Probabilistic Incremental Dynamic Analysis for Seismic Isolation Systems through Integration with the NHERI-SimCenter Performance-Based Engineering Application
Abstract
:1. Introduction
Research Significance
2. NHERI-SimCenter Application Framework
- The architecture is designed as a modular framework to integrate with external applications or datasets. This feature can save repeating the work of an existing application and guarantee futural scalability and interoperability. For example, the NHERI-SimCenter team developed pre-and post-processors to benefit from existing applications such as OpenSees [141], OpenFOAM [142], and PEER Strong Ground Motion Databases [143]. Moreover, they developed and linked additional applications with the framework, such as Building Recognition using AI at Large-Scale (BRAIL) [144], to automate the collection of building inventory data;
- End-users can excuse the computational workflow in their local desktop environment or on the cloud through DesignSafe [145]. The second method utilizes high-performance computing resources and parallel workflow executions for large-scale datasets;
- The framework allows for defining input uncertainties in models. It implements uncertainty quantification (UQ) by utilizing Dakota [146] in sampling models with random variables. It supports various UQ methods: forward propagation, sensitivity analysis, and reliability analysis;
- The architecture provides a high order of flexibility and generality. It is designed for NHE problems with different hazards, e.g., earthquake, wind, tsunami, or assets classification, such as buildings, network pipelines, bridges, etc. The ability to customize the scientific workflow, in areas such as available inputs, required outputs, and defined specifications in some models may accommodate the different interests of researchers.
- The first path is the most rapid and straightforward calculation approach, skipping the structural and damage analysis steps. It consists of a single direct step from IM to DVs using vulnerability functions. These functions are calibrated using ground motion intensity maps, and insurance claims data from past earthquakes. This approach may be efficient for limited asset types, i.e., single-family timber houses;
- The second approach breaks the process into two steps: estimating DMs through fragility functions and using consequence functions to identify DVs of repair. Fragility functions are calibrated based on previous earthquake databases of IMs and corresponding DMs for different building types. Similarly, consequence functions can be determined to describe the cost and time of repairs as a function of damages from standard construction practices;
- The third path is the most detailed and computationally demanding approach, as it adds structure analysis to the second path. It requires a sophisticated estimation of structure response through a finite element model or measured with a structural health monitoring system. This response is used to identify the values of EDPs, e.g., peak inter-story drift (PID), residual inter-story drift (R.I.D.), and peak floor acceleration (PFA). Then, calibrated fragility curves measure the damage variables as a function in the EDPs.
- The response model describes the outputs of structural simulations according to types of EDPs written in the raw EDP file. The peak values are selected in terms of (EDP:t-l-d) where t is the EDP type, l refers to the location (the floor), and d represents the direction index according to a predefined list of directions. For example, (PID-2-1) describes the maximum value of inter-story drift that occurred on the second floor and towards the first axis;
- The performance model organizes the asset components (structural, non-structural, and contents) in a descriptive hierarchy for damage analysis based on the FEMA P58 method [148]. The hierarchy consists of three layers:
- The highest level is responsible for defining fragility groups (FGs). Each FG contains all the components whose damage behavior is controlled by the same EDP type and leads to similar consequences. According to the FEMA P58 method [148], buildings have FGs sensitive to either PID or PFA;
- The intermediate layer divides F.G.s into several performance groups (PGs). Components in the same PG are sensitive to the same EDP; their location and direction must be identical;
- The third layer breaks each P.G. into different component groups (CGs). Each CG collects components that experience the same damage. The component quantity of a CG is typically the accumulative amount for components in this group. According to the components, the quantity may be in units of area, length, etc. Additionally, it can comprise random variables with a normal or lognormal distribution;
- The damage model indicates a fragility model for every assembled PG in the performance model based on the damage and loss database. The properties of a fragility model are a collapse limit and damage state groups (DSG.s). A damage state is considered a severity level of expected damage and can occur within a defined limit of the EDP value. The estimated EDP value can trigger one or many damage states (because of the overlapping among EDP limits). Additionally, if it exceeds the group collapse limit, it triggers a collapse model, which is a unique damage state;
- The loss model estimates DVs according to the triggered damage states. Each damage state has a corresponding consequence mode and, similarly, a collapse consequence model in the case of the collapse model. The calibrated consequence functions are used to quantify expected losses, such as the repair costs and times and the number of injuries of various severities.
3. Seismic Isolation
4. Software Description
5. Illustrative Examples
6. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Story | Mass (kg) | Stiffness (kN/m) | Mode | Period of Vibration (s) |
---|---|---|---|---|
5 | 5897 | 19,059 | 6 | 0.05 |
4 | 5897 | 24,954 | 5 | 0.06 |
3 | 5897 | 28,621 | 4 | 0.07 |
2 | 5897 | 29,093 | 3 | 0.12 |
1 | 5897 | 33,332 | 2 | 0.31 |
IS * | 6800 | 232 | 1 | 2.50 |
Label | Year | Station Name | Magnitude | Distance to Fault (km) | Ia (m/s) | Vs30 (m/s) |
---|---|---|---|---|---|---|
EQ1 | 1979 | Brawley Airport | 6.53 | 10.42 | 0.4 | 208.71 |
EQ2 | EC County Center FF | 7.31 | 0.8 | 192.05 | ||
EQ3 | El Centro Array #10 | 8.6 | 0.7 | 202.85 | ||
EQ4 | El Centro Array #4 | 7.05 | 1.4 | 208.91 | ||
EQ5 | El Centro Array #5 | 3.95 | 1.7 | 205.63 | ||
EQ6 | El Centro Array #7 | 0.56 | 1.7 | 210.51 | ||
EQ7 | El Centro Differential Array | 5.09 | 2.1 | 202.26 | ||
EQ8 | Holtville Post Office | 7.5 | 0.9 | 202.89 | ||
EQ9 | 1989 | Saratoga—W Valley Coll | 6.93 | 9.31 | 1.3 | 347.9 |
EQ10 | 1995 | Amagasaki | 6.9 | 11.34 | 2 | 256 |
EDP | Model Label | μ | σ | CV | Min. | 10th P. | 50th P. | 90th P. | Max. |
---|---|---|---|---|---|---|---|---|---|
PFA | A-FixedBase | 0.9725 | 0.2689 | 3.6163 | 0.3816 | 0.6716 | 0.9373 | 1.3014 | 2.5476 |
B-NRB-SI | 0.5146 | 0.1010 | 5.0949 | 0.2570 | 0.3936 | 0.5049 | 0.6483 | 0.9959 | |
C-NRB-VFD-SI | 0.5146 | 0.1005 | 5.1192 | 0.2667 | 0.3943 | 0.5057 | 0.6472 | 0.9576 | |
PID | A-FixedBase | 0.0649 | 0.0173 | 3.7526 | 0.0260 | 0.0450 | 0.0627 | 0.0875 | 0.1590 |
B-NRB-SI | 0.0003 | 0.0001 | 2.6701 | 0.0001 | 0.0002 | 0.0002 | 0.0004 | 0.0010 | |
C-NRB-VFD-SI | 0.0018 | 0.0004 | 4.3819 | 0.0009 | 0.0013 | 0.0018 | 0.0024 | 0.0038 | |
PRD | A-FixedBase | 0.0394 | 0.0152 | 2.6005 | 0.0088 | 0.0232 | 0.0369 | 0.0583 | 0.1484 |
B-NRB-SI | 0.0001 | 0.0001 | 2.4948 | 0.0000 | 0.0001 | 0.0001 | 0.0002 | 0.0006 | |
C-NRB-VFD-SI | 0.0007 | 0.0002 | 2.9580 | 0.0002 | 0.0004 | 0.0006 | 0.0009 | 0.0021 | |
DTM | B-NRB-SI | 0.1885 | 0.0542 | 3.4793 | 0.1060 | 0.1185 | 0.1827 | 0.2524 | 0.2626 |
C-NRB-VFD-SI | 0.1804 | 0.0518 | 3.4820 | 0.1015 | 0.1158 | 0.1738 | 0.2450 | 0.2539 | |
C-NRB-VFD-SI | 183.30 | 32.55 | 5.63 | 129.14 | 139.56 | 179.70 | 228.62 | 244.24 |
Decision Variables | IM = 1 | IM = 3 | IM = 5 | ||||||
---|---|---|---|---|---|---|---|---|---|
Min. | μ | Max. | Min. | μ | Max. | Min. | μ | Max. | |
Collapsed | 0 | 0.0039 | 0.9651 | 0 | 0.0182 | 1.0087 | 0 | 0.0122 | 1.0524 |
DS S | 0.9518 | 2.7098 | 3.8604 | 1.6321 | 3.5251 | 4.0349 | 1.2680 | 3.3580 | 4.2095 |
DS NSA | 0 | 0.0120 | 2.3485 | 0 | 0.7275 | 3.4741 | 0 | 0.5874 | 3.4248 |
DS NSD | 0.4183 | 2.7843 | 3.8604 | 1.4566 | 3.5657 | 4.0349 | 1.3201 | 3.4228 | 4.2095 |
Repair time | 7.5858 | 87.457 | 1930.2 | 18.692 | 171.31 | 2017.45 | 9.2857 | 141.343 | 2104.73 |
Repair cost | −7.8107 | 335.75 | 965.09 | 80.536 | 586.59 | 1008.73 | 78.2160 | 508.500 | 1052.36 |
Injuries-1 | 0.0169 | 0.5797 | 23.162 | 0.0358 | 1.5749 | 24.2095 | 0.0215 | 1.1791 | 25.2567 |
Injuries-2 | 0.0014 | 0.1126 | 11.581 | 0.0037 | 0.3888 | 12.1047 | 0.0016 | 0.2703 | 12.6284 |
Injuries-3 | 0 | 0.0059 | 1.7372 | 0 | 0.0245 | 1.8157 | 0 | 0.0153 | 1.8943 |
Injuries-4 | 0 | 0.0094 | 2.8953 | 0 | 0.0392 | 3.0262 | 0 | 0.0243 | 3.1571 |
Decision Variables | A-FixedBase | B-NRB-SI | C-NRB-VFD-SI | ||||||
---|---|---|---|---|---|---|---|---|---|
Min. | μ | Max. | Min. | μ | Max. | Min. | μ | Max. | |
Collapsed | 0 | 0.0122 | 1.0524 | 0 | 0 | 0 | 0 | 0 | 0 |
DS S | 1.2680 | 3.3580 | 4.2095 | 0 | 0.0004 | 0.3424 | 0 | 0.0508 | 1.3508 |
DS NSA | 0 | 0.5874 | 3.4248 | 0 | 0.2699 | 2.6955 | 0 | 0.2672 | 2.6813 |
DS NSD | 1.3201 | 3.4228 | 4.2095 | 0 | 0.0002 | 0.3424 | 0 | 0.0332 | 1.3164 |
Repair time | 9.2857 | 141.343 | 2104.73 | 0 | 0.0007 | 0.6848 | 0 | 0.1337 | 11.6037 |
Repair cost | 78.2160 | 508.500 | 1052.36 | 0 | 3.0152 | 108.153 | 0 | 3.4213 | 119.396 |
Injuries-1 | 0.0215 | 1.1791 | 25.2567 | 0 | 0 | 0.0035 | 0 | 0.0010 | 0.0596 |
Injuries-2 | 0.0016 | 0.2703 | 12.6284 | 0 | 0 | 0 | 0 | 0.0000 | 0.0062 |
Injuries-3 | 0 | 0.0153 | 1.8943 | 0 | 0 | 0 | 0 | 0 | 0 |
Injuries-4 | 0 | 0.0243 | 3.1571 | 0 | 0 | 0 | 0 | 0 | 0 |
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AlHamaydeh, M.; Maky, A.; ElKafrawy, M. Probabilistic Incremental Dynamic Analysis for Seismic Isolation Systems through Integration with the NHERI-SimCenter Performance-Based Engineering Application. Buildings 2023, 13, 1413. https://doi.org/10.3390/buildings13061413
AlHamaydeh M, Maky A, ElKafrawy M. Probabilistic Incremental Dynamic Analysis for Seismic Isolation Systems through Integration with the NHERI-SimCenter Performance-Based Engineering Application. Buildings. 2023; 13(6):1413. https://doi.org/10.3390/buildings13061413
Chicago/Turabian StyleAlHamaydeh, Mohammad, Ahmed Maky, and Mohamed ElKafrawy. 2023. "Probabilistic Incremental Dynamic Analysis for Seismic Isolation Systems through Integration with the NHERI-SimCenter Performance-Based Engineering Application" Buildings 13, no. 6: 1413. https://doi.org/10.3390/buildings13061413
APA StyleAlHamaydeh, M., Maky, A., & ElKafrawy, M. (2023). Probabilistic Incremental Dynamic Analysis for Seismic Isolation Systems through Integration with the NHERI-SimCenter Performance-Based Engineering Application. Buildings, 13(6), 1413. https://doi.org/10.3390/buildings13061413