keerthi, P. “Recommending Expert Freelancers to Buyers in Online Marketplace.” Proceedings of the 11th International Conference on Contemporary Engineering and Technology (ICCET 2023), 1–2 May 2023, Prince Shri Venkateshwara Padmavathy Engineering College & Prince Dr. K. Vasudevan College of Engineering and Technology, Chennai, in collaboration with Samarkand State University, Uzbekistan. "

Networking

IAENG

Published: 1 - Implementation of Smart Home Automation System (International Journal of Inventive Engineering and Sciences (IJIES) ISSN: 2319-9598 (Online), Volume-11 Issue-12, December 2024

Image processing 

Cyber Security

• Improving performance of wireless sensor networks over congestions and transmission errors by cluster based filtering
• Privacy preserved access controller system for cloud storage and maintenance using blockchain 

Computer Networks, Machine Learning, Deep Learning

IEEE member

"A Multimodal EEG and fNIRS Synchronization Framework using Anatomical Channel Mapping and Temporal Alignment for Neurovascular Coupling Analysis”, published in 2026, Journal of Intelligent Decision Making and Information Science(Q1 Journal) 3.5s (2026):1598-1613,eISSN:3079-0875, DOI: https://doi.org/10.59543/jidmis.v3.1305"

"Background based Authentication for Face Recognition Systems”, published in (2024), Page no. 2145 - 2150, The Journal of Electrical Systems (JES)(Q4 Journal), ISSN 1112-5209, Vol. no. 20, Issue no. 11s, DOI: https://doi.org/10.52783/jes.7716"

“Survey on Online Signature Verification Using Deep Learning Models”, International Jrl. Of Human Computations and Intelligence, Vol. 02, Issue 05,April 2023, ISSN:2583-5696, DOI:10.5281/zenodo.8068161"

Algorithms, AI

CYBER SECURITY AND ARTIFICIAL INTELLIGENCE

Web Technology

An Evaluation of Machine Learning Techniques for Detecting Banking Frauds

IAENG

Cybersecurity, AI and Machine Learning

IEEE, IE(I)

NPTEL-TOPPER in Data mining in Decision Making.NPTEL-ELITE in Research Methodology

Data Mining and Big Data

ISTE

AI & ML, Cloud Computing, and Big Data Analytics

Smart Book Reader for Visual Impairment Person Using IoT Device and Deep Learning

 Received the Best Teacher Award 2025 on Teacher’s Day from Vice-Chancellor Dr. S. Vidyashankar

Deep Learning

Indian Society For Technical Education - LIFE MEMBER(LM 124486)

IEEE MEMBER (95038307).

Object Detection and Crowd Analysis using Deep Learning Techniques: Comprehensive Review and Future Directions,” Neurocomputing, vol. 597, pp. no. 127932, Sep. 2024. Impact Factor(6), Cite Score(10.8), Q1 cited by 48. 

Develop a Hybrid Nested Deep Convolutional GAN with a Block Attention Module for High-Quality Density Map Generation and Fake Image Detection in Crowd Counting using Remote Sensor Imaging,” Remote Sensing in Earth Systems Sciences, Springer Nature, vol. 8(2), pp.no. 510-529, 2025. Scopus-Indexed Q2, SJR 0.42.

Deep Learning Algorithm using CSRNet and Unet for Enhanced Behavioral Crowd Counting in Video’, International Journal of Computing and Digital Systems. Vol.16(1), pp no. 1-5, 2024. Q3 cited by 2.

AnomalyDetectNet: A Deep Learning Framework for Anomaly Detection in Video Data, IJCRT, Vol 12, Issue 1 January 2024

CCSA: Crowd Counting with Stability Analysis using Adversarial Network and CNN”, International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.11, Issue 3, page no. l70-l83, March-2024.

Machine Learning 

IEEE, ACM

"Jayashree, Shiva Prakash T., Venugopal K.R.,MUNPE:Multi-view uncorrelated neighborhood preserving embedding for unsupervised feature extraction,Knowledge-Based Systems,Volume 287,2024,111421,ISSN 0950-7051,https://doi.org/10.1016/j.knosys.2024.111421."

"Jayashree, T. Shiva Prakash, K.R. Venugopal,Unsupervised feature extraction based on uncorrelated pproach,Information Sciences,Volume 666,2024,120447,ISSN 0020-0255,https://doi.org/10.1016/j.ins.2024.120447."

Jayashree, Shivaprakash, T. (2022). Optimal Value for Number of Clusters in a Dataset for Clustering Algorithm. In: Pandit, M., Gaur, M.K., Rana, P.S., Tiwari, A. (eds) Artificial Intelligence and Sustainable Computing. Algorithms for Intelligent Systems. Springer, Singapore. https://doi.org/10.1007/978-981-19-1653-3_48

P. S. K, Prathyakshini, Prathwini, Jayashree and S. Salian, "Identification of Automated Music Genre by Exploring Machine Learning Approaches," 2023 International Conference on Network, Multimedia and Information Technology (NMITCON), Bengaluru, India, 2023, pp. 1-6, doi: 10.1109/NMITCON58196.2023.10276157.

Savio, A. Sanchith, Krishna Neelaraddi, H. Puneeth Sheety, and Shyamashri Das. "Stock Market Analysis using Supervised using Machine Learning Technique." Grenze International Journal of Engineering & Technology (GIJET) 9, no. 2 (2023): 857.

Generative AI, LLM, RAG

IAENG, ISOC

"AI–POWERED HUMAN–MACHINE INTERACTION INTERFACE", Design Patent, Indian Patent Office, Application No.: 477986-001, Filed: 23 October 2025. Status: Design Accepted and Published, Journal No. - 29/2026 and Journal Date - 17/07/2026"

"“Autonomous Research Assistant with Retrieval-Augmented Generation (RAG), ”Accepted for publication in Lecture Notes in Networks and Systems (LNNS), Springer Nature, 2025."

"A Data Driven Multi-Signal Framework for the Detection of Phishing URLs,” Accepted for presentation at the IEEE International Conference for Women in Innovation,Technology & Entrepreneurship (ICWITE 2026), IEEE Conference Proceedings, 2026."

“Image Inpainting Based on Generative Adversarial Networks (GAN),” in Neural Nexus: Navigating the Frontiers of Advanced Intelligence Networks, Chapter 4, Cambridge Scholars Publishing 2025, UK, 1st Edition, ISBN: 978-1-03644-216-3"

"AI Based Computer Device for Detection of Plant Diseases" is a UK Registered Design (Design No. 6541379) that was granted on 29.07.2026 by the UK Intellectual Property Office.,

"Artificial Intelligence Based Solar Powered Plant Health Monitoring Device" is a UK Registered Design (Design No. 6541380) that was granted on 29.07.2026 by the UK Intellectual Property Office

Artificail Intelligence, Cyber Security, Cloud computing, Image Processing

Institute of Science, Engineering and Innovation

"Data Mining Based Knowledge Management System for Achieving Relief Excellence During Epidemic or Pandemic Situation YMER : VOLUME 21, ISSUE 10, OCTOBER - 2022"

Artificial Intelligence and Machine Learning, Federated Learning

Smart and Advanced IoT-Based Forest Monitoring and Wildlife Detection system" in IEEE Explorer on Feb 2026