Research Interests
Neural Networks
Control Theory
State Estimation
Synchronisation
Event-Triggered Control
Nonlinear Systems
Robotic Manipulators
Autonomous Systems
Optimisation
My broad research interests lie in analysing dynamical systems using tools from control theory and optimisation. Specific areas include neural networks, nonlinear control, event-triggered control, robotic manipulators, state estimation, and synchronisation. My Ph.D. thesis addressed state estimation and synchronisation for a class of neural networks with time-varying delays.
Academic Works
Conferences & Presentations
Design of Event-triggered Extended Dissipative State Estimator for Neural Networks with Multiple Time-Varying Delays
International Conference on Emerging Frontiers in Nonlinear Complex Systems, Computational Intelligence and their Applications · VIT Chennai, Tamil Nadu · Feb 7–9, 2024
Extended Dissipative State Estimation for Recurrent Neural Networks with Multiple Time-Varying Delays via Event-Triggered Mechanism
International Symposium on Mathematical Analysis of Fractals and Dynamical Systems – 2023 · VIT Vellore, Tamil Nadu · Aug 24–25, 2023
Synchronization and Robust Synchronization of Neural Networks with Additive Delays via Some New Approaches
International Conference on Dynamical Systems, Control Theory & their Application · IIT Roorkee, Uttarakhand · Jul 1–3, 2022
Synchronization Control of Proportional Delayed Memristive Cellular Neural Networks: Robust Analysis Approach
International Conference on Control, Automation, Power, and Signal Processing · PDPM IIITDM Jabalpur · Dec 10–12, 2021
Delay-dependent Synchronization for Memristive Cellular Neural Networks with Multi-proportional Delays
International Conference on Mathematical Modelling and Computational Intelligence Techniques · Gandhigram Rural Institute, Tamil Nadu · Feb 10–12, 2021
State Estimation for Memristor-based Cellular Neural Networks with Multi-proportional Delays
International Conference on Mathematical Modelling and Scientific Computing · Gandhigram Rural Institute, Tamil Nadu · Feb 19–21, 2020
Education
Ph.D. in Mathematics (2018 – 2023)
The Gandhigram Rural Institute (Deemed to be University), Tamil Nadu, India
PG Diploma in Spatial Technologies (2017 – 2018)
The Gandhigram Rural Institute (Deemed to be University), Tamil Nadu, India
M.Sc. in Mathematics (2015 – 2017)
The Gandhigram Rural Institute (Deemed to be University), Tamil Nadu, India
B.Sc. in Mathematics (2012 – 2015)
The Gandhigram Rural Institute (Deemed to be University), Tamil Nadu, India
Diploma in Microfinance Management (2014)
The Gandhigram Rural Institute (Deemed to be University), Tamil Nadu, India
Diploma in Computer Applications (DCA) (2012)
TCPS Computer Education, Ilayangudi, Tamil Nadu, India
12th HSC — Bio-Maths (2012)
Hajee K K Ibrahim Ali Higher Secondary School, Pudur, Ilayangudi, Tamil Nadu
10th SSLC (2010)
Hajee K K Ibrahim Ali Higher Secondary School, Pudur, Ilayangudi, Tamil Nadu
NPTEL Certifications
- Introduction to Quantum Computing: Quantum Algorithms and Qiskit — Elite & Topper (Top 5%), Score: 72% · IIT Madras, Jan–Feb 2026 · Roll No: NPTEL26CS89S352202622
- Foundations of R Software (2023)
- Linear Systems Theory (2022)
- Complex Analysis (2020)
- Introduction to Rings and Fields (2019)
- Dynamical System and Control (2018)
- Introduction to Programming in C (2018)
- Groups: Motion, Symmetry, and Puzzles (2018)
- MATLAB Programming for Numerical Computation (2018)
Short-Term Courses
- "The Sheer Joy of Mathematics-2" — Dept. of Mathematics, IISc (Aug–Nov 2024)
- "Typewriting" — The Gandhigram Rural Institute, Tamil Nadu (Sep–Dec 2012)
Workshops & Training Programs
Workshop on Quantum Computing — IBM Quantum
Organised by PLMSS Trust & IBM Quantum · IBM India Research Labs (IRL), Embassy Golf Links Business Park, Bengaluru – 560071 · May 14–15, 2026
Faculty Development Programme & Industrial Workshop on "GenAI and Agentic Intelligence"
Jointly organised by RV College of Engineering & CSIR Fourth Paradigm Institute · Technically Co-Sponsored by IEEE Bangalore Section · RV College of Engineering, Bengaluru · Apr 6–10, 2026
8th Cyber-Physical Systems Symposium
RBCCPS, Indian Institute of Science, Bangalore · Jul 25–27, 2024
International Webinar on Recent Trends in Pure and Applied Mathematics
The Gandhigram Rural Institute, Tamil Nadu · Jul 26–27, 2022
Instructional School for Teachers on Differential Equations – Theory, Methods, and Applications
The National Centre for Mathematics, Bharathiar University, Coimbatore · Sep 18–30, 2019
International Workshop on Mathematical Modelling and Scientific Computing
The Gandhigram Rural Institute, Tamil Nadu · Sep 4–5, 2019
National Workshop on Research Prospects of Artificial Intelligence and Deep Learning in Computer Vision
The Gandhigram Rural Institute, Tamil Nadu · Feb 20–22, 2019
International Workshop on Mathematical Modelling and Soft Computing
The Gandhigram Rural Institute, Tamil Nadu · Apr 25–27, 2018
National Workshop on Analysis and Algebra
St. Joseph's College, Trichy · Feb 26 – Mar 2, 2018
Eighth Summer Training Programme in Mathematics
Ramanujan Institute for Advanced Study in Mathematics, University of Madras, Chennai · May 23 – Jun 11, 2016
Teaching
Assistant Professor (Honorary) — Mathematical & Information Sciences
- Mathematics for Engineers
- Advanced Numerical Techniques
Guest Faculty — Dept. of Mathematics
The Gandhigram Rural Institute (Deemed University), Tamil Nadu · Jul 2023 – Mar 2024
Project Guidance
UG B.Sc. (Mathematics) — 2024
Invited Lectures
Online Talk: "Applications of Singular Value Decomposition in Data Science"
International Workshop on Mathematical Foundations Powering AI, Research and Innovation (IW-MathPower 2026) · Gobi Arts & Science College, Gobichettipalayam · Mar 20, 2026
Resource Person: "Singular Value Decomposition and Its Applications"
DBT Star College Scheme, Dept. of Physics, GTN Arts College, Dindigul · Dec 24, 2025
Industry Expert Lectures: (1) The Calculus Behind Machine Intelligence (2) Algebraic Structures in Computing (3) The Role of Calculus in the Mathematical Foundations of Machine Intelligence
Dept. of Mathematics, VIT Vellore · Nov 5, 2025
Talk: "Calculus for Data Science"
CSIR Integrated Skill Initiative Programme on Applied Data Science: From Theory to Real-World Impact, CSIR-4PI · Oct 13, 2025
Resource Person: "Singular Value Decomposition: Mathematical Foundations and Applications"
National Workshop, Dept. of Mathematics, Government Arts College for Women, Sivagangai · Feb 22, 2025
Lecture: "Groups: As They Appeared in Our Life"
Dept. of Mathematics, Ayya Nadar Janaki Ammal College, Sivagasi · Jan 29, 2024
Lecture: "Overview of LATEX Documentation"
Dept. of Mathematics, Sri Krishna Arts and Science College, Coimbatore · Sep 18, 2021
Awards & Achievements
National Level Examinations Qualified
| Examination | Year | Subject | Score | Rank | Percentile |
|---|
| GATE | Mar 2023 | Mathematics | 474 | 587 | 30.33 |
| CSIR-JRF | Dec 2019 | Mathematics | 95.750 | 160 | 47.875 |
| NET-LS | Jun 2019 | Mathematics | 73.5 | 126 | 36.75 |
| NET-LS | Dec 2018 | Mathematics | 61 | 107 | 30.5 |
| GATE | Mar 2018 | Mathematics | 244 | 3028 | 22 |
| TN-SET | Jul 2018 | Mathematics | 166 | — | 55.33 |
| NET-LS | Jun 2017 | Mathematics | 67.5 | 103 | 33.75 |
| JAM | Mar 2016 | Mathematics | 28.33 | 2310 | 28.33 |
| JAM | Mar 2015 | Mathematics | 12 | 3332 | 12 |
Quiz & Competitions
Second Place — State-Level Intercollegiate Quiz
Thiagarajar College, Madurai (2015) · The Madura College, Madurai (2015) · Alagappa University, Karaikudi (2016)
First Place — State-Level Intercollegiate Quiz
Jamal Mohamed College, Trichy (2017)
Other
National Service Scheme (NSS)
Regular Activity Programs (2013–2018) · 3 Special Camping Programs
National Cadet Corps (NCC)
Annual Training Camp (Jun 2–11, 2008) · Certificate "A" Exam Passed