NHERI Computational Symposium

February 1-2, 2024

Agenda


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February 1

7:00 AM   Buffet breakfast (Centennial Ballroom)
8:30         Welcome - Matthew DeJong (Centennial Ballroom)
8:40         NSF Welcome - Daniel Linzell
8:50         Research and Development Highlights and Future Opportunities in Computational Simulation for Natural Hazards Engineering - Greg Deierlein & Scott Brandenberg 
9:30         Session 1 (Centennial Ballroom)
  • Impacts of M9 Cascadia Subduction Zone Earthquakes on the Seismic Performance of Tall Non-Ductile Reinforced Concrete Shear Wall Buildings - Carlos Molina Hutt
  • A Deep Learning-based Multi-Fidelity Monte Carlo (DL-MFMC) scheme for efficient reliability analysis of nonlinear structural systems subject to natural hazards - Seymour Spence
  • Automating assembly-based visual damage detection to accelerate learning from disasters - Tracy Kijewski-Correa

Abstracts

10:30        Break
11:00        Session 2 (Centennial Ballroom)
  • Optimal scenario selection for probabilistic multi-hazard analyses - Neetesh Sharma
  • How important are parameter choices in seismic loss and recovery time estimation? - Pouria Kourehpaz
  • Physics and data co-driven surrogate modeling for high-dimensional rare event simulation - Jianhua Xian
  • Uncertainty quantification of wind-tunnel-informed translation models for simulation of non-Gaussian stochastic wind pressures on buildings - Arthriya Subgranon
  • Multi-scale simulation of typhoon wind field at building scale utilizing mesoscale model with nested large eddy simulation - Ahsan Kareem
  • Bringing Disney-esque Approaches to Tsunamis and Storm-Surge Design / Uncertainty Quantification via the NHERI SimCenter's HydroUQ - Justin Bonus
  • A unifying framework and a shared model library for hurricane wind damage and loss simulation - Rachel Hamburger
  • Using Functional Recovery Simulations to Inform Stakeholder Decisions - Francisco A. Galvis & Barbara Gao

Abstracts

12:10        Lunch
1:00          Session 3 (Breakout rooms)
  • Using red tag probability to inform functional recovery design provisions - Kristen Blowes
  • Enhancing Coastal Resilience to Hurricane-Induced Debris: Application of Deep Learning Algorithms - Kooshan Amini
  • Critical-Infrastructures Resilience Across US States During Extreme Events: Hurricane Harvey Versus Irma - Pallab Mozumder
  • Alternatives for Resilient Communities with Consideration of Uncertainty - Zeinab Farahmandfar
  • Ensemble-based Time Series Modeling for Predicting Power Outages During Extreme Weather: A Multi-factor Approach Integrating Meteorological, Geographical, and Socio-Demographical Features - Jangjae Lee
  • Community resilience analysis under seismic hazard using agent-based modeling approach - Xu Han
  • A Framework for Predicting a Community's Post-Disaster Temporary Housing Demand - Amin Enderami
  • Assessing Adaptive Resilience in School Districts During Hurricane-Induced Closures - Diako Abbasi

Abstracts

  • Balancing Protection and Risk: Understanding the Dual Impact of Trees on Low-Rise Buildings During Extreme Wind Events - Amal Elawady
  • Probabilistic Hydrodynamic Modeling of Compounding rain-storm surge Flood Events for Vulnerability Assessments of Critical Infrastructures in Coastal Cities - Eunsaem Cho
  • Model-data validation of the IN-CORE damage model for buildings impacted by Hurricane Ian (2022) at Fort Myers Beach, Florida - Mehrshad Amini
  • Efficient Computational Strategies to Facilitate High-Fidelity Regional Seismic Risk and Resilience Assessment - Laxman Dahal
  • State-of-the-Art Modeling of Post-Disaster Waste Material Quantity and Composition from the Kahramanmaras Earthquake - Derek Manheim
  • Earthquake hindcasting and assessment of structural damage in an inventory of tall welded steel moment frame buildings - Juan Miguel Valois Martinez
  • Exploring the sensitivity of regional risk assessment in the context of reduced order model fidelity - Parisa Toofani Movaghar
  • Fragility field for the performance-based earthquake engineering on a regional scale - Sebin Oh
  • Improving regional building damage estimation with sparse samples using a Gaussian Process based multi-fidelity learning method - Gaby Ou

Abstracts

  • Hierarchical Bayesian Modeling and Updating Applied to Linear FE Model of the Geisel Library - Maitreya Manoj Kurumbhati
  • Model misspecification in seismic code-prescriptive and risk-based assessments of CA bridges - Chenhao Wu
  • DesignSafe Machine Learning Example Case for Regression Analysis - Kayla Erler
  • A surrogate model for the prediction of the hysteresis behavior of reinforced concrete columns - Miguel Gomez
  • Gaussian Process Surrogate-Aided Efficient Bayesian Posterior Sampling - Aakash Bangalore Satish
  • Data-Physics Coupling Driven Multi-Scale Response Simulation Method for Shear Wall Structures - Yongjia Xu

Abstracts

  • Uncertainty quantification and guidance on the use of stochastic wind load models calibrated using wind tunnel experimental data - Thays Duarte
  • Database-enabled surrogate modeling to predict surface wind pressure statistics of two adjacent buildings - Sang-ri Yi
  • Hurricane damage estimation for clusters of buildings based on CFD simulations - Seymour Spence
  • Towards addressing the wildfire problem: Large-scale simulation of fire spread in communities - Negar Elhami-Khorasani
  • Partitioned Coupling OpenFOAM to OpenSees for Multi-hazard Fluid-Structure-Interaction Simulation of Civil Engineering Structures - Nicolette Lewis
  • Fluid-Structure Interaction with ALE-SSM: A new approach to simulate structural responses to fluid-induced loading for natural hazards - Dimitrios Kalliontzis
  • Assessing Coastal Bridge Vulnerability to Wave Loading During Hurricanes - Fahad Pervaiz
  • An application of hydrodynamic real time hybrid simulation to examine the response of single-degree-of-freedom oscillator subjected to solitary waves - Akiri Seki

Abstracts

2:20        Break
2:45        Session 4 (Centennial Ballroom)
  • Probabilistic machine learning approaches for efficient regional-scale seismic fragility and loss assessments of buildings - Wenyang Zhang
  • Complete Reconstruction of Backbone Curves for use in Structural Macro-Element Models - Henry Burton
  • AI for ASCE 41 Life Safety Seismic Performance Evaluation - Insung Kim
  • Surrogate Models of Highway Bridges for Regional-Scale Simulations of Transportation Networks - Mia Lochhead
  • Use of machine learning to identify mechanistic behavior of housing during the 2021 Marshall Fire - Erica Fischer
  • Machine-learning-enabled Dynamic Vegetation Mapping for Enhanced Wildfire Risk Assessment - Nasimeh Rashidi
  • Zero-shot Building Attribute Extraction from Large-Scale Vision and Language Models - Fei Pan
  • Machine-Learning Surrogates for Second-Order Corrections in Wave Models - Patrick Lynett
  • Scientific Machine Learning Enhanced Computational Fluid Dynamics - Jian-Xun Wang
  • Optimizing Post-Hurricane Recovery of Interdependent Infrastructure Systems via Knowledge-Enhanced Deep Reinforcement Learning - Teng Wu

Abstracts

4:00        Session 5 (Centennial Ballroom)
  • Risk Assessment Class Taxonomy: Workflows for different levels of multi-hazard risk assessment - Kenny Buyco
  • A Computational Workflow for Predicting Long-term Housing Recovery - Elaina Sutley
  • Three example computational workflows as vehicles to enhance collaboration and advance research - Rachel Davidson

Abstracts

4:45        Wrap-up Plenary
5:00        Closure
5:00 - 7:00   Poster Session & Welcome Reception

 



February 2

7:00 AM  Buffet Breakfast (Centennial AB)
8:30        Welcome - Matthew DeJong (Centennial AB)
8:45        Session 6 (Breakout rooms)

Invited Speakers

The DesignSafe cyberinfrastructure is an integral part of research discovery by providing a CoreTrust Seal certified data repository, access to high performance computing resources, and cloud-based tools to support analysis, visualization, and assimilation of diverse data types. The DesignSafe vision is to foster a cultural shift in natural hazards research toward the pervasive use of cyberinfrastructure and ubiquitous publishing/reuse of data. This session provides a brief overview of DesignSafe, followed by presentations delivered by researchers who have made innovative use of DesignSafe tools.
Speakers
  • Quantifying the Effects of Seismic Loading History on the Collapse Behavior of Concrete Columns - Seyed Sasan Khedmatgozar Dolati
  • Leveraging cyberinfrastructure to support modeling of hurricane-induced debris impacts for coastal community resilience analysis - Kooshan Amini
  • Bringing Disney-esque Approaches to Tsunami, Storm-Surge, and Debris-Field Simulation / Uncertainty Quantification via the NHERI SimCenter's HydroUQ - Justin Bonus
  • DesignSafe Machine Learning Example Case for Regression Analysis - Kayla Erler

Abstracts

Presentations followed by a panel discussion

Data collected from natural hazards reconnaissance has been informing computational modeling of the hazards and their impacts for decades. However, new technologies for gathering reconnaissance data that is high resolution, three dimensional, easily repeated at time intervals following events, and that crosses disciplinary boundaries, have transformed what is possible. This session will present three ongoing projects that use reconnaissance data to help develop, inform, and validate computational models and/or their input. The projects use data sets that span geographic scales, time scales, and social scales. Following presentations from each project, a panel discussion will then explore the future of computational models informed by rich reconnaissance data sets and identify additional data that should be collected in the future. 

Speakers
  • NHERI SimCenter Workflows for Automated Extraction of Inventory and Damage Data from NHERI RAPID Reconnaissance Data - Barbaros Cetiner
  • Estimation of the behavior of a corroded steel industrial building using lidar generated section properties - Erica Fischer
  • Characterizing Damage to a Full-Scale Reinforced Concrete Building Tested using lidar - Laura Lowes
  • Virtual Damage Assessment of Buildings Impacted by Hurricane Ian (2022) in Fort Myers Beach, FL - Sebastiao Appleton Figueira

Abstracts

Panel Discussion

This session focuses on opportunities for leveraging computational simulation tools to enrich university curricula. A panel comprising experts from industry and academia will share their thoughts on how changes in engineering education can better prepare the next generation for emerging trends in engineering practice, including the automation of workflows and the rising number of projects that require large, multi-disciplinary teams to achieve resilience and sustainability goals. We invite the audience to participate in a discussion of the role of computational simulation tools in this changing environment. The session will explore i) the skills and competencies newly hired engineers need to contribute to these emerging trends in professional practice; ii) the extent to which expertise in general programming and machine learning can be leveraged by a professional engineer; and iii) how existing university courses can be updated and new courses developed to better prepare students for a rapidly evolving professional practice.

Panelists

  • Kenny Buyco - ARUP
  • Barbara Gao - Thornton Tomasetti
  • Maria Koliou - Texas A&M University
  • Barbara Simpson - Stanford University

Presentation and discussions

Advancements in computational modeling and probabilistic analysis techniques are enabling the assessment of natural hazards and their impact on the built environment (buildings and lifelines) and communities with unprecedented scale and resolution. The outcome of such analysis techniques becomes an invaluable ingredient in guiding emergency responses, assessing societal consequences, simulating the recovery phase, and optimizing disaster policy and design decisions. At the same time, such an attempt at large-scale regional risk assessment presents opportunities for researchers to tackle previously unexplored challenges. Such challenges can be associated, for example, with high-dimensional, spatiotemporally correlated hazard and system response descriptions, scarcity of data needed for the development of models for extreme hazard and corresponding system response, trade-offs between the analysis resolution and computational burden under limited resources, complex interdependency between component and system behaviors, and conflicting influences of hazards on the subcomponents of the system and resulting conflicting policy decision objectives. This setting creates new opportunities (for addressing the aforementioned challenges) for the use of advanced UQ techniques (e.g., surrogate modeling, sensitivity analysis, adaptive sampling, multi-fidelity approaches, low-dimensional latent space projections, multi-objective optimization) and for promoting interdisciplinary efforts to expand the frontiers of the domain. This session will showcase ongoing efforts in enabling regional-scale modeling and risk assessment, with the intention to create a dialog and foster collaborative efforts between researchers. It will combine a small number of presentations and open dialog on this broader topic.

Speakers
  • Stochastic sampling strategies for infrastructure risk assessment - Jack Baker
  • Dynamic cities, dynamic natural-hazard risk: representing urban changes and hazard interactions in regional risk modeling for decision  making under deep uncertainty - Carmine Golasso
  • Promoting computational efficiency for regional risk assessment applications - Alexandros Taflandis

Abstracts

Presentations and Discussion

In this session, we will hear an update on recent and planned changes to R2D made in response to feedback from the community. We will also hear example past and potential future use cases of models being linked to R2D. With these presentations for inspiration, we will discuss the value and promise of R2D in advancing socio-economic disaster research.

Invited Speakers

  • Luis Ceferino
  • Elaina Sutley
9:30        Break
10:00      Session 7 (Breakout rooms)

Short Presentations with Guided Discussions

This interactive session will examine the capabilities and development needs for SimCenter applications to support regional earthquake simulations. The session will emphasize regional simulations to address specific planning and policy decisions that incorporate (1) multi- resolution models for buildings, bridges, lifeline systems and other assets, and (2) correlations and/or interdependencies between assets and systems. Regional simulations with multi- resolution models are envisioned as essential where detailed performance assessment of certain assets is integral to accurate assessment of earthquake impacts and recovery of the overall community. An example is assessing the adequacy medical services following an earthquake, where the supply of medical services is dictated by the performance of a few selected hospital facilities (modeled in high resolution) and the demand is driven by overall damage to a large inventory of buildings (modeled with lower resolution). Another example is where regional recovery is impacted by safety cordons around damaged buildings or disruption to vital transportation or other infrastructure. The session will be organized in two parts, where the first portion have a series of guided discussions of the specific components of regional earthquake simulations, including characterization of earthquake hazard and inventory data, asset modeling and performance assessment with reduced-order and surrogate models, and evaluation of recovery and socio- economic impacts. Each of these discussions will be prompted by short presentations on the current capabilities of SimCenter applications (quoFEM, EE-UQ, PBE, and R2D) and related software tools and supporting data. The second part of the session will explore ideas and plans for regional earthquake testbed studies that can be championed by the SimCenter to promote collaboration to advance research and modeling capabilities for multi-resolution regional simulations.

Objectives:

  • Grow attendee awareness of the SimCenter’s software applications and regional simulation workflow and how they can be used to study earthquake events.
  • Grow community ownership of the SimCenter’s regional simulation workflow and the opportunities for further development through discussant-led segments.
  • Identify actionable enhancements to the fidelity and robustness of the SimCenter’s regional simulation workflow components.
  • Spur use of the SimCenter workflow for continued investigations of earthquake impacts by the user community.

Panel Discussion

This interactive session is designed for attendees interested in understanding opportunities and needs in the simulation of windstorm events and their impacts across regions, inclusive of both wind and storm surge/wave effects. The session will introduce attendees to the current workflow for regional simulation of windstorm events, such as hurricanes. Invited discussants will lead 30-minute discussion blocks around three workflow modules associated with Hazard Description, Response Estimation, and Performance Assessment. Each block will begin with discussants presenting a vignette on their research related to this module. Each discussant will be invited to reflect on opportunities to improve the fidelity of and capabilities within that workflow module, while maintaining computational tractability. This will then prompt an interactive discussion with the audience on how the community can work with the SimCenter to seize these opportunities or address other related needs such as reduced-order models or uncertainty quantification. The session will close with a reflection on gaps in existing inventories/inventory generation tools that must be addressed to realize the desired enhancements in the hazards, response and performance modules.

Objectives:

  • Grow attendee awareness of the SimCenter’s regional simulation workflow and how it can be used to study windstorm events.
  • Grow community ownership of the SimCenter’s regional simulation workflow and the opportunities for further development through discussant-led segments.
  • Identify actionable enhancements to the fidelity and robustness of the SimCenter’s regional simulation workflow in dialog with attendees.
  • Spur potential use of the SimCenter workflow for continued investigations of hurricane impacts by the user community.

Agenda:

10:00 AM: Introduction & Table Setting: Tracy Kijewski-Correa, University of Notre Dame
10:05 AM: Hazard Description: Teng Wu, University at Buffalo
10:40 AM: Performance Assessment of Buildings: Jean-Paul Pinelli, Florida Institute of Technology
11:15 AM: Performance Assessment of Infrastructure: Luis Ceferino, University of California, Berkeley
11:50 PM: Recap of Key Takeaways: Tracy Kijewski-Correa, University of Notre Dame
12:00 PM: Session Close

Presentations and Discussions

Emerging Hazards for NHERI SimCenter: Co-development and Support Efforts The objective of this session will be to survey research and development activities on emerging hazards that are affecting an ever-growing list of regions and communities, and examine how NHERI SimCenter might accelerate those efforts. The session will feature lightning talks (~7 minutes each) and an open discussion (~1 hour) moderated by the session organizer, Dr. Ertugrul Taciroglu. Open discussion will focus on the following questions:

  • What are the specific threads of inquiry on emerging hazards by the research community?
  • What are the common simulation tools in these efforts that could be shared?
  • What are the existing tools/databases that SimCenter can integrate into DesignSafe that would benefit the research community?
  • What additional development efforts are needed to advance research on emerging hazards?

Abstracts

Presentations and Discussions

Within the modeling community and beyond, computational fluid dynamics has become a popular approach for simulating wind and water-related hazards.  This session will bring together interested modelers to discuss the present and future of computational fluid dynamics and how we can promote the development of a culture of CFD.  Topics will include increasing scales with increasing computing power, such as extensions from single building to building clusters, stochastic considerations, or refined local response, use of Machine Learning and implementation of GPU to expedite CFD simulations.  Continuing challenges such as applications for regional testbeds, multi-hazard modeling, proper benchmarking, and complex flow dynamics (e.g., wind/wave environment, non-synoptic winds, turbulent flows) will be discussed.  Looking forward, we will present examples of prototype CFD front ends and discuss best practices for new users.

Session Agenda

Introduction, Ahsan. Kareem and Mike Motley, Facilitators

Multi-Hazard

Effects of helical-shaped blades on turbulent flows in large arrays of vertical-axis wind turbines - Di Yang

Towards high-fidelity large-eddy simulation of extreme wind/wave events in coastal regions - Catherine Gorle

Wave loads on Structures - Nicolette Lewis and Mike Motley

Discussion

Wind Loads

Stochastic and CFD Modeling for PBD for wind - Seymour Spence

Simulation of Non-Synoptic Winds, Project NSF REWRITE - R. Panneer Selvam

Digital Wind Tunnel - Abiy Melaku

Discussion

Closing Comments on Wind and Surge/Wave Simulation

Abstracts

12:00        Symposium Close
12:00 - 1:30 Networking Lunch (UCLA Engineering Building)
1:30 - 2:30
  • Track 1: Open Consultation Sessions (Open format for Q/A, accelerating your research, and collaborations) [Engineering Building VI, Cohen Meeting Room 134]
  • Track 2: Hands-On Guidance: Navigating R2D Tool [Engineering Building VI, Room 289]
  • Track 3: Hands-On Guidance: Navigating WE-UQ, Hydro-UQ, and quoFEM [BioEngr Building V : EV4101]
  • Track 4: Hands-On Guidance: Navigating EE-UQ, PBE Application, and quoFEM [BioEngr Building V : EV5101]
  • Track 5: OpenSees on DesignSafe [Engineering Building VI, Room 100-E6]
  • Track 6: AI/ML within DesignSafe JupyterHub [Engineering Building VI, Mong Learning Center]
  • Track 7: NSF Office Hours with Program Director Joy Pauschke* [Engineering Building VI, Room 372]

* Sign-up required email Joy Pauschke <jpauschk@nsf.gov> to request a time slot.

2:40 - 3:30

These tracks are duplicates of the 1:30 pm session, providing you the flexibility to attend multiple tracks.

  • Track 1: Open Consultation Sessions (Open format for Q/A, accelerating your research, and collaborations) [Engineering Building VI, Cohen Meeting Room 134]
  • Track 2: Hands-On Guidance: Navigating R2D Tool [Engineering Building VI, Room 289]
  • Track 3: Hands-On Guidance: Navigating WE-UQ, Hydro-UQ, and quoFEM [BioEngr Building V : EV4101]
  • Track 4: Hands-On Guidance: Navigating EE-UQ, PBE Application, and quoFEM [BioEngr Building V : EV5101]
  • Track 5: OpenSees on DesignSafe [Engineering Building VI, Room 100-E6]
  • Track 6: AI/ML within DesignSafe JupyterHub [Engineering Building VI, Mong Learning Center]
  • Track 7: NSF Office Hours with Program Director Joy Pauschke* [Engineering Building VI, Room 372]

* Sign-up required email Joy Pauschke <jpauschk@nsf.gov> to request a time slot.