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As an aspiring researcher in the field of studying complex dynamics, I'm currently exploring exciting possibilities of exploiting various machine learning techniques. Please let me know if you have questions about my educational background, experiences, or passions.
Current Position
I'm currently a postdoctoral fellow at International Research Center for Neurointelligence (IRCN), The University of Tokyo.
Research
Research Experience
Sep 2023 – Present. Project Researcher
Project: Aihara Moonshot Project
Project Manager: Prof. Kazuyuki Aihara
May 2022 – Aug 2023. Junior Research Fellow
Central University of Rajasthan
Project: Reservoir Computing with Dynamical Systems
Principal Investigator: Prof. Manish Dev Shrimali
Aug. 2019 – May 2022. Junior Research Fellow
Central University of Rajasthan
Project: Multistability and Hidden Attractor in Dynamical Systems
Principal Investigator: Prof. Manish Dev Shrimali
Publications
Mandal S., Aihara, K. (2025) Revisiting multifunctionality in reservoir computing. arXiv: 2504.12621
Chauhan S., Verma U. K., Mandal S., Shrimali M. D. (2025) Predicting synchronization and oscillation death with parallel reservoir computing. Physical Review E, 112(11) p. 054220.
Mandal S., Chauhan, S., et al. (2025) Adaptive control in dynamical systems using reservoir computing. Chaos, 35(9), p.091102.
Tripathi J. P., Tripathi D., Mandal S., Shrimali M.D., (2023) Cannibalistic enemy-pest model: effect of additional food and harvesting. Journal of Mathematical Biology, 87(4), p.58.
Mandal S., Shrimali M. D., (2023) Learning unidirectional coupling using an echo-state network. Physical Review E, 107(6), p.064205.
Chauhan S., Mandal S., et al., (2023) Machine learning based prediction of phase ordering dynamics. Chaos, 33(6), p.061103.
Roy M., Mandal S., et al., (2022) Model-free prediction of multistability using echo state network. Chaos, 32(10), p.101104.
Mandal S., Sinha S., Shrimali M. D., (2022) Machine-learning potential of a single pendulum. Physical Review E, 105(5), p.054203.
Mandal S., Shrimali M. D.,(2021) Achieving criticality for reservoir computing using environment-induced explosive death. Chaos, 31(3), p.031101.
Education
2023 Ph.D. - Physics
Central University of Rajasthan
Ajmer, India - 305 817
Thesis: "Reciprocity of Dynamical Systems and Reservoir Computing"
Supervisor: Prof. Manish Dev Shrimali
2019 M.Sc - Physics
Central University of Rajasthan
Ajmer, India - 305 817
Dissertation - I: "Characterizing the Boundaries of Classical and Quantum Correlations"
(Advisors: Dr. Manas Patra & Prof. K.P.N. Murthy)
Dissertaion - II: "Visualizing Misconceptions about Heisenberg’s Uncertainty Principle"
(Advisor: Dr. Anjali Sharma)
2016 B.Sc (HONS.) - Physics
RKM Vivekananda Centenary College
Rahara, Kolkata, India - 700 118
2013 Higher Secondary Education (WBCHSE)
Banamalichatta High School,
Purba Medinipur, West Bengal, India
2011 Secondary Education (WBBSE)
Dhanghara Jnanendra Vidyapith,
Purba Medinipur, West Bengal, India
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