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Showing papers on "OpenSees published in 2022"


Journal ArticleDOI
TL;DR: In this article , the rotational stiffness limit of the artificial controllable plastic hinge was obtained to avoid the APHF deformation exceeding the demand limits, and dynamic response analysis was performed to further explore the deformation mechanism of APHF.
Abstract: This research proposed a calculation method for the deformation of the frame system with the artificial controllable plastic hinges (APHF). The lateral deformation amplification coefficient was introduced to regulate the deformation value of APHF. Based on the equivalent system method, the relation between the rotational stiffness of the artificial controllable plastic hinge and the lateral deformation amplification coefficient was analyzed. According to the structural performance requirements, the rotational stiffness limit of the artificial controllable plastic hinge can be obtained to avoid the APHF deformation exceeding the demand limits. Based on the APHF experiment, the APHF model was developed using Opensees. Subsequently, the dynamic response analysis was performed to further explore the deformation mechanism of APHF. The seismic response analysis results indicated that the inter-story drift of APHF was more evenly distributed, which avoided the formation of vulnerable structural layers, compared with RC frame. The artificial controllable plastic hinge effectively reduced the base shear of the frame structures.

26 citations


Journal ArticleDOI
10 Aug 2022
TL;DR: In this paper , the seismic reliability of nonlinear base-isolated structures equipped with Lateral Impact Resilient Double Concave Friction Pendulum (LIR•DCFP) devices is evaluated with respect to both superstructure ductility and isolator displacement demand.
Abstract: This research deals with the seismic reliability of non‐linear base‐isolated structures equipped with Lateral Impact Resilient Double Concave Friction Pendulum (LIR‐DCFP) devices. Specifically, exceeding probabilities within the reference lifetime are assessed with respect to both superstructure ductility and isolator displacement demand. The innovative LIR‐DCFP bearing has an improved inner slider with an internal gap and is capable to reduce adverse effects of the lateral impact between the inner slider and the restraining rims. The dynamic behavior of the superstructure is represented by a simplified one‐degree‐of‐freedom model describing its lateral response. The isolation system is characterized by a model based on rigid body dynamics also including the lateral impact behavior. A wide parametric analysis is developed for several system properties considering the friction coefficients as relevant random variables. Different sets of natural seismic records able to match conditional spectra for a site in Riverside (California) were selected to consider the aleatory uncertainties of the seismic input. Incremental dynamic analyses were performed to determine the statistics of significant engineering demand parameters and compute probabilities exceeding specific limit states to define fragility curves. Finally, employing seismic hazard curves, the seismic reliability of isolated structures was evaluated. For increasing values of the internal gap, structures equipped with LIR‐DCFP devices exhibit better seismic performance with respect to classical DCFP bearings with same size, especially, if the superstructure is designed to behave essentially elastic when the lateral capacity of the isolation level is not reached, or the hardening post‐yield stiffness of the superstructure is relatively high. Reductions up to 20% in the exceeding probabilities within 50 years related to the ductility demand are achievable using the suggested LIR‐DCFP isolator.

22 citations


Journal ArticleDOI
TL;DR: In this article , the effect of applying GSI on the seismic response of bridges has been studied and the results showed that the GSI reduces the seismic effect on the column while its effect seems to be less significant for the abutments.
Abstract: Abstract The seismic vulnerability of bridges may be reduced by the application of Geotechnical Seismic Isolation (GSI) below the foundations of the columns and the abutments. However, the role of GSI on the seismic response of bridges has been limitedly examined in literature. Therefore, this research has been conducted to study the effect of applying GSI on the seismic response of bridges to address the aforementioned gap in knowledge. Advanced nonlinear dynamic three-dimensional finite element analyses have been conducted using OpenSees to study the influence of the GSI. The cases of traditional and isolated bridges subjected to earthquakes have been considered to assess the GSI effects. The results showed that the GSI reduces the seismic effect on the column while its effect seems to be less significant for the abutments. In addition, fragility curves for the traditional and isolated cases have been developed and compared to provide insights with a probabilistic-based approach. The results of this paper provide a useful benchmark for design considerations regarding the use of GSI for bridges.

15 citations


Journal ArticleDOI
TL;DR: In this paper , the influence of floor slabs and infill walls on progressive collapse resistance of 3D reinforced concrete frame structures was evaluated using OpenSees software and validated by simulating different experimental test results.
Abstract: In recent years, the occurrence of a series of extreme events has raised awareness of what progressive collapse of mainstream reinforced concrete frame structures can cause in terms of damage and direct/indirect losses. Even though these low-probability/high-consequence events, which are triggered by accidental loads not necessarily considered at the design stage, have attracted growing attention, less consideration has been given to spatial effects caused by floor slabs and infill walls in the progressive collapse simulation of RC frame structures. A large number of research studies have proposed multifarious methods, the correctness and simplicity of which are characterized by different levels that are theory- and/or method-specific. Therefore, in order to assess and quantify the influence of floor slabs and infill walls on progressive collapse resistance of 3D RC frame structures, an efficient numerical modeling approach was first developed using OpenSees software. Then, the modeling strategy was validated by simulating different experimental test results. The numerical investigation was further expanded by performing incremental dynamic analysis on both 2D and 3D structural models. The results show that secondary and/or non-structural components such as floor slabs and infill walls produce a significant improvement in the capacity of the structure to resist progressive collapse, and that the respective characteristics of the two are magnified due to the coupling effect in the space frame.

15 citations


Journal ArticleDOI
TL;DR: In this paper , a new macroelement based on the multiple vertical line element method (MVLEM) element has been developed in the OpenSees software platform comprising vertical uniaxial macro-fibers and a shear spring for nonlinear analysis of flexure-dominated reinforced concrete walls.
Abstract: Unreinforced masonry (URM) buildings are susceptible to extraordinary actions such as earthquakes compared to steel or reinforced concrete buildings. Various methods have been developed for the computational analysis of URM buildings in the last few decades. The equivalent frame method (EFM) is one of the numerical modeling approaches widely used for the nonlinear analyses of URM buildings. Different macroelements in the context of the EFM have been proposed. However, there is still a need for an efficient modeling approach in the computational effort that can predict the real behavior of URM structural components with sufficient agreement and available in opensource structural analyses software packages. For this purpose, a new macroelement based on the multiple vertical line element method (MVLEM) element has been developed in this study. The MVLEM is available in the OpenSees software platform comprising vertical uniaxial macro-fibers and a shear spring as an efficient macroelement for nonlinear analysis of flexure-dominated reinforced concrete walls. The novel macroelement, double modified MVLEM (DM-MVELM) element has been proposed consisting of two modified MVLEM elements tied with a nonlinear shear spring at the middle with a trilinear backbone behavior. DM-MVLEM can capture the axial-flexural interaction with lower computational effort than finite element models and fiber beam-column elements. The DM-MVLEM has been validated against the test results at the structural components level and a full-scale perforated URM wall. Unified method (UM) and composite spring method (CSM) are two existing EFMs that are presented in this study. A study is performed by comparing the seismic behavior of the perforated URM walls modeled using the UM, CSM, and DM-MVLEM modeling strategies. Results show that the DM-MVLEM can predict the damage patterns, and nonlinear behavior of spandrels can be simulated that was usually modeled with linear behavior in EFMs.

15 citations


Journal ArticleDOI
TL;DR: In this article , the influence of seismic retrofitting on structural robustness of a four-storey, five-bay, reinforced concrete (RC) frame building designed only to gravity loads was investigated.

13 citations


Journal ArticleDOI
TL;DR: In this article, the influence of seismic retrofitting on structural robustness of a four-storey, five-bay, reinforced concrete (RC) frame building designed only to gravity loads was investigated.

13 citations


Journal ArticleDOI
TL;DR: In this article , an advanced numerical model with HSD is developed based on the OpenSees platform to investigate the refined hysteretic response of the Sliding-LRB subjected to cyclic loadings.

12 citations


Journal ArticleDOI
TL;DR: In this paper , the authors investigated the influence of the placement of SCDF devices in a steel Moment Resisting Frame (MRF) and found that including a different number of BCJ at different stories affects the seismic response.
Abstract: In recent years, significant advancements have been made in the definition of innovative “minimal‐damage structures,” chasing the need for more resilient societies against extreme seismic events. In this context, moment resisting frames (MRFs) equipped with self‐centering damage‐free (SCDF) devices in column bases and beam‐to‐column joints represent a viable solution to improve structural resilience and damage reduction. However, the extensive use of these devices significantly increases complexity and costs compared to conventional structures, thus limiting their practical application. To overcome this drawback, current research works are focusing on the definition of effective placement for SCDF devices, maximizing their beneficial effect on the seismic response and controlling their impact on the overall structural complexity. Within this context, the present study investigates the influence of the placement of SCDF devices in a steel MRF. An eight‐story MRF is designed, and 50 configurations with different locations of SCDF joints are considered. Numerical models are developed in OpenSees, and non‐linear static push–pull and incremental dynamic analyses (IDAs) are carried out. The influence of the placement of SCDF devices is assessed by considering residual and peak interstory drifts, residual top story drifts, peak story accelerations, and the total dissipated energy as performance parameters. The results of IDAs for a seismic intensity corresponding to the ultimate limit state (ULS) are analyzed and compared, and fragility curves are successively derived for some relevant configurations. The paper provides insights and observations to understand how including a different number of SCDF BCJs at different stories affects the seismic response.

11 citations


Journal ArticleDOI
TL;DR: In this article , the authors proposed a strategy of utilizing novel lead viscoelastic damper (LVD) to improve the seismic performance of the weakened reinforced concrete (RC) frame under mainshock-aftershock sequences.

11 citations


Journal ArticleDOI
TL;DR: In this paper , an innovative seismic-resilient bridge column-footing socket connection (SC) was proposed for post-tensioned concrete-filled steel tube (PCFT) columns defined according to the Accelerated Bridge Construction (ABC) requirements.


Journal ArticleDOI
TL;DR: In this paper, the authors examined the seismic behavior of self-centering concrete multiple-rocking walls of 8, 12, 16, and 20 stories with different numbers of rocking sections, and the results showed that the effects of higher modes (shear and moment demand) increase with the increase in the height of the walls.
Abstract: In recent years, innovative seismic resistant systems have been introduced based on the Damage Avoidance Design (DAD) philosophy rather than the conventional plastic design-based methods to reduce damages to buildings and to decrease post-earthquake repair costs. Self-centering multiple-rocking walls are amongst these innovative systems. This study aims to determine the optimum number of rocking sections in self-centering concrete multiple rocking walls. To this aim, the seismic behavior of self-centering (SC) concrete rocking walls of 8, 12, 16, and 20 stories with different numbers of rocking sections were examined. Several non-linear time-history analyses were carried out via OpenSEES software in a two-¬dimensional framework. Three sets of ground motions were considered including 22 Far-Field (FF), 14 Near-Field-Pulse (NFP), and 14 Near-Field-no Pulse (NFnP). Five types of quad-rocking walls and one type of dual-rocking walls were specified and compared with base-rocking walls and fixed-base walls. To perform this comparison, a set of utility coefficients was defined to integrate different response aspects including shear and moment demands as well as the residual drifts. The results showed that the effects of higher modes (shear and moment demand) increase with the increase in the height of the rocking structures. Furthermore, NFnP and FF records produced higher mode effects in rocking systems as compared to NFP records. The results suggested that the quad-rocking walls with the reduced tendon area in the first block (R4-S1) are highly effective in reducing the effects of higher modes in NFP and NFnP records. They showed maximum utility coefficients of 67% and 65%, respectively. Also, quad-rocking walls with the reduced tendon area in the third block (R4-S3) were more effective under FF records and their maximum utility coefficient was 65%. The residual roof drift of rocking walls was so negligible that its maximum value in the 8-story structure under NFP records was 0.0008.

Journal ArticleDOI
TL;DR: In this article , the authors examined the seismic behavior of self-centering concrete multiple-rocking walls of 8, 12, 16, and 20 stories with different numbers of rocking sections, and the results showed that the effects of higher modes (shear and moment demand) increase with the increase in the height of the walls.
Abstract: In recent years, innovative seismic resistant systems have been introduced based on the Damage Avoidance Design (DAD) philosophy rather than the conventional plastic design-based methods to reduce damages to buildings and to decrease post-earthquake repair costs. Self-centering multiple-rocking walls are amongst these innovative systems. This study aims to determine the optimum number of rocking sections in self-centering concrete multiple rocking walls. To this aim, the seismic behavior of self-centering (SC) concrete rocking walls of 8, 12, 16, and 20 stories with different numbers of rocking sections were examined. Several non-linear time-history analyses were carried out via OpenSEES software in a two-¬dimensional framework. Three sets of ground motions were considered including 22 Far-Field (FF), 14 Near-Field-Pulse (NFP), and 14 Near-Field-no Pulse (NFnP). Five types of quad-rocking walls and one type of dual-rocking walls were specified and compared with base-rocking walls and fixed-base walls. To perform this comparison, a set of utility coefficients was defined to integrate different response aspects including shear and moment demands as well as the residual drifts. The results showed that the effects of higher modes (shear and moment demand) increase with the increase in the height of the rocking structures. Furthermore, NFnP and FF records produced higher mode effects in rocking systems as compared to NFP records. The results suggested that the quad-rocking walls with the reduced tendon area in the first block (R4-S1) are highly effective in reducing the effects of higher modes in NFP and NFnP records. They showed maximum utility coefficients of 67% and 65%, respectively. Also, quad-rocking walls with the reduced tendon area in the third block (R4-S3) were more effective under FF records and their maximum utility coefficient was 65%. The residual roof drift of rocking walls was so negligible that its maximum value in the 8-story structure under NFP records was 0.0008.

Book ChapterDOI
TL;DR: In this paper , a new optimal computational strategy to retrofit structures by implementing linear Viscous Dampers (VDs) is investigated to achieve a higher performance level with lower implementation cost.
Abstract: Civil engineering structures may seriously suffer from different damage states result of earthquakes. Nowadays, retrofitting the existing buildings is a serious need among designers. Two important factors of required performance level and cost of retrofitting play a crucial role in the retrofitting approach. In this study, a new optimal computational strategy to retrofit structures by implementing linear Viscous Dampers (VDs) is investigated to achieve a higher performance level with lower implementation cost. Regarding this goal, a Tcl programming code was developed with the capability of considering damaged structure due to earthquake-induced structural pounding. The code allows us to improve structural models to take into account the real condition of buildings using both MATLAB and Opensees software simultaneously. To present the capability of this strategy, the 3-, and 6-story colliding Steel Moment-Resisting Frames (SMRFs) were selected. Incremental Dynamic Analysis (IDA) was performed based on the interstory drift ratio of floor levels as engineering demand parameter, and Sa(T1) as intensity measure. Interstory median IDAs of floor levels of colliding SMRFs were plotted to find out the floor level prone to damage and to retrofit only this floor level instead of all stories. The results show that implementing only two linear VDs with a cost of two units can achieve a higher life safety performance level in the case of 3-, and 6-story SMRFs. Moreover, the proposed computational strategy can be used for any structure (with and without pounding conditions), and in all performance levels prescribed in FEMA 356 code.

Journal ArticleDOI
TL;DR: In this article , a numerical simulation method of corroded squat reinforced concrete (RC) walls is proposed based on the fiber-based element SFI-MVELM in the OpenSees platform, considering the influence of corrosion on three main aspects, i.e., material mechanical properties, shear mechanism and bond-slip effect.
Abstract: Acid deposition has a noticeable influence on reinforced concrete (RC) buildings which could cause catastrophic injuries and safety risks accompanied by loss of life and property. This study aims to establish a modeling method for predicting the nonlinear response of corroded squat reinforced concrete (RC) walls caused by the acidic attack. Compression tests on corroded confined concrete are performed to provide the stress-strain relationship of concrete after erosion. Quasi-static experiments on corroded RC walls with different corrosion levels and design parameters were conducted, and the test results were used for calibration and verification. Then, a numerical simulation method of corroded squat RC walls is proposed based on the fiber-based element SFI-MVELM in the OpenSees platform, considering the influence of corrosion on three main aspects, i.e., material mechanical properties, shear mechanism, and bond-slip effect. The comparison results show that the proposed model captures the cyclic responses of the tested wall specimens with reasonable accuracy in terms of hysteresis curves, indicating that the modeling method is suitable for investigating the seismic behavior of corroded RC walls and can meet the needs of a lifecycle seismic performance evaluation of RC structure in an acidic environment.

Journal ArticleDOI
TL;DR: In this paper , a nonlinear fiber-based modeling approach with a proposed material strength degradation scheme is developed using the OpenSEES platform to select a suite of 50 mainshock-aftershock (MS-AS) ground motion records for the selected site in Vancouver, British Columbia.

Journal ArticleDOI
TL;DR: In this paper , the e-CLT technology consists in adding cross laminated timber (CLT) walls to an existing reinforced concrete (RC) infilled frame via asymmetric friction connection (AFC).
Abstract: Abstract This paper focuses on the optimum design of the e-CLT technology. The e-CLT technology consists in adding cross laminated timber (CLT) walls to an existing reinforced concrete (RC) infilled frame via asymmetric friction connection (AFC). The authors carried out quasi-static and nonlinear dynamic analyses. The RC frame is modeled in OpenSees by fiber-section-based elements with force-based formulation. The contribution of the infill is simulated using a degrading data-driven Bouc–Wen model with a slip-lock element while the AFC is modelled with a modified Coulomb model. Different types of infill, aspect ratio, scaling, and member size are considered. The benefits of using e-CLT technology are discussed and the ranges of optimum performance of the AFC are estimated. A comparison of the performance of traditional infills with the e-CLT system is presented. The authors provide optimum intervals of the ratio between slip force and in-plane stiffness of the CLT panel, following energy and displacement-based criteria. The seismic displacement demand under various seismic scenario is investigated. Correlations between the RC characteristics and the optimum design ratios bestow possible criteria for the design of the AFC.

Journal ArticleDOI
TL;DR: In this article , the optimal placement of Viscous Dampers (VDs) between adjacent structures prone to earthquake-induced pounding can help designers to implement VDs with optimizing the cost of construction and achieving higher performance levels for both structures.


Journal ArticleDOI
TL;DR: In this article , a novel recentering seismic isolator (RSI) is developed by incorporating damping enhanced (DE)-sliding-lead rubber bearing (LRB) with superelastic shape memory alloy (SMA), which functions with the yielding-sliding hysteretic mode.
Abstract: Abstract To enhance the bridge resilient performance, a novel re-centering seismic isolator (RSI) is developed by incorporating damping enhanced (DE)-sliding-lead rubber bearing (LRB) with superelastic shape memory alloy (SMA), which functions with the yielding-sliding hysteretic mode. The numerical model of the novel RSI is developed in OpenSees platform and validated by comparing the numerical and experimental hysteretic loops of the superelastic SMA and DE-sliding-LRB. A parametric design procedure is proposed to determine the optimum parameters of the novel RSI system. A three-span continuous girder bridge is selected to investigate the response mitigation efficiency of the novel RSI system compared with LRB system under near-fault ground motions. A systematic parametric study is conducted to design the optimal parameters of the novel RSI system for bridges. Case study is conducted to investigate the effectiveness of the proposed design procedure and the novel RSI system for response mitigation of bridges. Results show that the damping capability is effectively enhanced by designing the friction coefficient of the sliding element. The novel RSI system can achieve dual mitigation of the displacement responses and base force in piers for bridges. Case study demonstrates the effectiveness of the novel RSI and parametric design procedure.

Journal ArticleDOI
TL;DR: In this article , a novel stacked long short-term memory (LSTM) network with overlapping data was developed to overcome the issue of fragility-based damage functions may vary significantly, depending on the ground motion characteristics, soil conditions, and structural geometric properties.
Abstract: Early and accurate damage evaluation after earthquakes is critical for planning an efficient and timely emergency response. State-of-the-art rapid evaluation techniques of structural damage include the use of fragility or vulnerability curves. However, fragility-based damage functions may vary significantly, depending on the ground motion characteristics, soil conditions, and structural geometric properties. A novel stacked long short-term memory (LSTM) network with overlapping data was developed in this study to overcome this issue. The ground motion time histories are divided into several stacks and feed to the LSTM network, and the data are overlapped with the preceding stack to link each stack. The stacked LSTM reduces the temporal dimension by stacking and generating new features, and shortens the time required for training. The proposed network significantly reduces the training time required (approximately 97%) and enhances the test accuracies (80%–95%) as the number of stacks increases. OpenSees is utilized for the creation of the numerical model of ductile frames (using concentrated plasticity modeling approach) and nonductile frames (using distributed plasticity modeling approach). Although these structures have different response mechanisms, the proposed LSTM network shows the diversity in predicting the earthquake-induced damage with a high degree of accuracy (80%–95%). The performance of the proposed model on different types of structures (nonductile and ductile building frames and a non-ductile bridge) with the same network shows the flexibility of the model.

Journal ArticleDOI
TL;DR: In this article , multiple directivity scenarios are simulated using fracture mechanics-based principles, using OpenSees, steel moment-resisting frames of 1, 5, and 9 stories, well designed according to building codes, and their nonlinear response is evaluated.
Abstract: Directionality is prominent in the fault normal component of ground motion. It has a different effect on stations in the rupture direction on the tectonic fault than it does on stations in the opposite direction. Such pulse-like features observed in forward and backward directivity stations affect both low-rise and high-rise structures, depending on their fundamental period and the pulse period of ground motion. However, systematic availability of both forward and backward directivity ground motion for unilateral and bilateral earthquakes of the same magnitude at a similar rupture distance for a given fault is rare. So, multiple directivity scenarios are simulated using fracture mechanics-based principles. Using OpenSees, steel moment-resisting frames of 1, 5, and 9 stories, well designed according to building codes, are modeled, and their non-linear response is evaluated. Stations at constant rupture distances are used to compute fragility for each scenario separately. Variation inter-storey drift and peak floor acceleration, along with the hysteretic behavior of panel-zone springs, have also been studied for each of the directivity scenarios. Finally, the results obtained are compared to what is expected by HAZUS.

Journal ArticleDOI
TL;DR: In this paper, a large-scale building mock-up equipped with FREEDAM joints has been tested with a sequence of five accelerograms using the pseudo-dynamic testing method.

Journal ArticleDOI
TL;DR: In this article , the seismic performance of four 12-story balloon type cross laminated timber (CLT) rocking shear walls, designed by a structural engineering firm located in Vancouver (Canada) using the performance-based design procedure outlined in the technical guideline published by the Canadian Construction Materials center (CCMC)/National Research Council Canada (NRC), is assessed.
Abstract: Balloon type cross laminated timber (CLT) rocking shear walls are a novel seismic force resisting system. In this paper, the seismic performance of four 12-story balloon type CLT rocking shear walls, designed by a structural engineering firm located in Vancouver (Canada) using the performance-based design procedure outlined in the technical guideline published by the Canadian Construction Materials center (CCMC)/National Research Council Canada (NRC), is assessed. The seismic performance of the prototype CLT rocking shear walls was investigated using nonlinear time history analyses. Robust nonlinear finite element models were developed using OpenSees and the nonlinear behavior of the displacement-controlled components was calibrated using available experimental data. A detailed site-specific hazard analysis was conducted and sets of ground motions suitable for the prototype buildings were selected. The ground motions were used in a series of incremental dynamic analyses (IDAs) to quantify the adjustable collapse margin ratio (ACMR) of the prototype balloon type CLT rocking shear walls. The results show that the prototype balloon type CLT rocking shear walls designed using the performance-based design procedure outlined in the CCMC/NRC technical guideline have sufficient ACMR when compared to the acceptable limits recommended by FEMA P695.

Journal ArticleDOI
TL;DR: In this article , a genetic algorithm is proposed to define the optimal placement of SCDF joints in steel MRFs, and the GA is implemented in Matlab, and nonlinear time-history analyses are performed in OpenSees to calculate the Fitness-Function.

Journal ArticleDOI
TL;DR: In this article , the results obtained from the analyses of seven two-story masonry walls with an asymmetric arrangement of the openings were compared with the equivalent frame models of the walls, subjected to nonlinear static analyses.

Journal ArticleDOI
TL;DR: In this article, a novel stacked long short-term memory (LSTM) network with overlapping data was developed to overcome the issue of fragility-based damage functions may vary significantly, depending on the ground motion characteristics, soil conditions, and structural geometric properties.
Abstract: Early and accurate damage evaluation after earthquakes is critical for planning an efficient and timely emergency response. State-of-the-art rapid evaluation techniques of structural damage include the use of fragility or vulnerability curves. However, fragility-based damage functions may vary significantly, depending on the ground motion characteristics, soil conditions, and structural geometric properties. A novel stacked long short-term memory (LSTM) network with overlapping data was developed in this study to overcome this issue. The ground motion time histories are divided into several stacks and feed to the LSTM network, and the data are overlapped with the preceding stack to link each stack. The stacked LSTM reduces the temporal dimension by stacking and generating new features, and shortens the time required for training. The proposed network significantly reduces the training time required (approximately 97%) and enhances the test accuracies (80%–95%) as the number of stacks increases. OpenSees is utilized for the creation of the numerical model of ductile frames (using concentrated plasticity modeling approach) and nonductile frames (using distributed plasticity modeling approach). Although these structures have different response mechanisms, the proposed LSTM network shows the diversity in predicting the earthquake-induced damage with a high degree of accuracy (80%–95%). The performance of the proposed model on different types of structures (nonductile and ductile building frames and a non-ductile bridge) with the same network shows the flexibility of the model.

Journal ArticleDOI
TL;DR: In this paper , a large-scale building mock-up equipped with FREEDAM joints has been tested with a sequence of five accelerograms using the pseudo-dynamic testing method.

Journal ArticleDOI
TL;DR: In this article , a restoring force model based on a three-stage skeleton curve for carbon fiber-reinforced polymer (CFRP) and seismic damaged, rectangular recycled aggregate concrete-filled steel tubes (RACFST) frame columns was constructed.