Publications

Journal Articles

  1. Jawad Fayaz, Lauren McMillan, Vivian Cardenas, and Liz Varga (under review). "Real-Time Weather-Adaptive Water Flow and Leakage Forecasting using an Interpretable and Unified Deep Neural Network". .
  2. Jawad Fayaz, Rodrigo Astroza, and Sergio Ruiz (under review). "An Interpretable and Domain-Informed Real-Time Regional Earthquake Early Warning for Ground Shaking Intensity Prediction". .
  3. Jawad Fayaz, Francisco Pinto, Rodrigo Astroza, and Cesar Pasten (under review). "A Recurrent Neural Network-Based Approach for Predicting Surface-Level Intensity Measures using Earthquake Source Parameters and Borehole Data". .
  4. Pablo Torres, Jawad Fayaz, and Miguel Medalla (invited revision). "Statistical Evaluation of Steel Moment Frames Response under Crustal and Subduction Seismic Environments". .
  5. Jawad Fayaz and Carmine Galasso (2024). "Interpretability and Spatial Efficacy of Deep-Learning-based On-Site Early Warning Framework using Explainable Artificial Intelligence and Geographically Weighted Random Forests". Geoscience Frontiers, Vol 15, Issue 5, 101839. See Article
  6. Abdullah Sagheer, Mohammad AlHamaydeh, Jawad Fayaz, and Zaid A. Al-Sadoon (2024). "Deep Learning-Based Modeling of the Cyclic Behavior of Replaceable Fuse Buckling-Restrained Braces (BRBs) Structures". Structures, Vol 63, 106484 See Article
  7. Lauren McMillan, Jawad Fayaz, and Liz Varga (2024). "Domain-Informed Variational Neural Networks and Support Vector Machines based Leakage Detection Framework to Augment Self-Healing in Water Distribution Networks". Water Research, Vol. 249, 120983. See Article
  8. Jawad Fayaz, Rodrigo Astroza, Claudio Angione, and Miguel Medalla (2024). "Data-Driven Analysis of Crustal and Subduction Seismic Environments using Interpretation of Deep Learning-based Generalized Ground Motion Models". Expert Systems with Applications, Vol. 238, Part A, 121731. See Article
  9. Lauren McMillan, Jawad Fayaz, and Liz Varga (2023). "Flow Forecasting for Leakage Burst Prediction in Water Distribution Systems using Long Short-Term Memory Neural Networks and Kalman Filtering". Sustainable Cities and Society, Vol. 99, 104934. See Article
  10. Jawad Fayaz, Pablo Torres, Miguel Medalla, and Farzad Naeim (2023). "Assessment of Ground Motion Amplitude Scaling using Intrepretable Gaussian Process Regression: Application to Steel Moment Frames". Earthquake Engineering and Structural Dynamics, Vol. 52, Issue 8, Pages 2339-2359. See Article
  11. Jawad Fayaz, Miguel Medalla, Pablo Torres, and Carmine Galasso (2023). "Recurrent Neural Networks based Generalized Ground Motion Model for Chilean Subduction Seismic Environment". Structural Safety, Vol. 100, Pages 102282. See Article
  12. Jawad Fayaz and Carmine Galasso (2023). "A Deep Neural Network Framework for Real-Time On-Site Estimation of Acceleration Response Spectra of Seismic Ground Motions". Computer-Aided Civil And Infrastructure Engineering, Vol. 38, Issue 1, Pages 87-103. See Article
  13. Kenneth Otarola, Jawad Fayaz, and Carmine Galasso (2022). "Fragility and Vulnerability Analysis of Deteriorating Ordinary Bridges under Simulated Ground Motion Sequences". Earthquake Engineering and Structural Dynamics, Vol. 51, Issue 13, Pages 3215-3240. See Article
  14. Jawad Fayaz and Carmine Galasso (2022). "A Generalized Ground Motion Model for Consistent Mainshock-Aftershock Intensity Measures using Successive Recurrent Neural Networks". Bulletin of Earthquake Engineering, Vol. 20, Pages 6467-6486. See Article
  15. Enrico Tubaldi, Francesca Turchetti, Ekin Ozer, Jawad Fayaz, Pierre Gehl, and Carmine Galasso (2022). "Assessment of Structural Damage under Mainshock and Future Aftershock Events". Earthquake Engineering and Structural Dynamics, Vol. 51, Issue 10, Pages 2496-2519. See Article
  16. Jawad Fayaz and Farzin Zareian (2021). "An Efficient Algorithm to Simulate Site-Based Ground Motions that match a Target Spectrum". Earthquake Engineering and Structural Dynamics, Vol. 50, Issue 13, Pages 3532-3549. See Article
  17. Jawad Fayaz, Sanaz Rezaeian, and Farzin Zareian (2021). "Evaluation of Simulated Ground Motions using Probabilistic Seismic Demand Analysis: CyberShake (ver. 15.12) Simulations for Ordinary Standard Bridges". Soil Dynamics and Earthquake Engineering, Vol. 141, Pages 106533. See Article
  18. Jawad Fayaz, Sarah Azar, Mayssa Dabaghi, and Farzin Zareian (2021). "An Efficient Algorithm to Simulate Hazard-Targeted Site-Based Synthetic Ground Motions". Earthquake Spectra, Vol. 37, Issue 2, Pages 876-902. See Article
  19. Jawad Fayaz, Yijun Xiang, and Farzin Zareian (2020). "Generalized Ground Motion Prediction Model using Hybrid Neural Network". Earthquake Engineering and Structural Dynamics, Vol. 50, Issue 6, Pages 1539-1561. See Article
  20. Jawad Fayaz, Sarah Azar, Mayssa Dabaghi, and Farzin Zareian (2020). "Methodology for Validation of Simulated Ground Motions for Seismic Response Assessment: Application to Cybershake Source-Based Ground Motions". Bulletin of Seismological Society of America, Vol. 111, Issue 1, Pages 226-241. See Article
  21. Jawad Fayaz, Mayssa Dabaghi, and Farzin Zareian (2020). "Utilization of Site-Based Simulated Ground Motions for Hazard-Targeted Seismic Demand Estimation: Application for Ordinary Bridges in Southern California". Journal of Bridge Engineering, Vol. 25, Issue 11. See Article
  22. Jawad Fayaz, Miguel Riquelme, and Farzin Zareian (2020). "Sensitivity of the Response of Box-Girder Seat-Type Bridges to the Duration of Ground Motions arising from Crustal and Subduction Earthquakes". Engineering Structures, Vol. 219, Pages 110845. See Article
  23. Pablo Torres, Jawad Fayaz, and Farzin Zareian (2020). "Strength Resistance Factors for Seismic Design of Exposed Based Plate Connections in Special Steel Moment Resisting Frames". Earthquake Spectra, Vol. 36, Issue 2, Pages 537-553. See Article
  24. Jawad Fayaz and Farzin Zareian (2019). "Reliability Analysis of Steel SMRF and SCBF Structures considering the Vertical Component of Near-Fault Ground Motions". Journal of Structural Engineering, Vol. 145, Issue 7, Pages 04019061. See Article
  25. Jawad Fayaz, Adarsha C. Y, T. Raghavendra, K. Natarajan, and B.C. Udayashankar (2019). "Structural Behavior of R.C. Members Reinforced with Waste Plastic incorporated Glass Fibre Reinforced Polymer (WPGFRP) Rebars". Journal of Building Engineering, Vol. 23, Pages 172-184. See Article
  26. T. Raghavendra, H. Siddanagouda, Jawad Fayaz, Adarsha C.Y, and B.C. Udayashankar (2018). "Mitigation of H2S Emissions by Recycling Discarded Gypsum Wall Boards in CLSM". Global Journal of Researches in Engineering, Vol. 18, Issue 1-E. See Article

Conference Proceedings

  1. Jawad Fayaz and Ádám Zsarnóczay (2024). "Domain-Informed Bayesian Neural Networks based Structural Demand Surrogate Models for Steel Moment Frames". 18th World Conference on Earthquake Engineering (18WCEE), Milan, Italy, July 2024.
  2. Jawad Fayaz, Rodrigo Astroza, and Sergio Ruiz (2024). "A Hybrid Deep Learning and Bayesian Updating Based Regional Earthquake Early Warning Framework". 18th World Conference on Earthquake Engineering (18WCEE), Milan, Italy, July 2024.
  3. Jawad Fayaz, Rodrigo Astroza, and Miguel Medalla (2023). "REWFERS: A Regional Early Warning Framework for Estimating Response Spectra". 14th International Conferences on Applications of Statistics and Probability in Civil Engineering (ICASP14), Dublin, Ireland, July 2023. See Article
  4. Pablo Torres, Jawad Fayaz, and Miguel Medalla (2023). "Sensitivity Analysis of the Seismic Response of Steel Moment Frames Under Different Earthquake Scenarios". 12th International Conference on Structural Dynamics (EURODYN), Delft, Netherlands, July 2023. See Article
  5. Jawad Fayaz, Rodrigo Astroza, and Miguel Medalla (2022). "REWFERS: A Deep-Learning-Based Regional Early Warning Framework for Estimating Response Spectra". Interdisciplinary Group of Seismic Hazard, Santiago, Chile, November 2022.
  6. Jawad Fayaz (2022). "ROSERS – A Deep Learning Framework for Earthquake Early Warning and its Interpretation". 17th Symposium on Earthquake Engineering (17SEE), Roorkee, India, November 2022. See Article
  7. Lauren McMillan, Jawad Fayaz, and Liz Varga (2022). "Machine-Learning-Based Health Monitoring and Leakage Management of Water Distribution Systems". International Conference on Evolving Cities (ICEC), Southampon, UK, July 2022. See Article
  8. Jawad Fayaz and Carmine Galasso (2022). "ROSERS - Real-time On-Site Estimation of Response Spectra". 12th National Conference on Earthquake Engineering, Utah, USA, June 2022. See Article
  9. Jawad Fayaz and Carmine Galasso (2022). "A Generalized Ground Motion Model for Consistent Mainshock-Aftershock Ground Motion Intensity Measures using Deep Neural Networks". 12th National Conference on Earthquake Engineering (12NCEE), Utah, USA, June 2022. See Article
  10. Jawad Fayaz, Miguel Medalla, Pablo Torres, and Carmine Galasso (2022). "A Deep-Learning-Based Generalized Ground Motion Model for the Chilean Subduction Seismic Environment". 12th National Conference on Earthquake Engineering (12NCEE), Utah, USA, June 2022. See Article
  11. Kenneth Otarola, Jawad Fayaz, and Carmine Galasso (2022). "Fragility Analysis of Deteriorating Bridge Components Subjected to Simulated Ground-Motion Sequences". 12th National Conference on Earthquake Engineering (12NCEE), Utah, USA, June 2022. See Article
  12. Farzin Zareian, Sanaz Rezaeian, and Jawad Fayaz (2020). "Progress and Challenges in Validation of Simulated Earthquake Ground Motions for Engineering Practice". AGU Fall Meeting, Online, USA, December 2020. See Article
  13. Jawad Fayaz, Yijun Xiang, and Farzin Zareian (2020). "Ground Motion Spectral Estimation using Recurrent Neural Networks (RNN)". 17th World Conference on Earthquake Engineering (17WCEE), Sendai, Japan, September 2020. See Article
  14. Jawad Fayaz, Mayssa Dabaghi, and Farzin Zareian (2020). "Guidelines for Utilization of Site-Based Simulated Ground Motions for Performance-Based Earthquake Engineering of Ordinary Bridges". 17th World Conference on Earthquake Engineering (17WCEE), Sendai, Japan, September 2020. See Article
  15. Alessandro Cardoni, Jawad Fayaz, Gian P. Cimellaro, and Farzin Zareian (2020). "Utilizing Simulated Ground Motions to Quantify Highway Network Performance during Moderate Seismic Events". 17th World Conference on Earthquake Engineering (17WCEE), Sendai, Japan, September 2020. See Article
  16. Jawad Fayaz, Yijun Xiang, and Farzin Zareian (2019). "Performance Assessment of Bridges Under A Sequence of Seismic Excitations". Computational Methods in Structural Dynamics & Earthquake Engineering (COMPDYN 2019), Crete Island, Greece, June 2019. See Article
  17. Jawad Fayaz, Mayssa Dabaghi, and Farzin Zareian (2019). "Probabilistic Analytical Benchmarking of Source-Based and Site-Based Ground Motion Simulation Models". 13th International Conferences on Applications of Statistics and Probability in Civil Engineering (ICASP13), Seoul, South Korea, May 2019. See Article
  18. Jawad Fayaz, Miguel Riquelme, and Farzin Zareian (2019). "Sensitivity of The Response of Box-Girder Seat-Type Bridges to the Duration of Ground Motions Arising from Subduction Earthquakes". XII Chilean Conference on Seismology and Earthquake Engineering (ACHISINA), Valdivia, Chile, April 2019. See Article
  19. T. Raghavendra, H. Siddanagouda, Jawad Fayaz, Adarsha C.Y, and B.C. Udayashankar (2016). "Performance of Ternary Binder Blend containing Cement, Waste Gypsum Wallboards and Blast Furnace Slag in CLSM". ELSEVIER- Procedia Engineering, Vol. 145, Pages 104-111, April 2016. See Article

Posters

  1. Jawad Fayaz and Ádám Zsarnóczay (2024). "Domain-Informed Bayesian Neural Networks based Structural Surrogate Models for Seismic Demand Estimation of Steel Moment Framed Buildings". NHERI Computational Symposium, Los Angeles, CA, USA, February 2024.
  2. Jawad Fayaz and Carmine Galasso (2022). "A Generalized Ground Motion Model for Consistent Mainshock-Aftershock Ground Motion Intensity Measures using Deep Neural Networks". 12th National Conference on Earthquake Engineering, Salt Lake City, UT, USA, June 2022. See Poster
  3. Jawad Fayaz, Sanaz Rezaeian, and Farzin Zareian (2020). "Method for Evaluation of Simulated Ground Motions Based on Probabilistic Seismic Demand Analysis: Application on CyberShake (15.12) Simulations using Ordinary Standard Bridges". SCEC Annual Meeting, CA, USA, September 2020. See Poster
  4. Jawad Fayaz, Sarah Azar, Mayssa Dabaghi, and Farzin Zareian (2020). "Validation and Utilization of Physics-Based Simulated Ground Motions for Bridge Performance Assessment". PEER Annual Meeting, Berkeley, CA, USA, January 2020. See Poster
  5. Jawad Fayazand Farzin Zareian (2018). "Reliability Analysis of Steel SMRF and SCBF Structures considering the Vertical Component of Near-Fault Ground Motions". PEER Annual Meeting, Berkeley, CA, USA, January 2018. See Poster

Book Chapters

  1. T. Raghavendra, Jawad Fayaz, M Gurunandan, and H.P. Vageesh (2022). "Chapter 20- Application of fly ash in flowable fills and self-compacting concretes". Handbook of Fly Ash, 1st Edition, Elsevier. Paperback ISBN: 9780128176863. See Book

Patent

Jawad Fayaz, Adarsha C. Y., Raghavendra T., Natarajan K., and Udayashankar B. C. "Waste Plastic Incorporated Fibre Reinforced Polymer Bars", Indian Patent # 354719, Granted 12/2020. See Certificate