Published/Accepted [Journals + Proceedings]:

1. Karunathilake S., Choudhury N.A., Deep A., and Saravanan P. (2025) “Predicting Cognitive Workload in Visuospatial Tasks Using Pupillometry: A Machine Learning Approach” Proceedings of the Human Factors and Ergonomics Society Annual Meeting, DOI: 10.1177/10711813251357928

2. Li Z., Deep A., Lee J., and Kim M. (2025) “A New View of Neural Network-based Health Index: Connecting Prediction and Operational Decision‑Making to Address Underspecification” IEEE Transactions on Automation Science and Engineering, DOI:10.1109/TASE.2025.3627844

3. Hojjati N., Singarapu K., Deep A., Madihally S.V., and Ramesh S. (2025) “3D bioprinting of multicellular constructs using HepG2 and HUVEC cells for in‑vitro liver models” Manufacturing Letters, 44, 825–831, DOI: 10.1016/j.mfglet.2025.06.097 

4. Shakur M.S., Deep A., and Ramesh S. (2025) “Morphology prediction in aerosol jet printing using conditional generative adversarial networks” Journal of Manufacturing Processes, 152, 872–884, DOI: 10.1016/j.jmapro.2025.08.048

5. Rane A., Hart S., Ramesh S., and Deep A. (2024) "Surrogate-assisted multi-objective Bayesian optimization for improved rheological design of bioinks" Manufacturing Letters, DOI:10.1016/j.mfglet.2024.09.167 

6. Inman E., Noori H., Deep A., and Ramesh S. (2024) “Stronger, lighter, and faster: Multi-objective Bayesian optimization for additive manufacturing” Progress in Additive Manufacturing, DOI: 10.1007/s40964-024-00769-9

7.  Fulkerson O., Inman E., Rane A., Noori H., Deep A., and Ramesh S. (2024) “Multi-objective Bayesian optimization of fused filament fabrication parameters for enhanced specific fracture energy in fiber reinforced polymer components” Advanced Manufacturing: Polymer & Composites Science, DOI:10.1080/20550340.2024.2395089

8. Ramesh S., Deep A., Tamayol, A., Kamaraj, A., Mahajan, C., and Madihally, S. (2024) "Advancing 3D bioprinting through machine learning and artificial intelligence." Bioprinting DOI:10.1016/j.bprint.2024.e00331

9. Deep A., Zhou S., Veeramani D., and Chen Y. (2023) “POMDP-based optimal maintenance planning with time-dependent observations”, European Journal of Operational Research DOI:10.1016/j.ejor.2023.05.022

10. Deep, A., Zhou S., Veeramani D., and Chen Y. (2022) “HMM-based Joint Modeling of Condition Monitoring Signals and Failure Event Data for Prognosis of Remaining Useful Life”, IEEE Transactions on Reliability DOI:10.1109/TR.2022.3193353 

11. Sun J., Deep, A., Zhou S., and Veeramani D. (2022) “Industrial System Working Condition Identification using Operation-adjusted Hidden Markov Model”, Journal of Intelligent Manufacturing DOI:10.1007/s10845-022-01942-z 

12. Deep, A. Zhou S., Veeramani D., Wedge S., and Hardin C. (2021) "Outlier Detection and Online Monitoring of Event Sequences Arising in Customer Service Process with Unknown Event-types", Quality Engineering DOI:10.1080/08982112.2021.1946696 

13. Deep, A. Zhou S. and Veeramani D. (2021) "A Data-Driven Recurrent Event Model for System Degradation with Imperfect Maintenance Actions", IISE Transactions DOI:10.1080/24725854.2021.1871687 [R codes]

14. Bharadwaj A., Deep, A., Veeramani D., and Zhou S. (2021) "A Custom Word Embedding Model for Clustering of Maintenance Records", IEEE Transactions on Industrial Informatics DOI:10.1109/TII.2021.3079521

15. Huang, C., Deep, A. Zhou S. and Veeramani D. (2021) "A Deep Learning Approach for Predicting Critical Events using Event Logs", Quality and Reliability Engineering International DOI:10.1002/qre.2853

16. Deep, A., Zhou S., and Veeramani D. (2020) "Copula-based multi-event modeling and prediction using fleet service records", IISE Transactions DOI:10.1080/24725854.2020.1802792

17. Deep, A., Veeramani D., and Zhou S. (2019) "Event Prediction for Individual Unit Based on Recurrent Event Data Collected in Teleservice Systems". IEEE Transactions on Reliability DOI:10.1109/TR.2019.2909471.

18. Deep, A., Sharma, Y., and Anbanandam, R. (2017) "Quality Assessment of Academic Websites using Structured Equation Modelling". Int. J. Management in Education DOI:10.1504/IJMIE.2017.083357.

19. Deep A., Meena, C.S., and Das, A.K. (2017) "Interaction of Asymmetric Films Around Boiling Cylinder Array: Homogeneous Interface to Chaotic Phenomenon". ASME. J. Heat Transfer DOI:10.1115/1.4035312.

20. Meena, C.S., Deep A., and Das, A.K. (2017) "Understanding of Interactions for Bubbles Generated at Neighboring Nucleation Sites". Heat Transfer Engineering DOI: 10.1080/01457632.2017.1338866