suresh

@srmtrichy.edu.in

Assistant Professor / Mathematics
SRM Institute of Science and Technology Tiruchirappalli

suresh


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https://researchid.co/sureshnational

RESEARCH, TEACHING, or OTHER INTERESTS

Applied Mathematics, Applied Mathematics, Multidisciplinary, General Mathematics
5

Scopus Publications

215

Scholar Citations

5

Scholar h-index

4

Scholar i10-index

Scopus Publications

  • Parikh q−Matrices for Circular Words
    Iaeng International Journal of Computer Science, 2025
  • HyperMap: AI-Guided Manifold Exploration for High-Dimensional Optimization
    Gaurav Vishnu Londhe, Muthuraman Subbiah, R.Suresh, Shaik Reddi Khasim, Vivek Kothuru, M.Baritha Begum
    2025 IEEE 3rd Global Conference on Wireless Computing and Networking Gcwcn 2025, 2025
    High dimensional optimization is important in engineering, artificial intelligence, and scientific computing but inefficient, slow convergent, and intractable with traditional algorithms like a Bayesian Optimization, Particle Swarm Optimization, Deep Reinforcement Optimization, and Gradient-Free Evolutionary Search. It is suggested in this paper that HyperMap is a new AI-assisted optimization, which combines latent manifold learning, reinforcement-based adaptive optimization, and iterative policy unraveling to effectively address high-dimensional optimization problems. HyperMap can dynamically reduce redundancy and structural correlations in dimensions and dynamically balance exploration/exploitation in order to attain high-quality convergence, optimal gaps, and better computational efficiency. These dimensional experiments indicate that HyperMap is more effective than base-case solutions, with an average Optimality Gap of 12.0, average Convergence Rate of 237 iterations and enhanced exploration diversity (0.57) and can provide an average Expected Reward Improvement of 23.7. The above findings verify that the framework is being scaled, can be generalized and it can be used to offer a real time and actionable optimization solutions to highly dimensional tasks.
  • Innovative Study on Complex Fuzzy Soft Graph and its Properties
    Iaeng International Journal of Applied Mathematics, 2024
  • Analysis of Numerical Computation and ANN Modelling on the Bio-Magnetic Darcy-Forchheimer Ternary Hybrid Nanofluid Flow: Entropy Generation
    J. Jegan, R. Suresh, E. K. Subramanian, A. Ramachandran, Seethi Reddy Reddisekhar Reddy, Shaik Jakeer
    Bionanoscience, 2024
  • Cordiality and Magicness of the Cartesian Product of Digraphs
    Iaeng International Journal of Applied Mathematics, 2024

RECENT SCHOLAR PUBLICATIONS

  • Parikh q-Matrices for Circular Words.
    K Janaki, M Sivaji, R Suresh, R Elayaraja, S Felixia
    IAENG International Journal of Computer Science 52 (4) , 2025
    2025.0
  • Innovative Study on Complex Fuzzy Soft Graph and its Properties.
    R Suresh, V Veeramani, R Thamizharasi
    IAENG International Journal of Applied Mathematics 54 (10) , 2024
    2024.0
    Citations: 2
  • Analysis of numerical computation and ANN modelling on the bio-magnetic Darcy-Forchheimer ternary hybrid nanofluid flow: entropy generation
    J Jegan, R Suresh, EK Subramanian, A Ramachandran, SRR Reddy, ...
    BioNanoScience 14 (3), 2602-2624 , 2024
    2024.0
    Citations: 11
  • Cordiality and Magicness of the Cartesian Product of Digraphs
    RRRS R Thamizharasi
    IAENG International Journal of Applied Mathematics 54 (4), 784-790 , 2024
    2024.0
    Citations: 3
  • Characteristics and operations of complex fuzzy graphs
    V Veerapathran, R Suresh
    International Journal of Information Technology, Research and Applications 2 … , 2023
    2023.0
    Citations: 5
  • On Regular complex neutrosophic graphs
    P Thirunavukarasu, R Suresh
    Infinite Study , 2017
    2017.0
    Citations: 3
  • Theory of complex fuzzy soft set and its applications
    P Thirunavukarasu, R Suresh, V Ashokkumar
    Int. J. Innov. Res. Sci. Technol 3 (10), 13-18 , 2017
    2017.0
    Citations: 100
  • Introduction to Complex Fuzzy Soft Hypergroup, Complex Fuzzy Soft Hyperring and Complex Fuzzy Soft Hyperideal
    P Thirunavukarasu, R Suresh, WL Merline
    International Journal of Contemporary Mathematical Sciences 11 (8), 359-366 , 2016
    2016.0
    Citations: 1
  • Energy of a complex fuzzy graph
    P Thirunavukarasu, R Suresh, KK Viswanathan
    Int. J. Math. Sci. Eng. Appl 10 (1), 243-248 , 2016
    2016.0
    Citations: 60
  • Parameterized soft complex fuzzy sets
    P Thirunavukarasu, R Suresh
    Journal of Progressive Research in Mathematics 4 (2), 303-308 , 2015
    2015.0
    Citations: 4
  • Soft Complex Fuzzy Sets
    P Thirunavukarasu, R Suresh
    IMRF Journal 3 (1), 72-76 , 2014
    2014.0
    Citations: 6
  • Applications of complex fuzzy sets
    P Thirunavukarasu, R Suresh, P Thamilmani
    JP Journal of Applied Mathematics 6 (1), 5-22 , 2013
    2013.0
    Citations: 15
  • Complex neuro fuzzy system using complex fuzzy sets and update the parameters by PSO-GA and RLSE method
    P Thirunavukarasu, R Suresh, P Thamilmani
    Int. J. Eng. Innov. Technol. 3 (1), 117-122 , 2013
    2013.0
    Citations: 4
  • Extended Theoretical Concept Of Complex Fuzzy Sets By Complex Fuzzy Soft Hypergroup, Complex Fuzzy Soft Hyperring
    P Thirunavukarasu, V Ashokkumar, R Suresh, WL Merline
    International Journal of Research Granthaalayah, ISSN , 0
    Citations: 1
  • Entropy and δ Equalities Of Complex Intuitionistic Fuzzy Sets
    P Thirunavukarasu, R Suresh
    International Journal of Applied Engineering Research 10 (51), 2015 , 0

MOST CITED SCHOLAR PUBLICATIONS

  • Theory of complex fuzzy soft set and its applications
    P Thirunavukarasu, R Suresh, V Ashokkumar
    Int. J. Innov. Res. Sci. Technol 3 (10), 13-18 , 2017
    2017.0
    Citations: 100
  • Energy of a complex fuzzy graph
    P Thirunavukarasu, R Suresh, KK Viswanathan
    Int. J. Math. Sci. Eng. Appl 10 (1), 243-248 , 2016
    2016.0
    Citations: 60
  • Applications of complex fuzzy sets
    P Thirunavukarasu, R Suresh, P Thamilmani
    JP Journal of Applied Mathematics 6 (1), 5-22 , 2013
    2013.0
    Citations: 15
  • Analysis of numerical computation and ANN modelling on the bio-magnetic Darcy-Forchheimer ternary hybrid nanofluid flow: entropy generation
    J Jegan, R Suresh, EK Subramanian, A Ramachandran, SRR Reddy, ...
    BioNanoScience 14 (3), 2602-2624 , 2024
    2024.0
    Citations: 11
  • Soft Complex Fuzzy Sets
    P Thirunavukarasu, R Suresh
    IMRF Journal 3 (1), 72-76 , 2014
    2014.0
    Citations: 6
  • Characteristics and operations of complex fuzzy graphs
    V Veerapathran, R Suresh
    International Journal of Information Technology, Research and Applications 2 … , 2023
    2023.0
    Citations: 5
  • Parameterized soft complex fuzzy sets
    P Thirunavukarasu, R Suresh
    Journal of Progressive Research in Mathematics 4 (2), 303-308 , 2015
    2015.0
    Citations: 4
  • Complex neuro fuzzy system using complex fuzzy sets and update the parameters by PSO-GA and RLSE method
    P Thirunavukarasu, R Suresh, P Thamilmani
    Int. J. Eng. Innov. Technol. 3 (1), 117-122 , 2013
    2013.0
    Citations: 4
  • Cordiality and Magicness of the Cartesian Product of Digraphs
    RRRS R Thamizharasi
    IAENG International Journal of Applied Mathematics 54 (4), 784-790 , 2024
    2024.0
    Citations: 3
  • On Regular complex neutrosophic graphs
    P Thirunavukarasu, R Suresh
    Infinite Study , 2017
    2017.0
    Citations: 3
  • Innovative Study on Complex Fuzzy Soft Graph and its Properties.
    R Suresh, V Veeramani, R Thamizharasi
    IAENG International Journal of Applied Mathematics 54 (10) , 2024
    2024.0
    Citations: 2
  • Introduction to Complex Fuzzy Soft Hypergroup, Complex Fuzzy Soft Hyperring and Complex Fuzzy Soft Hyperideal
    P Thirunavukarasu, R Suresh, WL Merline
    International Journal of Contemporary Mathematical Sciences 11 (8), 359-366 , 2016
    2016.0
    Citations: 1
  • Extended Theoretical Concept Of Complex Fuzzy Sets By Complex Fuzzy Soft Hypergroup, Complex Fuzzy Soft Hyperring
    P Thirunavukarasu, V Ashokkumar, R Suresh, WL Merline
    International Journal of Research Granthaalayah, ISSN , 0
    Citations: 1
  • Parikh q-Matrices for Circular Words.
    K Janaki, M Sivaji, R Suresh, R Elayaraja, S Felixia
    IAENG International Journal of Computer Science 52 (4) , 2025
    2025.0
  • Entropy and δ Equalities Of Complex Intuitionistic Fuzzy Sets
    P Thirunavukarasu, R Suresh
    International Journal of Applied Engineering Research 10 (51), 2015 , 0