Research Fellow (Post-Doc)

Nur M. M. Kalimullah, PhD

Dept. of Civil, Structural & Environmental Engineering

Trinity College Dublin, Ireland

I am a Research Fellow at Trinity College Dublin working at the intersection of structural dynamics, physics-informed machine learning, and renewable energy systems. My research spans structural health monitoring, digital twin development for wind turbines, probabilistic ML for composite materials, and wave-based non-destructive evaluation.

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01 — Experience

Jan 2025 – Present

Research Fellow (Post-Doc)

Dept. of Civil, Structural & Environmental Engineering, Trinity College Dublin, Ireland

Aug – Dec 2024

Guest Faculty

Dept. of Civil Engineering, NERIST, Arunachal Pradesh, India

02 — Education

Nov 2024

PhD, Structural Engineering

Indian Institute of Technology Guwahati (IIT-G), Assam, India

May 2018

B.Tech., Civil Engineering

NERIST, Arunachal Pradesh, India

03 — Research Interests

Renewable Energy Systems Wind Turbine Dynamics Digital Twins Structural Health Monitoring Scientific Machine Learning Probabilistic ML Dynamical Systems Acoustics & Ultrasonics Composite Materials Physics-Informed Neural Networks

04 — Publications

Journal Articles

[1]

Nur M.M. Kalimullah, B. Fitzgerald, A. Habib

Deep reconstruction of sparse elastic wavefield and graph-based damage detection for accelerated health monitoring of PZT ceramics

Mechanical Systems and Signal Processing, 250, 114190 · 2026

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🎙 Research Podcast

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⚠ AI-generated audio. Content may contain inaccuracies — please read the original paper for authoritative information.
[2]

P. Banerjee, S. Ojha, N.M.M. Kalimullah, A. Shelke, A. Habib

Ultrasonic wave field image augmentation in PZT sensors using generative machine learning and Coulomb coupling

Acta Acustica, 9, 15 · 2025

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[3]

N.M.M. Kalimullah, S. Ojha, M. Radzieński, A. Shelke, A. Habib

A probabilistic machine learning framework for stiffness tensor estimation of carbon composite laminate

Mechanical Systems and Signal Processing, 223, 111872 · 2025

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[4]

S. Nagulapati, A. Thakur, N.M.M. Kalimullah et al.

A feature-engineering approach to SVM-based damage detection in lead zirconate titanate ceramics via point-contact wavefield measurement

Journal of Nondestructive Evaluation, Diagnostics and Prognostics, 8(4) · 2025

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[5]

R. Pal, N. Ghosh, N.M.M. Kalimullah et al.

Subsurface damage identification and localization in PZT ceramics using point contact excitation and detection: an image processing framework

Ultrasonics, 147, 107516 · 2025

DOI ↗
[6]

A. Thakur, N.M.M. Kalimullah, A. Shelke, B. Hazra, T. Kundu

Ultrasonic field estimation for random p- and s-wavenumbers in isotropic solids using DPSM

Wave Motion, 139, 103628 · 2025

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[7]

A. Thakur, N.M.M. Kalimullah, A. Shelke, B. Hazra, T. Kundu

NG-DPSM: a neural Green-distributed point source method for modelling ultrasonic field emission near fluid-solid interface using physics-informed neural networks

Engineering Applications of Artificial Intelligence, 131, 107828 · 2024

DOI ↗
[8]

N.M.M. Kalimullah, A. Shelke, A. Habib

A deep learning approach for anomaly identification in PZT sensors using point contact method

Smart Materials and Structures, 32(9), 095027 · 2023

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[9]

N.M.M. Kalimullah, A. Shelke, A. Habib

A probabilistic framework for source localization in anisotropic composite using transfer learning based multi-fidelity physics-informed neural network (mfPINN)

Mechanical Systems and Signal Processing, 197, 110360 · 2023

DOI ↗

🎙 Research Podcast

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⚠ AI-generated audio. Content may contain inaccuracies — please read the original paper for authoritative information.
[10]

N.M.M. Kalimullah, K. Shukla, A. Shelke, A. Habib

Stiffness tensor estimation of anisotropic crystal using point contact method and unscented Kalman filter

Ultrasonics, 131, 106939 · 2023

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[11]

S. Ojha, N.M.M. Kalimullah, A. Shelke

Application of constrained unscented Kalman filter (CUKF) for system identification of coupled hysteresis under bidirectional excitation

Structural Control and Health Monitoring, 29(12), e3115 · 2022

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[12]

N.M.M. Kalimullah, A. Shelke, A. Habib

Multiresolution dynamic mode decomposition (mrDMD) of elastic waves for damage localisation in piezoelectric ceramic

IEEE Access, 9, 120512–120524 · 2021

DOI ↗

Conference Proceedings

[13]

P. Banerjee, P. Saxena, N.M.M. Kalimullah, A. Shelke, A. Habib

Damage detection and localization by learning deep features of elastic waves in piezoelectric ceramic using point contact method

IEEE/CVF CVPRW · 2024

DOI ↗
[14]

N.M.M. Kalimullah, S. Ojha, A. Shelke, A. Habib

Acoustic emission source localization in plates through support vector machine with genetic optimization

50th Annual Review of Progress in Quantitative NDE · 2023

DOI ↗
[15]

N.M.M. Kalimullah, A. Shelke, A. Habib

Bayesian filtering for parameter estimation of mechanical properties of isotropic material

Symposium on Ultrasonic Electronics, Vol. 42 · 2021

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05 — CV

Skills

CAD / CAE

AutoCAD · SAP2000 · STAAD.Pro

Programming

MATLAB · Python

ML Stack

PyTorch · TensorFlow · scikit-learn · pandas · NumPy

Professional Memberships

ASCE

Associate Member, American Society of Civil Engineers

ACI

Student Member, American Concrete Institute

IEEE

Student Member, Institute of Electrical and Electronics Engineers

Journal Reviewer

Mech. Systems & Signal Processing Smart Materials & Structures ML Science & Technology Measurement Science & Tech. Ultrasonics J. of NDE, Diagnostics & Prognostics

06 — Teaching & Responsibilities

Guest Faculty — Civil EngineeringNERIST · Aug–Dec 2024

General Secretary, CEANCivil Engineering Association, NERIST

Organising Member — TEDx NERISTNERIST

Organising Secretary — SHRISTI'18Annual techno-management festival · 2018

07 — Contact

Email

Phone

Office phone — to be added

Address

Dept. of Civil, Structural & Environmental Engineering
Trinity College Dublin
Dublin 2, Ireland

Online

LinkedIn
Google Scholar
GitHub
Instagram — @findmussa
Photography — @findmussa.raw

Research Podcast

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