๐Ÿ“š Publications

Publications

13 journal articles, 11 conference and workshop papers, 8 preprints, 2 posters, and an M.S. thesis (as of August 27, 2026). Search by title, venue, author, or keyword, or filter by type and topic.

๐Ÿ“ˆ Impact

Citation metrics

Google Scholar · updated Oct 15, 2026
182Citations
7h-index
6i10-index
35Publications on this site
Citations per year
Most cited
  1. Graph neural networks in supply chain analytics and optimization: Concepts,... 54
  2. Supplygraph: A benchmark dataset for supply chain planning using graph neur... 32
  3. A theoretical framework for graph-based digital twins for supply chain mana... 22
  4. Interpretable CNN models for computationally efficient bearing fault diagno... 11
  5. GRAPHINE: enhancing spatiotemporal supply chain forecasting using virtual n... 11
Citations per year from Google Scholar
YearCitations
20232
20248
202546
2026126
Type
Topic

Journal articles 13

J13

Multimodal vision-language models for automated and explainable postoperative complication risk stratification

Wasi, A. T., Anik, M. A., Islam, M. S., Ahsan, M. M.

IISE Transactions on Healthcare Systems Engineering, pp. 1-16, 2026

2nd Place, Best Track Paper Award (Health Systems Track), IISE Annual Conference 2026

  • Computer Vision
  • Healthcare AI
J12

Advancing industry 4.0 and lean-driven ergonomic insights for sustainable textile manufacturing

Hosen, M. I., Mithun, A. C., Tushar, S. R., Alam, M. F. B., Islam, M. D., Bappy, M. M.

International Journal of System Assurance Engineering and Management, pp. 1-31, 2026

โ 1 citation
  • Manufacturing
J11

GRAPHINE: enhancing spatiotemporal supply chain forecasting using virtual node-augmented graph diffusion for improved fuel efficiency

Alshehri, A. S., Wasi, A. T., Anik, M. A., Islam, M. D. S., Hadj-Kali, M. K.

International Journal of Production Research, pp. 1-26, 2026

โ 11 citations
  • Graph Neural Networks
  • Supply Chain
  • Time Series
J10

Digital Twin-Enabled Additive Manufacturing: A Comprehensive Review of Architectures, Integration Layers and Operational Maturity

Anik, M. A., Rahman, A., Islam, M. D. S., Khan, M. I., Ahsan, M. M., Wasi, A. T.

Digital Twins and Applications (Wiley), vol. 3, no. 1, e70039, 2026

โ 1 citation
  • Digital Twins
  • Manufacturing
J9

Beyond local receptive fields: Vision transformers for real-time surface defect detection in FDM

Islam, M. S., Bappy, M. M., Tushar, S. R., et al.

The International Journal of Advanced Manufacturing Technology, pp. 1-22, 2026

โ 1 citation
  • Manufacturing
  • Computer Vision
J8

Fracture Finder: Computer-Aided Real-Time Diagnosis of Vertebral Fractures in Thoracic Spine X-Rays Using YOLOv8 with Weighted Box Fusion and Augmentation Strategies

Islam, M. S., Anik, M. A., Wasi, A. T., Bappy, M. M.

IISE Transactions on Healthcare Systems Engineering, pp. 1-18, 2026

โ 1 citation
  • Computer Vision
  • Healthcare AI
J7

AI-Enabled Modeling for Smart Rural Wastewater Treatment Systems: Current Practices and Remaining Gaps

De La Hoz, J. L. M., Bappy, M. M., Islam, M. S., Marcantel, M., Hayes, M. P.

Applied Water Science, 2026

โ 6 citations
  • Time Series
J6

Comprehensive and Comparative Characterizations of Tensile Properties and Fracture Mechanisms of 3D Printed Multifunctional Carbon-Fiber and Metal-Filled PLA Composite Parts

Pan, D., Al Mamun, A., Zhou, R., Bappy, M. M., Islam, M. S.

Polymer Composites, vol. 47, no. 3, pp. 2282-2300, 2026

โ 6 citations
  • Manufacturing
J5

A Fuzzy Data-Driven Framework for Enhanced Risk Management Decision-Making in Manufacturing: A Case Study

Shakibaei, H., Islam, M. S., Bappy, M. M.

Manufacturing Letters, vol. 44, pp. 1681-1688, 2025

โ 2 citations
  • Manufacturing
  • Optimization
J4

Interpretable CNN models for Computationally Efficient Bearing Fault Diagnosis Using Learnable Gaussian/Sinc Filters

Biswas, S., Al Mamun, A., Islam, M. S., Bappy, M. M.

Manufacturing Letters, vol. 44, pp. 110-120, 2025

โ 11 citations
  • Manufacturing
  • Computer Vision
J3

Generative Modeling in Smart Manufacturing: Applications, Challenges, and Future Directions

Ahsan, M. N., Islam, M. S., Bappy, M. M.

Manufacturing Letters, vol. 44, pp. 1285-1295, 2025

โ 10 citations
  • Manufacturing
J2

Interpretable Forecasting of Dissolved Oxygen Leveraging Foundation Model for Proactive Aeration in Rural Wastewater Treatment Systems

De La Hoz, J. L. M., Bappy, M. M., Islam, M. S., Marcantel, M., Hayes, M. P.

Water Research, 124931, 2025

โ 7 citations
  • Time Series
J1

Evaluating Challenges to the Adoption of Smart Textiles in Readymade Garment Industries: Implications for Sustainable Business Development

Islam, M. S., Tushar, S. R., Bappy, M. M., Ali, M., Al Nadim, A.

Green Technologies and Sustainability, vol. 3, no. 3, 100225, 2025

  • Manufacturing
  • Optimization

Conference and workshop papers 11

C11

InvariantBench: Can Large Language Models Exhibit Inherent Reasoning Across Equivalent Transformations? Workshop

Wasi, A. T., Khan, M. A., Rahman, A., Faisal, W., Saha, S., Bhuiyan, S., Islam, M. D. S.

Workshop paper, 3rd AI for Math Workshop: Toward Self-Evolving Scientific Agents, ICML 2026, 2026

  • LLMs
C10

Virtual Node-Augmented Diffusion Recurrent Networks for Spatiotemporal Supply Chain Forecasting

Alshehri, A. S., Wasi, A. T., Anik, M. A., Islam, M. S., Hadj-Kali, M. K.

2025 8th International Conference on Algorithms, Computing and Artificial Intelligence (ACAI), 2025

  • Supply Chain
  • Graph Neural Networks
  • Time Series
C9

Privacy-Aware Porosity Prediction in Metal Additive Manufacturing using Hierarchical Graph Attention Networks

Islam, M. S., Bappy, M. M.

INFORMS Annual Meeting, 2025

  • Manufacturing
  • Graph Neural Networks
  • Privacy
C8

Inference-Driven Strategy Design for Professional Societies: A Hybrid Machine Learning and Scenario Simulation Framework

Islam, M. S., Bappy, M. M.

INFORMS Annual Meeting, 2025

  • Optimization
C7

FRACTURE FINDER: Vertebral Fracture Localization for Spine X-Ray Analysis

Islam, M. S., Bappy, A. M. A., Wasi, A. T., Mohammad, M.

IISE Annual Conference and Expo, 2025

  • Computer Vision
  • Healthcare AI
C6

Explainable Vision Transformer-Based Real-Time Anomaly Detection for Fused Deposition Modeling

Islam, M. S., Bappy, M. M.

IISE Annual Conference and Expo, 2025

  • Manufacturing
  • Computer Vision
C5

Foundation Model-Driven Predictive and Interpretable Modeling for Critical Materials in Renewable Energy Applications

Islam, M. S., Bappy, M. M.

Proceedings of the 99th Annual Meeting of the Louisiana Academy of Sciences (LAS), 2025

Best Graduate Oral Presentation, Materials Science and Engineering division

  • Time Series
C4

Predict Students' Performance and Optimize Preparatory Leave: An Integrated Deep Learning and Dynamic Programming Approach

Islam, M. S., Mukaddes, A. M. M., Uddin, M.

27th International Conference on Computer and Information Technology (ICCIT), 2024

โ 3 citations
  • Optimization
C3

SupplyGraph: A Benchmark Dataset for Supply Chain Planning using Graph Neural Networks Workshop

Wasi, A. T., Islam, M. S., Akib, A. R.

Workshop paper, Graphs and more Complex structures for Learning and Reasoning Workshop, AAAI 2024, 2024

โ 32 citations
  • Supply Chain
  • Graph Neural Networks
C2

Optimizing Inventory Routing: A Decision-Focused Learning Approach using Neural Networks Workshop

Islam, M. S., Wasi, A. T.

Workshop short paper, New in Machine Learning Workshop, NeurIPS 2023, 2023

โ 3 citations
  • Supply Chain
  • Optimization
C1

Multivariate Time Series Analysis and Forecasting on Air Quality Index with Industrial Statistics: A Case Study of Bangladesh

Islam, M. S., Wasi, A. T.

7th International Conference on Engineering Research, Innovation and Education (ICERIE), 2023

  • Time Series

Preprints 8

P8

Feature-Aware Anisotropic Local Differential Privacy for Utility-Preserving Graph Representation Learning in Metal Additive Manufacturing Major revision

Islam, M. S., Bappy, M. M., Tushar, S. R., Arifuzzaman, M.

Major revision at ASME Journal of Computing and Information Science in Engineering (JCISE), arXiv:2604.05077, 2026

  • Manufacturing
  • Graph Neural Networks
  • Privacy
P7

Responsible Innovation in AI-Driven Operations and Supply Chain Management: An Institutional Theory Framework

Wasi, A. T., Rahman, A., Priti, R. N., Khan, M. A., Islam, M. D. S.

Engineering Archive (engrXiv) preprint, 2025

  • Supply Chain
P6

A Theoretical Ecosystem Framework for Human-Centric AI in Multi-Tier Supply Chains: Aligning Incentives and Value Co-Creation

Wasi, A. T., Khan, M. A., Priti, R. N., Rahman, A., Islam, M. S.

Engineering Archive (engrXiv) preprint, 2025

  • Supply Chain
P5

An Integrated Decision-Support Framework for Energy Benchmarking, Anomaly Detection, and Proxy Setpoint Optimization in Data-Limited Retail Portfolios

Monteiro, C., Bappy, M. M., Nahmens, I., Islam, M. S.

SSRN working paper, SSRN 6410730, 2026

  • Optimization
  • Time Series
P4

A Theoretical Framework for Graph-based Digital Twins for Supply Chain Management and Optimization

Wasi, A. T., Anik, M. A., Rahman, A., Hoque, M. I., Islam, M. S., Ahsan, M. M.

arXiv, arXiv:2504.03692, 2025

โ 22 citations
  • Digital Twins
  • Supply Chain
  • Graph Neural Networks
P3

Graph Neural Networks in Supply Chain Analytics and Optimization: Concepts, Perspectives, Dataset and Benchmarks

Wasi, A. T., Islam, M. S., Akib, A. R., Bappy, M. M.

arXiv, arXiv:2411.08550, 2024

โ 54 citations
  • Supply Chain
  • Graph Neural Networks
P2

Biotwinmine: Digital Twin-Based Optimization of Biomining for Sustainable Rare Earth Element Production

Anik, M. A., Rahman, A., Hoque, M. I., Wasi, A. T., Islam, M. S., Ahsan, M. M.

SSRN, SSRN: 5258720, 2025

โ 3 citations
  • Digital Twins
  • Optimization
P1

Foundation Model-Driven Predictive and Interpretable Modeling for Critical Materials in Renewable Energy Applications

Islam, M. S., Bappy, M. M., De La Hoz, D., Martinez, J. L., Chowdhury, S.

SSRN, SSRN: 5248814, 2025

  • Manufacturing
  • Time Series

Posters 2

PS2

Entropy-Aware Model Predictive Control for Transient Quality Mitigation in Metal Additive Manufacturing

Islam, M. S., Bappy, M. M., Tushar, S. R.

Poster, LSU Control Systems Symposium, doi:10.31390/lsucontrol.26.12, 2026

  • Manufacturing
  • Control
PS1

Sustainable Management of Rare Earth Elements for Clean Energy Using Prescriptive Digital Twins

Anik, M., Hoque, I., Islam, M. S., Wasi, A. T., Bappy, M. M., Ahsan, M. M.

Digital Twin for Manufacturing Sustainability, Safety, and Resilience, Purdue University, 2024

  • Digital Twins
  • Optimization

Thesis 1

T1

Trustworthy Artificial Intelligence for Real-Time Quality Assurance in Additive Manufacturing

Islam, M. S.

M.S. thesis, Louisiana State University, LSU Digital Commons, 2026

  • Manufacturing