Dr.S.Sivakumar
Total Experience
Area of intErest
IoT, Machine learning,Deep learning
Teaching : 10 years Full Time Research scholar : 4 Years
course handled
Education Details

Publication details
Journal Publications
Maruthupandi, S. Sivakumar, V. S. Kumar, and P. B. Srikaanth, “Sem-AI: A Unique Framework for Sentiment Analysis and Opinion Mining Using Social Network Data,” SN COMPUT. SCI., vol. 6, no. 2, p. 99, Jan. 2025, doi: 10.1007/s42979-024-03628-0
5.J. Maruthupandi, S. Sivakumar, B. L. Dhevi, S. Prasanna, R. K. Priya, and S. Selvarajan, “An intelligent attention based deep convoluted learning (IADCL) model for smart healthcare security,” Sci Rep, vol. 15, no. 1, p. 1363, Jan. 2025, doi: 10.1038/s41598-024-84691-8
S. Premkumar, S. Sivakumar, TS. Arthi, and N. Partheeban,(2025) “Secure distributor data storage and retrieval of unstructured data in blockchain enabled edge computing,” Knowledge-Based Systems, vol. 330, p. 114518, Nov. 2025, doi: 10.1016/j.knosys.2025.114518.
S. Sivakumar, S. Premkumar, T. S. Arthi, and G. Sakthi, (2025)“Namib Beetle Beluga Whale Optimization-Enabled SpinalNet for Soil Type Classification in the Internet of Things,” Math Geosci, Aug. 2025, doi: 10.1007/s11004-025-10211-7.
Rathinam, P. Sivakumar, S.Sivakumar, and I. Kothandaraman,(2024) “SJFO: Sail Jelly Fish Optimization enabled VM migration with DRNN-based prediction for load balancing in cloud computing,” Network: Computation in Neural Systems, pp. 1–26, Jun. 2024, doi: 10.1080/0954898X.2024.2359609
Sivakumar Sigamani, “Air quality index prediction with optimisation enabled deep learning model in IoT application,” Environmental Technology, pp. 1–17, Oct. 2024, doi: 10.1080/09593330.2024.2409993
Sivakumar Sigamani and Ramya Venkatesan, (2022). “Air quality index prediction with influence of meteorological parameters using machine learning model for IoT application,” Arab. J. Geosci., vol. 15, no. 4, p. 340, Feb. 2022, doi: 10.1007/s12517-022-09578
S. Sivakumar and V. Ramya, (2021) “A Review on Air Quality Parameters for Ambient Pollution Management Framework,” Rev. Gest. Inov. E Tecnol., vol. 11, no. 4, pp. 149–181, Jul. 2021, doi: 10.47059/revistageintec.v11i4.2099.
Sivakumar, S., & Ramya, V. (2022). Design of IoT based mobile AQI monitoring kit: MyAmbiAQI kit. International Journal of Health Sciences, 6(S4). https://doi.org/10.53730/ijhs.v6nS4.10628
Sivakumar, S., & Ramya, V. (2022). An ILSTM Machine Learning Model for Accurate AQI Prediction in IoT Application”. NeuroQuantology., Vol 20, no.9,p. 2184-2191,Sep.2022, doi: 10.14704/nq.2022.20.9.NQ44256.
S. Sivakumar and V. Ramya, (2021) “An Intuitive Remote Monitoring Framework for Water Quality in Fish Pond using Cloud Computing,” IOP Conf. Ser. Mater. Sci. Eng., vol. 1085, no. 1, p. 012037, Feb. 2021, doi: 10.1088/1757-899X/1085/1/012037.
S. Sivakumar and V. Ramya, (2019) “ Environmental Framework for Soil Sampling Using IoT” in International Journal of Engineering and Advanced Technology (IJEAT)-ISSN:2249–8958,Volume-9 Issue-2, December, 2019. DOI: 10.35940/ijeat.B2804.129219
S.Sivakumar, D.Viji (2015) “Implementation For Prognostication Of Cancer Using Gene Expression Data” in International Journal Of Applied Engineering Research- ISSN 0973-4562 Volume 10, Number 7 (2015) pp. 17519-17532.
S.Sivakumar, M.Manikandan (2015) “Emprical Evaluation Of QOS Based Ranking Algorithms Using HADOOP” in International Journal Of Emerging Technology in Computer Science and Electronics, ISSN: 0976-1353, Volume 13, Issue-01-March 2015.
M.Nishanthi, S.Sivakumar (2016) “Access Point Diversity Using Seamless Internet Access For Moving Vehicles” in International Journal Of Advanced and Innovative Research (2278-7844)/#171/Volume 5 Issue 2.
Book/Book Chapter Publications
Dr.S.Sivakumar “Data Science and Machine Learning using Phython”, RK Publications, 978-81-19489-18-3, July 2023.
National / International Conferences
M. K. N R, S. Joshi, P. P. Chanduri, and S. Sivakumar , “Comparative Analysis of Handwritten Digit Recognition using MLP, CNN, LeNet-5 Model’s,” in 2024 International Conference on Distributed Systems, Computer Networks and Cybersecurity (ICDSCNC), Bengaluru, India: IEEE, Sep. 2024, pp. 1–5. doi: 10.1109/ICDSCNC62492.2024.10939547.(Scopus indexed)
P. Karthikeyan, Kirutheesvar. S, and Sivakumar. S, “Facial Emotion Recognition for Enhanced Human-Computer Interaction using Deep Learning and Temporal Modeling with BiLSTM,” in 2024 5th International Conference on Smart Electronics and Communication (ICOSEC), Trichy, India: IEEE, Sep. 2024, pp. 1791–1797. doi: 10.1109/ICOSEC61587.2024.10722687. ( Scopus indexed)
Sivakumar, U. Dharani, and D. Hephzibah, “Predicting Soil Types and Crop Suitability through Comprehensive Soil Analysis,” in 2024 International Conference on Communication, Computing and Internet of Things (IC3IoT), Chennai, India: IEEE, Apr. 2024, pp. 1–5. doi: 10.1109/IC3IoT60841.2024.10550292. ( Scopus indexed)
Sivakumar, R.Jayanth, and N. R.Mughesh kumar , “Optimizing Energy Efficiency and Network Performance in Smart Street Lighting Systems Using LoRaWAN Technology,” in 2024 Third International Conference on Intelligent Techniques in Control, Optimization and Signal Processing (INCOS), Krishnankoil, Virudhunagar district, Tamil Nadu, India: IEEE, Mar. 2024, pp. 1–6. doi: 10.1109/INCOS59338.2024.10527564. ( Scopus indexed)
S. Sivakumar, Ts. Arthi, S. Premkumar, and B. Thillaieaswaran, “Design and Development of a Low-Cost Communication-Based Protection System for Fishermen,” in 2023 1st International Conference on Optimization Techniques for Learning (ICOTL), Bengaluru, India: IEEE, Dec. 2023, pp. 1–7. doi: 10.1109/ICOTL59758.2023.10435276. ( Scopus indexed)
S. Sivakumar, L. J. Usha, and K. R. Saranya, “Machine Learning Technique for Prognosticating Crop Yield Variability with Air Quality Index,” in 2023 International Conference on System, Computation, Automation and Networking (ICSCAN), PUDUCHERRY, India: IEEE, Nov. 2023, pp. 1–8. doi: 10.1109/ICSCAN58655.2023.10394863. ( Scopus indexed)
Ts. Arthi, S. Premkumar, S. Sivakumar, and N. Partheeban, “Leveraging DenseNet and Genetic Algorithms for Lung Cancer Severity Classification,” in 2023 1st International Conference on Optimization Techniques for Learning (ICOTL), Bengaluru, India: IEEE, Dec. 2023, pp. 1–6. doi: 10.1109/ICOTL59758.2023.10435208. ( Scopus indexed)
S. Sivakumar, A. M, J. J. Babu, V. Perumal, S. Polepaka, and S. C, “Effective and Secure Task Offloading in IoT Edge Computing through a Multi-feedback Trust Mechanism,” in 2023 2nd International Conference on Applied Artificial Intelligence and Computing (ICAAIC), Salem, India: IEEE, May 2023, pp. 1366–1372. doi: 10.1109/ICAAIC56838.2023.10140318. ( Scopus indexed)
A. Gopinath, S. Sivakumar, D. Ranjani, S. Kumari, V. Perumal, and R. B. R. Prakash, “A Communication System Built on the Internet of Things for Fully Autonomous Electric Cars,” in 2023 7th International Conference on Intelligent Computing and Control Systems (ICICCS), Madurai, India: IEEE, May 2023, pp. 1515–1520. doi: 10.1109/ICICCS56967.2023.10142320.( Scopus indexed)
S. Sivakumar and V. Ramya, Presented a paper entitled “A Review on Air Quality parameters for Ambient pollution Management framework” 11th International Conference on Science and Innovative Engineering-2021 at JAWAHAR ENGINEERING COLLEGE, Chennai, Tamilnadu, India.
S. Sivakumar and V. Ramya, Presented a paper entitled “IoT based Wristband for Intravenous Infusion Level Monitoring in Healthcare” International Conference on Research in Science, Engineering, Technology and Management-2020” at Vaagdevi College of Engineering. Bollikunta, Warangal, Telangana , India.
S. Sivakumar and V. Ramya, Presented a paper entitled “An Intuitive Remote Monitoring Framework for Water Quality in Fish Pond using Cloud Computing” International E-Conference on Computing & Communication Systems for a fourth industrial revolution”-2020 at Amal Jyothi College of Engineering Kanjirappally, Kerala, India.
S. Sivakumar, Presented a paper entitled “An Interactive system for the Learners towards the system in E-Learning” in National conference on Innovation in computers’11”-2011 at Aksheyaa College Of Engineering , Madhuranthagam, Kanchipuram.
S. Sivakumar, Presented a paper entitled “Predicting Missing Items in Shopping Carts” in National Research conference on Challenges & Innovations in Information Technology”-2010 at Kongu Engineering College, Erode.
Granted Patent – National (1)
1.Title of the Patent: “IoT Based Air Quality Index Measuring Device” Application No. 394706-001,CBR No:211277 The Patent Office Journal No. 44/2023 Dated 03/11/2023
Published Patent – National (3)
1.Title of the invention Patent: “Marine Environment Monitoring Using Wireless Sensor Networks & IoT” Application No. 202441049505A, The Patent Office Journal No. 27/2024 Dated 05/07/2024, pg.no 58825
2.Title of the invention Patent: “Non-Linear And Morphological Image Filtering Using FPGA Image Processing Kit” Application No. 202441048805A,The Patent Office Journal No. 27/2024 Dated 05/07/2024, pg.no 58735
3.Title of the invention Patent: “Autonomous Nursing Robot for Hospitals Based on Wireless Beacon Network” Application No. 202341070406A, The Patent Office Journal No. 47/2023 Dated 24/11/2023, pg.no 79218
Book/Book Chapter Publications
R. Rajesh, S. Sivakumar, S. Premkumar “Sustainable Organic Farming in Indian Rural Areas with the Aid of the Internet of Things” in Digital Twin Technology and Applications, Auerbach Publications, 1st Edition, eBook ISBN9781003469612,Page No.26
Dr.S.Sivakumar “Data Science and Machine Learning using Phython”, RK Publications, 978-81-19489-18-3, July 2023
Awards and Achievements
Resource person for the guest lecture on the subject “Theory of Computation” for third year students of CSE at Arulmigu Meenakshi Amman College of Engineering on 07-08-2010.
Resource person for the guest lecture on the subject “Principles of Compiler Design” for third year students of CSE at Dr.Pauls Engineering College on 17-02-2012.
Resource person for the guest lecture on the subject “Database Management System” for Second year students of CSE at Thiruvalluvar College of Engineering and Technology on 05-01-2013.
Resource person for the guest lecture on the subject Theory of Computation for third year students of CSE at A.R. Engineering College on 29-08-2015.
Produced hundred percent Result in the Subject SYSTEM SOFTWARE for third year students of CSE at Adhiparasakthi Engineering College during the academic year 2010-2011
Produced hundred percent Result in the Subject DATA WAREHOUSING AND MINING for third year students of CSE at Adhiparasakthi Engineering College during the academic year 2009-2010
Trainee for Placement Training at Adhiparasakthi Engineering College for IT/CSE/ECE/EEE students in the academic year
2012-16.
Workshops / Seminars
Workshops/Seminars/FDP Participated
15-Day International Short Term Training Program(STTP) on Empowering the Future: AI, Deep Learning and Machine Learning for Innovation and Transformation organized by Department of CSE, SRM Institute of Science and Technology from 24th July to 9th of August 2023.
21-Day International Faculty Development Program on Data Science Tools organized by Department of CSE, SRM Institute of Science and Technology from 12th July to 1st of August 2023.
Six Day Faculty Development Program on Comprehensive Linux for all organized by SRM Institute of Science and Technology in association with RedHat Linux Academy, KTR Campus from 8th to 13th of May 2023.
One week Faculty Development Programme on Theory of Computation at Anna University Regional Centre,Madurai.5th June 2013 to 11th June 2013
Five days Faculty Development Program on People Empowering People at Adhiparasakthi Engineering College, Melmaruvathur.1st Dec 2014 to 5th Dec 2014.
Two days Faculty Development Program on FSIT-Business Dynamics at Adhiparasakthi Engineering College, Melmaruvathur.16th July 2013 to 17th July 2013
Five days Faculty Training Programme on Networking and Statistical Analysis at Adhiparasakthi Engineering College, Melmaruvathur.16th Dec 2014 to 20th Dec 2014.
Five days Advance Certification Program in Android at Adhiparasakthi Engineering College, Melmaruvathur.13th Nov 2013 to 20th Nov 2013.
Two week ISTE WORKSHOP on Database Management Systems Conducted by Indian Institute of Technology,Bombay,21st May 2013 to 31st May 2013.
One week Faculty Development Programme on Theory of Computation at College of Engineering Guindy Anna University, Chennai.7th June 2010 to 13th June 2010.
Participated One Day Seminar on “CLOUD COMPUTING“at Adhiparasakthi Engineering College, Melmaruvathur.28th Dec 2010
Participated One Day Workshop on “Unix and Network Programming“at Adhiparasakthi Engineering College, Melmaruvathur.23rd December 2009.
Attended Workshop on “Introduction to Machine Learning with Python” from 13th to 17th July,2020, organised by,Sona college of Technology,Salem.
Attended FDP on “Machine learning” held from 01st June 2020 to 05th June 2020 at J.B. Institute Of Engineering And Technology.
Programs Organized
3-day National Level Student’s Workshop on “DevOps Tools” from 13th to 15th September 2023 at SRM Institute of Science and Technology, Tiruchirappalli.
5-day skill oriented program from 10th to 14th July 2023 at SRM Institute of Science and Technology, Tiruchirappalli.
5-day Faculty orientation program from 19th to 23rd July 2023 at SRM Institute of Science and Technology, Tiruchirappalli.
Students Summer Engagement Program on 22nd June 2023 and 10th July 2023 at SRM Institute of Science and Technology, Tiruchirappalli.
National Level Technical Symposium-Coordinator in Adhiparasakthi Engineering college, on April 2012
National Level Technical Symposium-Convenor in Adhiparasakthi Engineering college, on April 2013
National Conference Technological advancement on computer and communication(NCTACC’16) – Convenor in Adhiparasakthi Engineering College,29.03.2016
Work Experience
Academic Experience:
Working as an Asst. Professor in the Dept of CSE, SRM Institute of Science & Technology, Tiruchirappalli Campus. From 27.03.2023 to till date.
Worked as an Full-Time Research Scholar in the Dept of CSE, Annamalai University. From 10.12.2018 to 19.12.2022(Thesis Submitted).
Worked as an Asst. Professor in the Dept of CSE, SRM Institute of Science & Technology, Delhi NCR Campus. From 06.07.2017 to 30.06.2018.
Worked as an Asst. Professor in the Dept of CSE, Adhiparasakthi Engineering College at Melmaruvathur. From 01.06.2010 to 29.05.2017
Worked as a Lecturer in the Dept of CSE, Adhiparasakthi Engineering College at Melmaruvathur. From 02.12.2009 to 31.05.2010
Worked as a Lecturer in the Dept of CSE, Asan Memorial College of Engineering & Technology at Chengalpattu. From 14.05.2009 to 30.11.2009
Memberships
NIL
Funded Projects
Title: An Intelligent Age of Information (AoI) Based Unmanned AerialVehicle (UAV)- assisted Wireless Powered Sensor (IoT) Networks for Disaster Management
Funding Agency: SRM - Selective Excellence Research Initiative
(SERI) – 2024
Budget: Rs. 200000
Role: Co-Principal Investigator (Ongoing)
