Projects

On-going

1. Implementation of Hybrid Simulation Using Micro-controllers [Sponsors: SinBerBEST & PEER]
2. Natural Language Processing and Text Analytics for Earthquake Reconnaissance [Sponsor: PEER]
3. Performance Based Engineering for Resilient Food Industry [Part of the AIFS: AI Institute for Food Systems]
4. Revisiting the BART Trains Stoppage Thresholds for Earthquake Early Warning System [Sponsor: BART]
5. Damage Evaluation Modeling and Verification Using Ballistic Equipment

Recently completed

• Localized Damage Detection of CSMIP Instrumented Buildings using Cumulative Absolute Velocity: A Machine Learning Approach [Sponsors: CSMIP & Taisai Chair]
  
• Passive Structural Control Using an Impact Mass Damper (A Poster for: Table50 Event) [Collaborators: Roberto Andreotti & Oreste S. Bursi – University of Trento, Italy]

Future

1. Ensemble Machine Learning Framework for Vibration-based Structural Health Monitoring [Sponsor: CSMIP]
2. Transdisciplinary Cyber-Physical System Data Acquisition Quality Assessment and Configuration Adaptation [Sponsor: NSF]

Related Posters

1. Holistic Design Platform (HDP) Under Uncertainty, 2017 SinBerBEST Annual Symposium, Singapore.
2. Simulations of Innovative Solutions for Energy Efficient Building Facades, 2017 SinBerBEST Annual Symposium, Singapore.
3. Deep Residual Net with Transfer Learning for Image-based Structural Damage Recognition, 2018 PEER Annual Meeting, Berkeley, CA.
4. P-Loc: A Device-free Indoor Localization System Utilizing Building Powerline Network, 2018 PEER Annual Meeting, Berkeley, CA.
5. A Machine-Learning Approach Toward Assessing Severity of Earthquake Induced Damage, 2018 PEER Annual Meeting, Berkeley, CA.
6. PEER Hub Image-Net Challenge 2018 and ø-Net, 2019 PEER Annual Meeting, Los Angeles, CA.
7. Human-Machine Collaboration Framework for Structural Health Monitoring, 2019 PEER Annual Meeting, Los Angeles, CA.
8. Laser-based Settlement Measurement of Bridges for Improved Decision Making, 2019 PEER Annual Meeting, Los Angeles, CA.
9. Simulation Frameworks for Assessing Community Resilience Under Natural Hazards, 2019 PEER Annual Meeting, Los Angeles, CA.
10. Theme C: Agile Design of the Building Envelope for Energy Efficiency and Human Comfort, 2019 SinBerBEST Annual Symposium, Singapore.
11. Theme E: Cyber Physical Testbeds and Large Scale Deployments, 2019 SinBerBEST Annual Symposium, Singapore.
12. Visualizing and Understanding Deep CNN in Image-based Structural Health Monitoring, 2020 PEER Annual Meeting, Berkeley, CA.
13. Natural Language Processing and Text Analytics for Earthquake Reconnaissance, 2020 PEER Annual Meeting, Berkeley, CA.
14. Human-Machine Collaboration Framework for Bridge Health Monitoring, 2020 PEER Annual Meeting, Berkeley, CA.
15. Performance-based Earthquake Design Optimization of Buildings, 2020 PEER Annual Meeting, Berkeley, CA.
16. Revisiting the BART Trains Stoppage Thresholds for Earthquake Early Warning System (Phase I), 2020 PEER Annual Meeting, Berkeley, CA.