Publications

Knowledge built to travel.

Peer-reviewed work across embedded software, edge intelligence, dependable systems, and cyber-physical platforms.

2026
Conference · Dependability

Constraint-Aware Exploitability Analysis and Anomaly Recovery for CPS CI/CD Pipelines

G. Camargo and M. A. Maruf

IEEE ICMLA 2026 · Submitted
2025
Journal · Edge AI

Data Driven Deep Neural Network Based Task Offloading on Edge Cloud Continuum

M. Sahi, N. Auluck, A. Azim, P. Bhardwaj, and M. A. Maruf

IEEE Transactions on Network and Service Management
2025
Journal · Dependability

A Systematic Literature Review on Vulnerabilities, Mitigation Techniques, and Attacks in FPGAs

A. Alsuwaiyan, A. A. Habib, A. B. Imoukhuede, et al.

Arabian Journal for Science and Engineering, 50(2), 611-641
2024
Conference · DevOps

Work-in-Progress: ESOps—An Agile Pipeline for Next-Generation Embedded Systems Development

M. A. Maruf and A. Azim

IEEE/ACM EMSOFT
2024
Conference · Software reuse

FeaMod: Enhancing Modularity, Adaptability and Code Reuse in Embedded Software Development

M. A. Maruf, A. Azim, N. Auluck, and M. Sahi

IEEE IRI — Best Paper Award
2024
Journal · Edge AI

Optimizing DNN Training with Pipeline Model Parallelism for Enhanced Performance in Embedded Systems

M. A. Maruf, A. Azim, N. Auluck, and M. Sahi

Journal of Parallel and Distributed Computing, 190
2024
Journal · Edge AI

Dynamic Hierarchical Intrusion Detection Task Offloading in IoT Edge Networks

M. Sahi, N. Auluck, A. Azim, and M. A. Maruf

Software: Practice and Experience, 54(11), 2249-2271
2024
Conference · Dependability

Anomaly Detection and Functional Testing for Automotive CAN Communication

M. A. Maruf and A. Azim

IEEE International Systems Conference
2023
Conference · Edge AI

Towards Safe Online Machine Learning Model Training and Inference on Edge Networks

M. A. Maruf, A. Azim, N. Auluck, and M. Sahi

IEEE ICMLA, 1082-1089
2023
Conference · Edge AI

Optimizing DNNs Model Partitioning for Enhanced Performance on Edge Devices

M. A. Maruf and A. Azim

Canadian Conference on Artificial Intelligence
2023
Conference · Software reuse

Automated Features and Requirements Identification for Improving CPS Software Reuse Using Topic Modeling

M. A. Maruf and A. Azim

ACM/IEEE ICCPS
2022
Journal · Software reuse

Facilitating Reuse of Functions in Embedded Software

M. A. Maruf, A. Azim, and O. Alam

IEEE Access, 10, 88595-88605
2022
Book chapter · Cyber-physical systems

Cognitive Mobile Computing for Cyber-Physical Systems

M. A. Maruf and A. Azim

Towards a Wireless Connected World, Springer, 203-222
2021
Journal · Edge AI

Faster Fog Computing Based Over-the-Air Vehicular Updates: A Transfer Learning Approach

M. A. Maruf, A. Singh, A. Azim, and N. Auluck

IEEE Transactions on Services Computing, 15(6), 3245-3259
2021
Conference · Edge AI

A Framework for Partitioning Support Vector Machine Models on Edge Architectures

M. Sahi, M. A. Maruf, A. Azim, and N. Auluck

IEEE SMARTCOMP, 293-298
2020
Journal · Dependability

A Software-Based Calibration Approach to Increase the Robustness of Embedded Systems

M. A. Maruf and A. Azim

International Journal of Embedded Systems, 13(4), 466-475
2020
Journal · Software reuse

Requirements-Preserving Design Automation for Multiprocessor Embedded System Applications

M. A. Maruf and A. Azim

Journal of Ambient Intelligence and Humanized Computing, 12, 821-833
2020
Conference · Edge AI

Mushroom Demand Prediction Using Machine Learning Algorithms

M. A. Maruf, A. Azim, and S. Mukherjee

IEEE International Symposium on Networks, Computers and Communications (ISNCC)
2020
Conference · Edge AI

Resource Efficient Allocation of Fog Nodes for Faster Vehicular OTA Updates

M. A. Maruf, A. Singh, A. Azim, and N. Auluck

IEEE ISNCC
2019
Journal · Dependability

Extending Resources for Avoiding Overloads of Mixed-Criticality Tasks in Cyber-Physical Systems

M. A. Maruf and A. Azim

IET Cyber-Physical Systems: Theory & Applications, 5(8)
2019
Conference · Edge AI

Faster OTA Updates in Smart Vehicles Using Fog Computing

K. Fizza, N. Auluck, A. Azim, M. A. Maruf, and A. Singh

IEEE/ACM UCC, 59-64
2018
Conference · Dependability

Software-Based Monitoring for Calibration of Measurement Units in Real-Time Systems

M. A. Maruf and A. Azim

IECON 2018 — 44th Annual Conference of the IEEE Industrial Electronics Society