1 Introduction

The capacity to withstand lateral loads has become increasingly critical in the design of tall steel structures (Thai et al. 2020a, 2020b; Fang and Linzell 2021; Lim et al. 2020; Chen et al. 2020; Kontoni and Farghaly 2023). Designers commonly integrate a brace into a frame structure to establish an effective system to resist lateral forces, ensure stability, and enhance the horizontal force resistance (Zheng et al. 2023). Therefore, the brace arrangement significantly influences the structural performance and is vital for ensuring stability and safety (Hongjia et al. 2018). Currently, many designers of steel frame brace structures rely on past experience rather than a strong theoretical foundation for determining the optimal brace layout. This often results in inefficient and economically unfavorable designs, among other problems. Consequently, it is essential to explore efficient and rational methods to optimize brace arrangements in steel structures. This effort aimed to achieve high-performance structural designs and foster sustainable development in structural engineering (Nie et al. 2016; Mourhatch and Krishnan 2022; Zhang et al. 2022).

Exploring the relationship between brace arrangement and overall structural performance is now a pivotal aspect of performance-based design for steel frame brace systems (Gray et al. 2017). The development of an economical, rational, and effective brace layout is of utmost importance (Rahgozar et al. 2017). Consequently, it has become a central research focus, with the brace arrangement location carrying more weight than the number of braces (Mohammadi et al. 2015). Simultaneously, systematic research on the center brace steel frame structural system, including the optimization of brace arrangement and exploration of principles governing optimal brace placement, holds immense significance for advancing steel frame brace systems.

Numerous studies have investigated the impact of different brace arrangements on the lateral, seismic, and collapse resistances of structures. Yu et al. explored the effects of braces in the horizontal and vertical directions at various locations on the lateral stiffness of the structure. They analyzed 244 brace arrangements to identify those with the highest and lowest lateral stiffnesses. The study revealed that the X- and double-inverted V-type brace arrangements exhibited the highest structural stiffness (Xiaoye et al. 2015). Türker et al. conducted tests to compare the dynamic characteristics of pure steel frame models with brace steel frame models. The results demonstrated that brace arrangement increased the inherent frequency of the structure (Türker and Bayraktar 2013). Tan et al. discussed the key parameters affecting the collapse resistance of center brace steel frame structures and offered suggestions for brace arrangement locations (Tan et al. 2022). Additionally, Tan et al. integrated beam and column members into a continuous topology optimization process for brace frames to obtain an optimal topological configuration (Stromberg et al. 2022). Aydin et al. performed discrete topology optimization of center brace steel frame structures to obtain a topologically optimal brace frame structure with robust collapse resistance (Hassanzadeh and Gholizadeh 2019). Fu et al. optimized the brace position design of steel frame brace structural systems to develop an effective brace arrangement scheme (Bochao et al. 2022).

Existing studies on centrally braced steel frame structural systems have primarily focused on comparing various brace arrangement schemes. However, these investigations have not distinctly explored the differences between brace location parameters and structural performance, nor have they established a universal theory for brace optimization. To address these gaps, this study analyzed the correlation between brace position parameters and the structural performance of center-braced steel frame systems. This elucidated the influence of these parameters on structural performance, which was a pivotal factor in the efficacy of center-braced steel frame structures. In addition, we introduced an optimization method for the center brace arrangement and examined the static and dynamic structural performance following the implementation of this optimized arrangement in steel frames. The technological research roadmap delineates the trajectory of this study depicted in Fig. 1. The following sections outline the specific content and innovative aspects of this study.

  1. (1)

    A comprehensive theoretical analysis was developed to clarify the relationship between the lateral resistance in steel frame brace structures and their brace arrangement. Additionally, a simplified mechanical model was proposed to optimize the center brace arrangement in steel frames.

  2. (2)

    According to the theoretical foundation of the simplified mechanical model for optimizing the center brace arrangement, we constructed a quantitative model for the basic brace unit force transmission path. This facilitated the determination of the optimal scheme for center brace optimization and clarified the rules governing the center brace arrangement. These principles constituted the core concept of the steel frame center brace optimization method outlined in this paper.

  3. (3)

    An extensive series of simulation experiments was conducted to explore both the static and dynamic aspects of the structural behavior subsequent to the implementation of the optimal brace arrangement. This study investigated the effect of the optimized arrangement of braces on the lateral performance and yielding mechanism of the structure, as well as its dynamic response, and analyzed the relationship between the brace positioning and seismic performance of the structure.

Fig. 1
figure 1

Technology research roadmap in this paper

2 Optimized theory for center brace arrangement

This study focused on a typical herringbone center brace steel frame structure and investigated how the positioning of brace arrangements affects the lateral resistance on both the ground and general floors. The effects of single-, double-, and multi-span brace arrangements on the lateral stiffness of these areas were also assessed. A theoretical model was established to clarify how multi-span brace arrangements influence the lateral stiffness of structural floors and derive a corresponding theoretical calculation formula.

2.1 Calculation of lateral stiffness for components resisting lateral forces

(1) The lateral stiffness of the herringbone brace (Wang et al. 2022).

The lateral stiffness kbr of the herringbone brace (Fig. 2) is

$$k_{br} = \frac{{2EA_{br} {\text{Cos}}^2 \theta }}{L} = \frac{{2EA_{br} {\text{Cos}}^2 \theta {\text{Sin}} \theta }}{h},$$
(1)

where (EA)br represents the brace tensile and compressive stiffness, h represents the floor height, and θ represents the angle between the herringbone brace and horizontal line.

(2) Lateral stiffness of frame column.

The lateral stiffness KF of the frame is obtained using the D-value method.

$$\left\{ \begin{gathered} K_F = \sum_{i = 1}^n {k_i } \hfill \\ k_i = \alpha \frac{12EI_c }{{h^3 }} \hfill \\ \end{gathered} \right.,$$
(2)

where ki represents the lateral stiffness of the i-th column, EIc represents the column flexural stiffness, and α represents the column stiffness correction factor, which can be calculated from the linear stiffness ratio of the beam–column.

Fig. 2
figure 2

Calculation diagram of lateral stiffness of herringbone brace

2.2 Influence of single-span brace arrangement locations on the lateral resistance performance of structural floors

(1) Simplified analysis model of single-span arrangement of braces.

When subjected to horizontal loads, the brace and beam preceding it could bear most of the load. Prior to the yielding of the brace, transferring the horizontal load to the beam following the brace was challenging, as illustrated in Fig. 3. Therefore, the axial deformation of all frame beams was considered before the brace was reached. Conversely, it is assumed that the axial deformation of the beams after the brace can be neglected. The analysis presented in Fig. 4 illustrates a single-span analysis of an m-span within an n-span subgrade brace. The parameter “m” is introduced to account for the influence of the brace’s location on the lateral stiffness of the subfloor.

Fig. 3
figure 3

Axial force diagram of single-span brace structure under horizontal load. a Axial force diagram of the second span brace structure under horizontal load. b Axial force diagram of the third span brace structure under horizontal load

Fig. 4
figure 4

The m-span arrangement diagram of n-span bottom steel frame brace

The axial deformation of the frame beams after the brace was disregarded, and the frame-following brace could be regarded as a unified entity. Considering the relatively small horizontal force exerted by an individual frame column, it was assumed that the axial force on the frame beams preceding the brace node was uniform. To simplify the member connections, the frame columns preceding the brace are grouped into substructure 1, the brace constitutes substructure 2, and the frame after the brace is treated as substructure 3. The corresponding stiffness values are denoted as Ks1, Ks2, and Ks3, respectively. In this study, we considered the axial deformation of all the frame beams up to the brace arrangement position. The axial stiffness of the beams is denoted as Kb. The calculation framework is illustrated in Fig. 5, which neglects the influence of the superstructure. The lateral stiffness values of substructures 1, 2, and 3 were determined using Eq. (3).

$$\left\{ \begin{gathered} K_{s1} = \sum_{i = 1}^m {k_i } \hfill \\ K_{s2} = k_{{\text{br}}} \hfill \\ K_{s3} = \sum_{i = m + 1}^{n + 1} {k_i } \hfill \\ \end{gathered} \right.$$
(3)
Fig. 5
figure 5

Substructure calculation diagram

The axial stiffness of the beam was Kb = EA/Lm and Lm = (m-1)L + 0.5L, where EA represents the tensile and compressive stiffness of the beam, Lm represents the total beam length considering the axial deformation of the beam, L represents the single-span length of the frame, ki represents the lateral stiffness of the i-th subfloor column, and kbr represents the lateral stiffness of the brace.

(2) The effect of single-span brace arrangement on the lateral stiffness of the bottom floor.

Given the omission of axial deformation in the frame beams after the brace and the incorporation of axial deformation in the beams before the brace, we can partition the total deformation of the overall structural layer into two constituent elements: the axial deformation of the beams (∆1) and the deformation of the frame brace (∆2), as depicted in Fig. 6. An assessment of the horizontal forces sustained by the substructure is presented in terms of the force considerations, as illustrated in Fig. 7.

Fig. 6
figure 6

Bottom-brace single-span arrangement deformation diagram

Fig. 7
figure 7

Force analysis diagram

The total deformation of the structural layer and the horizontal forces braced by substructures 1, 2, and 3 are given by Eq. (4).

$$\left\{ \begin{gathered} \Delta = \Delta_1 + \Delta_2 \hfill \\ F_1 = K_{s1} \left( {\Delta_1 + \Delta_2 } \right) \hfill \\ F_2 = K_{s2} \Delta_2 \hfill \\ F_3 = K_{s3} \Delta_2 \hfill \\ \end{gathered} \right.$$
(4)

An equilibrium equation for the overall structural force is established \(\sum {F = 0}\).

$$F = F_1 + F_2 + F_3 = K_{s1} \Delta + K_{s2} \Delta_2 + K_{s3} \Delta_2$$
(5)

The axial force FA of the beam, considering axial deformation, can be expressed as follows:

$$F_{\text{A}} = F - F_1 = K_b \Delta_1.$$
(6)

Combining Eqs. (4), (5), and (6), we derive

$$F = \frac{{K_{s1} + K_{s2} + K_{s3} + K_{s1} \left( {K_{s2} + K_{s3} } \right)/K_b }}{{1 + \left( {K_{s2} + K_{s3} } \right)/K_b }}\Delta.$$
(7)

Because K = F/Δ, the equivalent stiffness at the frame level is

$$K = \frac{{K_{{\text{s1}}} + K_{{\text{s2}}} + {\text{K}}_{{\text{s3}}} + K_{{\text{s1}}} \left( {K_{{\text{s2}}} + K_{{\text{s3}}} } \right)/K_{\text{b}} }}{{1 + \left( {K_{{\text{s2}}} + K_{{\text{s3}}} } \right)/K_{\text{b}} }} = K_{{\text{s1}}} \frac{1}{{1/\left( {K_{{\text{s2}}} + K_{{\text{s3}}} } \right) + 1/K_{\text{b}} }},$$
(8)

where Ks1, Ks2, and Ks3 represent the lateral stiffnesses of substructures 1, 2, and 3, respectively, considering the single-span arrangement of the bottom brace, and Kb represents the axial stiffness of the deformed beam.

(3) The effect of single-span brace arrangement on the lateral stiffness of the general floor.

It was varied from the bottom single-span layout by modifying the boundaries of the columns, as shown in Fig. 8. Both the center and side columns should account for the linear stiffness of the connected beams, whereas the bottom ends of the columns were articulated, as illustrated in Fig. 9. It is imperative to emphasize that the subsequent brace in the multi-span arrangement of the general layer adheres to consistent boundary equivalence principles. The lateral stiffness of these columns was corrected using the D-value method to accommodate the variable-stiffness characteristics of the columns on the general floor. This correction facilitates the determination of the equivalent lateral stiffness of the structural floor, which can be obtained using Eq. (9).

$$K = \frac{{K_{{\text{s1}}} + K_{{\text{s2}}} + {\text{K}}_{{\text{s3}}} + K_{{\text{s1}}} \left( {K_{{\text{s2}}} + K_{{\text{s3}}} } \right)/K_{\text{b}} }}{{1 + \left( {K_{{\text{s2}}} + K_{{\text{s3}}} } \right)/K_{\text{b}} }} = K_{{\text{s1}}} \frac{1}{{1/\left( {K_{{\text{s2}}} + K_{{\text{s3}}} } \right) + 1/K_{\text{b}} }},$$
(9)

where \(K_{{\text{s}}1} = \sum_{i = 1}^m {k_i^{\prime} }\), \(K_{{\text{s}}2} = k_{{\text{br}}}\), \(K_{{\text{s}}3} = \sum_{i = m + 1}^{n + 1} {k_i^{\prime} }\), \(K_{\text{b}} = EA/L_{\text{m}}\), \(L_{\text{m}} = (m - 1)L + 0.5L\), Kb represents the axial stiffness of the deformed beam, EA represents the tensile and compressive stiffness of the beam, Lm denotes the length of the beam taking into account the axial deformation of the beam, L denotes the single-span span, and \(k_i^{\prime}\) represents the lateral stiffness of the i-th general story column, and kbr represents the lateral stiffness of the brace.

Fig. 8
figure 8

The m-span arrangement diagram of n-span general steel frame brace

Fig. 9
figure 9

Substructure calculation diagram

2.3 Influence of double-span brace random arrangement locations on the lateral resistance performance of structural floors

(1) Simplified analysis model for double-span random arrangement of braces.

For a double-span brace arrangement, varying degrees of axial beam deformation must be considered based on the brace placement, as shown in Fig. 10. Analyzing the double-span arrangement with n-span at the bottom involved introducing brace position parameters a and b, as depicted in Fig. 11.

Fig. 10
figure 10

Axial force diagram of double-span random arrangement structure under a horizontal load

Fig. 11
figure 11

Random arrangement of n-span bottom steel frame brace a and b spans

The structural layer was divided into four distinct substructures to account for the axial deformation of the various beams, with each division defined by brace nodes as boundaries. Substructure 1 comprises all frame columns positioned prior to the initial span brace node. The stiffness of the frame columns between the braces was evenly divided on both sides of the braces, with the first span brace designated as substructure 2. Substructure 3 corresponds to the second span brace, and any subsequent frames are grouped under substructure 4. Notably, this analysis did not consider the influence of the superstructure. A schematic representation of the substructure calculation is shown in Fig. 12.

Fig. 12
figure 12

Random arrangement calculation diagram of n-span bottom steel frame brace a and b spans

(2) The effect of random double-span brace arrangements on the lateral stiffness of the bottom floor.

The lateral stiffness values of substructures 1, 2, 3, and 4 are given by Eq. (10).

$$\left\{ \begin{gathered} K_{{\text{s}}1} = \sum_{i = 1}^a {k_i } \hfill \\ K_{{\text{s}}2} = k_{{\text{br}}} + 0.5\sum_{i = a + 1}^{\text{b}} {k_i } \hfill \\ K_{{\text{s}}3} = k_{{\text{br}}} + 0.5\sum_{i = a + 1}^{\text{b}} {k_i } \hfill \\ K_{{\text{s}}4} = \sum_{i = {\text{b}}}^{n + 1} {k_i } \hfill \\ \end{gathered} \right.,$$
(10)

where ki is the lateral stiffness of the i-th bottom column and kbr is the brace lateral stiffness.

When considering substructures 2, 3, and 4 as a whole, the equivalent stiffness is

$$K_{{\text{s}}234} = K_{{\text{s}}2} + \frac{1}{{1/(K_{{\text{s}}3} + K_{{\text{s}}4} ) + 1/K_{{\text{b}}2} }}.$$
(11)

The overall lateral stiffness of the structure is determined through a series–parallel combination of individual stiffness components.

$$K = K_{{\text{s1}}} + \frac{1}{{1/K_{{\text{s234}}} + 1/K_{{\text{b1}}} }} = K_{{\text{s1}}} \frac{1}{{\frac{1}{{K_{{\text{s2}}} + 1/\left[ {1/\left( {K_{{\text{s3}}} + K_{{\text{s4}}} } \right) + 1/K_{{\text{b2}}} } \right] + \frac{1}{{K_{{\text{b1}}} }}}}}},$$
(12)

where Kb1 = EA/La, La = (a-1)L + 0.5L, Kb2 = EA/Lb, and Lb = (b-a)L. Kb1 and Kb2 represent the axial linear stiffness of the deformed beam; EA represents the tensile and compressive stiffness of the beam; La and Lb denote the total length of the beam considering axial deformation; and L denotes the length of single-span.

(3) The effect of random double-span brace arrangements on the lateral stiffness of the general floor.

The difference primarily involves alterations in the column boundaries between the general story brace double-span random arrangement and the bottom-story brace double-span random arrangement, as depicted in Figs. 13 and 14. To accommodate these changes and account for the modified stiffness correction coefficients, Eq. (13) was used to calculate the stiffness of a steel frame story with a continuous arrangement of a general story brace double-span.

$$K = K_{{\text{s}}1} + \frac{1}{{1/K_{{\text{s}}234} + 1/K_{{\text{b}}1} }} = K_{{\text{s1}}} + \frac{1}{{\frac{1}{{K_{{\text{s}}2} + 1/[1/(K_{{\text{s}}3} + K_{{\text{s}}4} ) + 1/K_{{\text{b}}2} ]}} + \frac{1}{{K_{{\text{b}}1} }}}},$$
(13)

where \(K_{{\text{s1}}} = \sum_{i = 1}^a {k_i^{\prime} }\), \(K_{{\text{s2}}} = k_{{\text{br}}} + 0.5\sum_{i = a + 1}^{\text{b}} {k_i^{\prime} }\), \(K_{{\text{s}}3} = k_{{\text{br}}} + 0.5\sum_{i = a + 1}^{\text{b}} {k_i^{\prime} }\), and \(K_{{\text{s}}4} = \sum_{i = {\text{b}}}^{n + 1} {k_i^{\prime} }\); Kb1 = EA/La, La = (a-1)L + 0.5L, Kb2 = EA/Lb, and Lb = (b-a)L. Kb1 and Kb2 represent the axial linear stiffness of the deformed beam, EA represents the tensile and compressive stiffness of the beam, La and Lb denote the total length of the beam considering axial deformation, L denotes the single-span span, \(k_i^{\prime}\) represents the lateral stiffness of the i-th general story column, and kbr represents the lateral stiffness of the brace.

Fig. 13
figure 13

Random arrangement of n-span general steel frame brace a and b spans

Fig. 14
figure 14

Calculation diagram of random arrangement of brace double-span general layer

2.4 Influence of multi-span brace arrangement locations on the lateral resistance performance of structural floors

Expanding the brace arrangement principle to n-span configurations was conducted to assess the influence of lateral stiffness on the structural layer. By dividing the structure at the brace node, there was a substructure comprising frame columns preceding the brace node. The stiffness between brace nodes was evenly distributed on both sides, with the brace and frame after the brace node treated as separate substructures. It was essential to account for the axial deformation in the frame beams before, between, and after the braces. The overall structural stiffness was subsequently determined by iterative calculations of the equivalent substructure stiffness.

The formula is expressed as follows:

$$\left\{ \begin{gathered} K_{{1}...n} = K_1 + \frac{1}{{1/K_{{2}...n} + 1/K_{{\text{b1}}} }} \hfill \\ K_{i...n} = K_i + \frac{1}{{1/K_{i{ + 1}...n} + 1/K_{{\text{b}}i} }} \hfill \\ \end{gathered} \right.,$$
(14)

where K1…n represents the structural layer stiffness of n substructures, Kin represents the overall structural layer stiffness of substructures in, and Kbi represents the axial stiffness of the beam in part i.

2.5 Finite element modeling and validation

Finite element analysis was conducted using the ABAQUS software to create a model of the center brace steel frame, as depicted in Fig. 15. The model employed a Q345 steel material, and the primary model selected was the triple-folding line model. Welded connections were implemented between the braces, nodal plates, beams, and columns in the finite element model of the center brace steel frame. These connections were simplified and treated as rigid. ABAQUS software utilizes a TIE contact relationship to simulate the interaction between the connected components (Ghannadi et al. 2023). Finite element models of the center brace steel frames were constructed using C3D8R cells (Imran et al. 2023). Meshing was performed at intervals of 50 mm longitudinally and 15 mm across the cross section, with three meshes in the thickness direction for each component (Ling et al. 2022). The mesh convergence was validated, indicating that the mesh sensitivity did not notably increase with the additional meshes. Therefore, the aforementioned mesh-partitioning approach was suitable. To improve the convergence of the finite element model and mitigate the stress concentration resulting from the load application at a single point during the analysis, the top column loading surface was coupled to a point using the coupling command (Tran-Ngoc et al.2022). Subsequently, a monotonic displacement load was applied, which was set to 1/50 of the story height. This approach facilitates an even load distribution and improves the convergence of the analysis.

Fig. 15
figure 15

Modeling process of center brace steel frame

Utilizing the modeling approach outlined earlier, we constructed a corresponding finite element model based on the static pushover test data from a one-bay, single-span, three-story herringbone brace frame, as conducted by Existing experiments (Yang et al. 2010) as presented in Fig. 16. The geometric structure of the specimen is designed as follows. The column had a cross section of HW150 × 150 × 7 × 10, the top beam had a cross section of HW200 × 150 × 6 × 9, the first- and second-floor beams had cross sections of HW150 × 100 × 6 × 9, and the brace had a cross section of HN100 × 50 × 5 × 7. The structural steel used was Q235B, with a yield strength of 235 MPa.

Fig. 16
figure 16

Test and finite element model diagram. a Test model, b Finite element model

A gradual displacement load of 100 mm was systematically applied at the point, where lateral coupling of the top column was located. This procedure yielded load–displacement curves (Fig. 17d) and facilitated the observation of deformation patterns in the specimens (Fig. 17a–c). Notably, when subjected to the peak load, the first- and second-floor braces exhibited out-of-plane buckling behavior, whereas the third-floor braces displayed similar out-of-plane buckling at a load displacement of 35 mm. These deformation patterns closely mirrored the test results. Importantly, the load–displacement curves obtained through the finite element simulation exhibited a precise fit with the test curves, thus establishing the robustness of the finite element model.

Fig. 17
figure 17

Specimen deformation law, finite element, and test load–displacement curves. a Initial loading, b One-layer and two-layer brace buckling, c One, two, and three-layer brace buckling, d Finite element and test load–displacement curves

Utilizing the previously outlined modeling approach, we established a finite element model for the center brace steel frame. The frame layer, characterized by a 6000 mm span and 4000 mm height, is subjected to various span configurations, including three spans, five spans, and seven spans, both for the bottom floor and general floor finite element analysis models. These models are systematically denoted following the convention SC-(number of spans in the layer)-(position of the brace arrangement within the spans). Additionally, diverse brace arrangements, such as single-, double-, and three-span arrangements at various positions, have been considered, leading to a comprehensive set of 190 distinct finite element models.

The beam cross section measured HW250 × 250 × 9 × 14, whereas the column cross section was HW344 × 354 × 16 × 16. The brace consisted of a round steel pipe with dimensions Φ140 × 13. All the structural components were constructed from Q345 steel. Schematic diagrams depicting the various span arrangements of the braces are shown in Fig. 18.

Fig. 18
figure 18

The various span arrangements of the braces. a SC-D-5-25, b SC-T-5-145, c SC-D-7-126, d SC-T-7-23

Where SC-bottom layer/standard layer-span number-brace arrangement span position, D represents the bottom layer, and T represents the standard layer.

Table 1 summarizes the finite element models developed to examine the various positional arrangements of the three-, five-, and seven-span bottoms and general floor braces. Through the creation and analysis of a comprehensive set of 190 finite element models encompassing both the bottom and general floors, we computed the lateral stiffness values for these structural layers.

Table 1 Finite element model number

Concurrently, the theoretical stiffness values for various brace span arrangements within the structural layer were computed. Additionally, an error analysis was conducted to compare the theoretical calculations with the results obtained through the finite element analysis. As depicted in Fig. 19, the maximum error between the theoretical calculations and the finite element analysis results was approximately 15%. The theoretical analytical model exhibited commendable accuracy, with the calculation results displaying a high degree of consistency. Importantly, the theoretical results derived from the method proposed in this study tend to be more conservative than their finite element counterparts, offering a substantial safety margin.

Fig. 19
figure 19

Comparative analysis of theoretical model calculation stiffness and finite element calculation stiffness

2.6 The impact on the lateral resistance of frame brace structural systems

In this section, the influence of the stiffness of each member in the frame brace system on the overall lateral stiffness of the structure was analyzed. This analysis helps clarify the main mechanical parameters that affect the lateral stiffness of the frame brace structure and explore the factors that influence the structural stiffness.

By the principle of virtual work

$$\Delta = \sum {\int {\frac{{M_1 M_{\text{P}} }}{EI}} } ds + \sum {\int {\frac{{N_1 N_{\text{P}} }}{EA}} } ds + \sum {\int {\frac{{kQ_1 Q_{\text{P}} }}{GA}} } ds,$$
(15)

where N1, M1, and Q1 denote the internal forces of the member under a unit load; NP, MP, and QP denote the internal forces of the member caused by the actual load; EI, EA, and GA represent the bending, axial, and shear stiffnesses of the member, respectively; and k denotes the shear strain cross-sectional shape factor.

Equation (15) demonstrates that the lateral displacement of the structure is not solely determined by the internal forces acting on the members but is also influenced by the stiffness characteristics of each member. Upon a more comprehensive examination of the overall structural lateral stiffness, it is evident that this collective stiffness comprises various stiffness components. Furthermore, these individual member stiffnesses exerted varying degrees of impact on the overall structural lateral stiffness. To delve further into this, we analyzed the effects of bending and axial stiffness exhibited by different members on the overall lateral stiffness of the structure. A single structural module featuring a herringbone brace and an X-type arrangement was constructed by applying an identical lateral concentrated load of 100 kN to the top floor, as shown in Fig. 20a. Furthermore, Fig. 20b presents the overall structure composed of four structural modules. The effects of the axial, bending, and shear stiffness of each member on the maximum lateral displacement of the top floor were examined, considering varying numbers of modules (N = 1, 2, 3, 4, 5).

Fig. 20
figure 20

Structural model

The single-module structure boasts a span of 24 m and floor height of 16 m, as depicted in Fig. 20a. The key structural elements include HW250 × 250 × 9 × 14 for the beam cross section, HW344 × 354 × 16 × 16 for the column cross section, and Φ70 × 6 round steel pipe for the brace. All components were constructed using Q345 steel, and it is pertinent to note that rigid connections were employed for the structural nodes.

The results presented in Fig. 21 show the prominent role of the brace axial stiffness in shaping the maximum lateral displacement of the structure. These braces are instrumental in endowing the structure with shear lateral stiffness primarily through axial deformation. As the height of the structure increased, the axial stiffness of the columns became more significant in bolstering the overall stiffness. Furthermore, the frame columns substantially contribute to the bending lateral stiffness of the structure, mainly through axial deformation. Conversely, the bending and shear stiffnesses of the structural members exerted a minimal influence on the overall lateral stiffness of the structure. Notably, the brace and column axial stiffnesses dominate in determining the lateral stiffness of the structure, impacting both the shear and bending lateral stiffness through their respective axial deformations.

Fig. 21
figure 21

Influence of component stiffness on the lateral displacement of the overall structure. a Influence of component stiffness on the lateral displacement of the structure (N = 1), b Influence of component stiffness on the lateral displacement of the structure (N = 2), c influence of component stiffness on the lateral displacement of the structure (N = 3), d Influence of component stiffness on the lateral displacement of the structure (N = 4), e Influence of component stiffness on the lateral displacement of the structure (N = 5)

In a frame bracing system, the predominant lateral stiffness of the structure is attributed to the axial stiffness of braces and columns. This emphasizes the importance of the axial stiffness of the components within a frame-braced structural system. Assuming a negligible influence of bending moments and shear forces on structural displacement and only considering the impact of axial forces in the components, the frame bracing system can be simplified for truss structure analysis. Consequently, the displacement and stiffness of the structure under a horizontal load P were calculated using Eq. (16).

$$\left\{ \begin{gathered} \Delta = \sum {\int {\frac{{N_1 N_{\text{P}} }}{EA}ds = } } \sum_{i = 1}^n {\frac{PN_1^2 l_i }{{EA_i }}} \hfill \\ K = \frac{P}{\Delta } = 1/\sum_{i = 1}^n {\frac{N_i^2 l_i }{{EA_i }}} = 1/\sum_{i = 1}^n {\frac{N_i^2 }{{i_i }}} \hfill \\ \end{gathered} \right.,$$
(16)

where ii = EAi/li is the axial stiffness of the i-th member, Ni is the axial force of the i-th component under a unit load, and n is the total number of components.

3 Positional parameter optimization for center brace arrangement

Further analysis was conducted to investigate the load transfer mechanisms associated with various brace arrangement positions and identify the optimal brace arrangement. The objective of this study was to develop a methodology for determining the optimal brace arrangement.

3.1 Optimization arrangement analysis of the center brace

In this study, the brace layout was optimized by maximizing the lateral stiffness of the structure. In the simplified Eq. (16) for stiffness, enhancing the lateral stiffness of the structure can be achieved by reducing \(\sum_{i = 1}^n {\frac{N_i^2 }{{i_i }}}\), implying that the lateral stiffness increases when the braces are arranged such that |Ni|→ 0. The goal was to tackle the challenge of brace arrangement by strategically positioning the braces to minimize the presence of zero-force members, while maintaining a uniform and minimal distribution of internal forces among the other members. The optimization process adheres to fundamental structural principles (Tianjian 2003), emphasizing direct internal force transfer, even distribution of internal forces across all members, and minimization of the internal forces within each member.

Hence, the aim of our investigation is to identify the optimal brace arrangement that facilitates the most straightforward force transfer. Chen et al. established the utility of the bearing factor, denoted as G, which serves as a quantitative measure for assessing the extent of direct force transfer within a structural system (Chen and Jin 2011). This quantification is mathematically expressed by Eq. (17).

$$\min G = \sum_{i = 1}^n {\left| {N_i l_i } \right|},$$
(17)

where G represents the load factor, Ni represents the axial force of the i-th member under a unit load, li represents the member length, and n denotes the total number of members.

3.2 Optimization arrangement principle of the center brace

The investigation also delved into how the vertical placement of the brace arrangement between floors influences the distribution of internal forces among structural members. The analysis began with an evaluation of a fundamental brace unit consisting of braces, beams, and columns. When a unit force of 1 was applied to the basic brace unit, horizontal loads were transmitted along the members to the floor below. This resulted in the augmentation of both the internal forces within the member and vertical load transferred to the lower main structure. Consequently, a combination of tension and compression forces emerged, as shown in Fig. 22.

Fig. 22
figure 22

Basic brace and force transmission model under unit force

Note: Positive by tension and negative by pressure.

(1) When arranging the upper-side span braces, there are three possible positions for the lower braces: directly below the upper braces, diagonally below the upper braces, or diagonally below another span, as shown in Fig. 23. The axial force diagrams for these three lower brace arrangements when subjected to a unit force of 1 applied to the top layer are presented in Fig. 23.

Fig. 23
figure 23

Lower brace arrangement and axial force diagram

Several observations can be made from Fig. 23. In cases (a) and (b), the impacts of the brace and column on the structural load factor were identical. In (a), the vertical force generated by the two basic brace units was further amplified through superposition and transferred to the lower main structure. Conversely, in (b), the vertical force produced by the two basic brace units was effectively canceled out through a combination of tension and compression forces, resulting in a net force of 0. Consequently, when compared to (a), the vertical load transmitted from the structure to the lower part of the main structure in (b) was halved. This reduction minimized the vertical force on the lower part of the structure, optimized the structural stress, decreased the structural load factor, and enhanced the force transmission efficiency along the structural path. In contrast, (c) can be seen as an extension of (b), where the two basic brace units were connected by a beam. However, it was evident that the basic brace units remained independent, and the vertical forces generated by these units did not cancel out. Instead, they increased the internal forces within the beam. Consequently, the intended improvement in the force transfer path was not effectively achieved. Therefore, the arrangement of the diagonal underside of the brace span was not discussed further in subsequent sections of this study.

During the assembly of basic units, the magnitude of the horizontal load remained constant. Consequently, it is advantageous to minimize the horizontal load transfer path and prevent the accumulation of vertical loads within the basic brace unit. To achieve this objective, the ideal positional relationship between the lower layer of the brace and the current layer of the brace is to position the lower layer diagonally beneath the current layer of the brace in the pro-span. This arrangement optimizes the load transfer and minimizes vertical load accumulation within the structure. Thus, positioning the lower braces diagonally beneath the pro-span is preferable when arranging the upper braces for side span brace configurations. This arrangement can be represented numerically in the following matrix format:

figure a

Note: “Λ” denotes the current brace arrangement position, “ signifies the preferred brace arrangement location, and “0” indicates the absence of a brace arrangement. The same notation was applied in the following subsections.

(2) When arranging the upper intermediate braces in a single-span configuration, there are two possible lower brace arrangements to consider, as depicted in Fig. 24. Lower braces can be positioned directly below the upper brace or diagonally below either the left or the right side of the upper brace. Figure 23 illustrates the axial force diagram for the lower brace arrangement when subjected to a unit force of 1 applied at the top level.

Fig. 24
figure 24

Lower brace arrangement and axial force diagram

In Fig. 24, the brace and columns within the entire direct-influence area exhibit identical bearing factors in the structure. When the upper-layer brace was positioned at a specific location, the magnitude of the axial force exerted by the lower-layer columns remained constant. Notably, the bearing factor in (a) was smaller than those in (b) and (c), indicating that the load transferred to the lower main structure was reduced by half in (a) and (b) compared to (c). This significant reduction in the load on the lower main structure demonstrated the effectiveness of the brace arrangement in minimizing the structural load. Considering the load symmetry, this study suggests that when arranging a brace for a single span at any intermediate position on the top floor, the lower brace should be positioned diagonally below the particular brace. This arrangement is represented by the following numerical matrix:

figure c

(3) The brace arrangement for multiple spans can be conceptualized as a hybrid of single- and double-span arrangements. For illustration purposes, we considered a double-span brace arrangement.

The double-span brace arrangement entails separation of the braces and can be represented by the following matrix:

figure d

The continuous arrangement of the double-span brace in the center can be represented by the following matrix:

figure e

The continuous arrangement of the double-span brace at the side spans can be represented by the following matrix.

figure f

The continuous arrangement of the brace multi-span (considering symmetry) can be represented using the following matrix:

figure g

(4) Brace optimization arrangement method.

Based on the preceding analysis, it is evident that placing the lower layer of braces diagonally below the upper layer is a suitable strategy. This arrangement effectively mitigates vertical force transmission from the basic brace unit to the lower structural components. Conversely, when positioning the lower layer of braces, it is advisable to place them directly beneath the upper layer of braces. In this case, the lower portion served as the foundation and increasing the vertical force transmitted to it did not significantly affect the overall structure. The primary objective is to minimize the horizontal load transferred to the beam. Therefore, it is recommended to arrange braces in the upper layer directly below the lower layers. Simultaneously, it was essential to avoid excessive disparities in the number of braces within each span. A significant number of braces within the same span led to a substantial vertical force superposition generated by the basic brace units. Conversely, an offset brace in the span-wise direction results in reduced vertical forces, which are less effective in decreasing the transmission of vertical forces to the lower portion of the main structure. Figure 25 illustrates the entire process of the steel frame center brace optimization arrangement method proposed in this study.

Fig. 25
figure 25

Optimization method for the arrangement of center brace

4 Static lateral performance of steel frame with optimized center brace arrangement

4.1 The effect of the optimized center brace arrangement on the structural lateral performance

This study illustrates a nine-story steel frame structure with four spans. Each story was maintained at a height of 4 m and the column-to-column span was 6 m. The structural brace featured two spans per story. A central force of 100 kN was applied to the top of the structure, symmetrically divided into 50 kN loads for both the left and right sides to account for the structural symmetry.

The structural configuration included variable cross sections for both beams and columns for every three stories. For the first through third stories, HW400 × 400 × 15 × 15 columns and HN400 × 200 × 8 × 13 beams were used. On the fourth to sixth stories, HW350 × 350 × 10 × 16 columns and HN400 × 200 × 7 × 11 beams were used, respectively. Finally, for the seventh to ninth stories, HW300 × 300 × 15 × 15 columns and HN400 × 150 × 8 × 13 beams, respectively, were employed. The brace components consisted of round steel pipes with a diameter of Φ140 × 9. All the structural members were constructed using Q345 steel. Structural modellng and analysis were conducted using SAP2000 software.

This study primarily investigated the influence of brace arrangement position on structural lateral performance. This involved a comparative analysis between the traditional brace arrangement (centralized and two-sided) and an optimized brace arrangement. The results of this analysis are summarized in Tables 2 and 3, which provide a comprehensive overview of the structural lateral performance under both arrangements.

Table 2 Comparison of lateral resistance of structures with different brace arrangements
Table 3 Comparison of lateral resistance of structures with different brace arrangements

The results in Tables 2 and 3 demonstrate the following observations:

  1. (1)

    The positioning of the brace arrangement had a notable impact on both the maximum lateral displacement of the top floor and lateral stiffness of the structure when all other conditions remained the same. The optimized brace arrangement notably enhanced the lateral performance of the structure and effectively boosted the lateral capacity of its components.

  2. (2)

    Compared to the traditional brace arrangement, the structures with optimized brace arrangements exhibited significantly higher resistance to the lateral displacement. The reduction ranged from 52% to a noteworthy extent, with the maximum lateral displacement decreasing from 12.01 mm to a range of 5.77–6.06 mm.

  3. (3)

    Between the traditional centralized brace arrangement and two-sided brace arrangement, the former proved superior. The centralized brace arrangement, positioned on the center column, generated both tension and compression axial forces, resulting in decreased internal forces within the structural members and an augmented lateral stiffness for the structure.

  4. (4)

    The optimized brace arrangement contributed to a more uniform distribution of internal forces within the structural members, which in turn enhanced the lateral stiffness. In contrast, a traditional brace arrangement often leads to substantial axial forces on bottom column members. Notably, in the optimized brace arrangement, the maximum axial force experienced by the bottom column was more than 50% lower than that in the traditional brace arrangement.

In practical scenarios with consistent hole locations in the vertical direction, such as elevator doorways, the conclusions drawn from previous brace arrangement analyses may not be applicable. Therefore, it is imperative to incorporate constraints on brace arrangement location. In this study, we assessed the optimal brace arrangement within the context of a one-bay, five-span, nine-story frame utilizing an elevator doorway as an exemplar constraint. The chosen cross sections remained consistent with the four-span model. A detailed description of these schemes is provided in Table 4.

Table 4 Comparison of the lateral resistance of structures with different brace arrangements considering building functions

The results presented in Table 4 reveal that the maximum lateral displacement of the top floor of the structure was approximately 40% smaller when the brace was optimally arranged compared with the traditional brace configuration. However, when comparing the four-span and nine-floor models, it became apparent that the effect of optimizing the brace arrangement was somewhat attenuated because of the absence of a brace in the central span, rendering the left and right sides of the structure as functionally independent. Nevertheless, a notable improvement in lateral resistance persists, underscoring the efficacy of the brace arrangement optimization method. Furthermore, it is evident that by adhering to the brace arrangement rules, the structural force transmission pathway can be enhanced, promoting uniform and minimized internal forces within the structural members and bolstering the structure’s lateral performance. By contrast, traditional brace arrangements often lead to substantial axial forces borne by the bottom column members, further confirming that adhering to brace arrangement guidelines can swiftly yield well-structured brace arrangements with heightened stiffness.

4.2 Pushover analysis of steel frame with optimized center brace arrangement

After optimizing the arrangement of braces in the structural scheme, a static pushover analysis was conducted. The goal was to examine the elastic–plastic properties of the structure after optimization and assess the rationality of the yielding mechanism within the structural members. This process aimed to validate the reasonableness of the optimized brace arrangement.

4.2.1 Pushover analysis of four-span, nine-story center-braced steel frame

Four-span, nine-story structures with both traditional braced arrangement 1 and optimized braced arrangement 1, as discussed in Sect. 4.1, were selected for the pushover analysis. The results are shown in Figs. 26 and 27.

Fig. 26
figure 26

Sequence and location of plastic hinge formation in braces of the traditional arrangement structure. a Plastic hinge in the braces, b Plastic hinge in beams and columns, c Plasticity development of components, d limit state

Fig. 27
figure 27

Sequence and location of plastic hinge formation in braces of the optimized arrangement structure. a Plastic hinge in the braces, b Plastic hinge in beam end, c Plasticity development of components, d limit state

In Fig. 26, an examination of the sequence of plastic hinge formation in the structure with the traditional brace arrangement reveals that plastic hinges initially manifested in the braces. As brace plasticity progressed, plastic hinges developed simultaneously in both the beams and columns. Subsequently, additional plastic hinges emerged in the other beams and secondary columns, ultimately resulting in the withdrawal of eight brace members. This sequence of plastic hinge appearances in the structure was deemed unreasonable because of the premature appearance of plastic hinges in the columns before the beams, which lacked a logical yielding mechanism. In contrast, for the structure with the optimized brace arrangement in Fig. 27, the plastic hinge sequence was as follows: plastic hinges emerging in a portion of the braces → plastic hinges manifesting in all braces → plastic hinges appearing in some beam ends → plastic hinges developing in the majority of beam ends, leading to the withdrawal of some braces until the final stage, where 14 braces withdrew. This formed a double lateral force-resisting structural system, representing an ideal yielding mechanism for the members.

4.2.2 Pushover analysis of five -span, nine-story center-braced steel frame

Structures with five-span, nine-story traditional braced arrangement 1, and optimized braced arrangement 1, as discussed in Sect. 4.1, were selected for the pushover analysis. The results are shown in Figs. 28 and 29.

Fig. 28
figure 28

Sequence and location of plastic hinge formation in braces of the traditional arrangement structure. a Plastic hinge in the braces, b Plastic hinge in beams and columns, c Plasticity development of components, d limit state

Fig. 29
figure 29

Sequence and location of plastic hinge formation in braces of the optimized arrangement structure. a Plastic hinge in the braces, b Plastic hinge in beam end, c Plasticity development of components, d limit state

In conjunction with Figs. 28 and 29, it is evident that the sequence of plastic hinge emergence in the five-span, nine-story structure mirrored that in the four-span, nine-story structure. The traditional bracing arrangement tended to induce premature plastic hinge formation in the columns, leading to an impractical yielding mechanism for the components. Conversely, the optimized bracing arrangement enhanced the sequence of plastic hinges, establishing a hinging sequence of brace → beam → column. This resulted in the formation of an efficient double lateral force-resisting structural system, showing an ideal yielding mechanism for the structure.

5 Dynamic time–history analysis of steel frame with optimized center brace arrangement

5.1 Basic information on structural modeling

The chosen structural model consisted of a twelve-story steel frame with four spans, featuring a double-brace arrangement on each floor. The brace arrangement was optimized in accordance with the principles outlined in Sect. 3, as shown in Fig. 30. Subsequently, the study delved into an in-depth exploration of the dynamic characteristics exhibited by the structure as a consequence of the optimized brace arrangement.

Fig. 30
figure 30

Conventional and optimized arrangements of frame braces

The structure had a height of 3.6 m and a column spacing of 7.2 m. It is located in an area characterized by an 8-degree (0.2 g) fortification intensity and is classified as a class II site. The seismic design group was a single group. Detailed information on the structural loads is presented in Table 5.

Table 5 Load information for each story in the steel framework

A finite element model of the structure was generated using SAP2000 software, with particular emphasis on evaluating the impact of brace arrangement positioning. The structural components were constructed using Q235 steel, with round steel pipes employed for the braces, and H-beams for the beams and columns. The nodes were connected using rigid connections. Detailed cross-sectional data of the members are presented in Table 6.

Table 6 Information on cross-sectional size of steel frame components

5.2 Seismic wave selection and adjustment

Based on the site category, fortification intensity, and design grouping of the structural model, we selected two representative strong earthquake seismic waves, specifically the El-Centro and Taft waves. Additionally, an artificial seismic wave was generated to conduct a time–history analysis of the aforementioned model. Seismic waveforms occurring within the first 15 s were selected for the analysis, accounting for both common and rare structural encounters. The acceleration–time curves for these three sets of seismic waves are shown in Fig. 31.

Fig. 31
figure 31

Time–history curve of seismic wave

5.3 Structural time–history analysis under frequent earthquakes

The structure was subjected to three distinct seismic waves: an El-Centro, Taft, and artificial waves. Subsequently, we obtained the time–history responses for displacement, base shear, and maximum interlayer lateral displacement for both the traditional brace arrangement structure system and brace optimization arrangement structure system under frequent earthquake conditions, as depicted in Fig. 32.

Fig. 32
figure 32

Time–history curves of traditional and optimized arrangements of braces under frequent earthquakes

Comparing the top lateral displacement responses of the structure under the optimized brace arrangement and the traditional brace arrangement in Fig. 32, it is evident that the displacement response of the structural system during the 8-degree frequent earthquake was notably smaller with the optimized brace arrangement. Further analysis attributed this improvement to the optimized brace arrangement, which enhanced the structural force transmission path, resulting in an increased lateral stiffness of the structural system. This enhanced stiffness effectively reduced the structural displacement response during seismic events. Consequently, it is advisable to consider brace arrangement optimization in future projects as a means of enhancing structural performance and seismic resilience.

Under frequent earthquakes, both the optimized brace arrangement and traditional structural system exhibited base shear values that were closely aligned with the seismic design code. This alignment indicates that the disparity between the structural base shear corresponding to each time–history curve and the value calculated from the response spectrum was less than 35% of the calculated response spectrum value. Additionally, the difference was less than 20% of the calculated response spectrum value between the average base shear values derived from the time–history curves and calculated response spectrum values. The comparative results are presented in Tables 7 and 8, respectively. Hence, all three seismic waves adhere to the specified criteria and are suitable for dynamic time–history analysis of the aforementioned structure.

Table 7 Maximum base shear in traditional brace arrangements using time–history analysis and reaction spectrum methods
Table 8 Maximum base shear in optimized brace arrangements using time–history analysis and reaction spectrum methods

Figure 33 illustrates the inter-story lateral displacement observed in both the optimized and traditional brace arrangements during a multi-occurrence earthquake. Notably, the inter-story lateral displacement for both arrangements remained at approximately 5 mm. Moreover, the inter-story displacement angle remained below the elastic inter-story displacement angle threshold of 1/250. Upon closer examination, it becomes apparent that the average maximum inter-story lateral displacement in the optimized brace arrangement was slightly smaller than that in the traditional brace arrangement. This reduction can be attributed to the reinforcement of the structural floors achieved through the enhanced lateral stiffness resulting from the optimization of the brace arrangement. Consequently, specific areas within the structure experienced a decrease in inter-story lateral movement. This improvement is a direct outcome of the optimized brace arrangement, which bolsters the lateral stiffness of the structural floors and effectively mitigates the inter-story lateral displacement.

Fig. 33
figure 33

Comparison of maximum lateral displacements under frequent earthquakes

5.4 Structural time–history analysis under rare earthquakes

The structure was subjected to three seismic waves: an El-Centro wave, Taft wave, and artificial wave. Subsequently, the displacement, base shear time–history responses, and maximum interlayer lateral displacement of both the traditional brace arrangement structure system and brace optimization arrangement structure system under rare earthquake conditions were recorded, as shown in Fig. 34.

Fig. 34
figure 34

Time–history curves of traditional and optimized arrangements of braces under rare earthquakes

Comparing the top lateral displacement responses of the structure under the optimized brace arrangement and the traditional brace arrangement in Fig. 34, it is evident that the optimized brace arrangement reduced the structural system’s displacement response during rare 8-degree earthquakes. This seismic performance improvement is attributed to the repositioning of the brace distribution. It is recommended that optimized brace arrangements be incorporated following the established rules in future projects. Moreover, the base shear values for both the optimized and traditional brace arrangements remained similar under rare earthquake conditions.

Figure 35 depicts the inter-story lateral displacement profiles of the structure under the influence of three sets of rare earthquake seismic waves, considering different brace arrangement positions. Notably, both the traditional and optimized brace arrangements adhered to the specification requirements for inter-story lateral displacement. The inter-story lateral displacements in both arrangements exhibited similarity, with the mean value of inter-story lateral displacement being slightly smaller in the optimized brace arrangement than in the traditional arrangement.

Fig. 35
figure 35

Comparison of maximum lateral displacements under rare earthquakes

6 Conclusions

This study focused on the optimization of conventional center brace steel frame structural systems, with a particular focus on the standard herringbone center brace steel frame. This investigation explored the relationship between the positioning of brace arrangements within a structure and its structural performance. A novel optimization approach was proposed for optimizing the brace plane layout in center brace steel frame structural systems. This method demonstrated the ability to optimize the structural brace arrangement efficiently and precisely, and explored the static and dynamic aspects of the mechanical behavior of the structure after the implementation of the optimal brace arrangement. To encapsulate the research findings outlined above, the primary conclusions are summarized as follows:

  1. (1)

    A fundamental theoretical formula for calculating the equivalent lateral stiffness of frame stories with different brace span arrangements was established. The proposed theoretical analysis was sufficiently validated and verified for accuracy through a comparison with finite element simulation results.

  2. (2)

    The impact of varied member stiffnesses on the overall lateral stiffness of the structure was examined, and the results indicated that the axial stiffness of members within the frame-braced structural system played a key role. Subsequently, a simplified theoretical model was introduced to facilitate the rapid assessment of the lateral stiffness of the structure with respect to the influence of the brace arrangement. Subsequently, the utilization of a fundamental brace unit helped elucidate the brace optimization arrangement principles, leading to the proposal of a brace plane optimization arrangement.

  3. (3)

    A comparative evaluation of the structural performance of the traditional and optimized brace arrangements was conducted. It is evident that the lateral displacement was significantly improved with the optimized brace arrangement, resulting in a more uniform and reduced internal force distribution among the structural members, which effectively strengthened the lateral stiffness of the structure. Notably, the traditional brace arrangement often subjected the bottom columns to substantial axial forces, whereas the optimized brace arrangement reduced the maximum axial force in the bottom column by more than 50%. Moreover, the traditional vertical through-span brace arrangement can induce premature plastic hinge development in columns, leading to an unfavorable member yielding mechanism. Conversely, the optimized brace arrangement established a desirable yielding mechanism, preventing plastic hinges at the column ends and forming an effective double lateral force-resisting structural system.

  4. (4)

    In response to multiple and rare earthquakes, the dynamic structural response was notably reduced following the implementation of the optimized brace arrangement. This enhancement in seismic performance was attributed to the strategic adjustment of the brace arrangement positions. Consequently, it is advisable to incorporate the brace optimization method into construction projects to achieve cost-effectiveness and structural efficiency through the utilization of optimized brace arrangements.

In future research, we will assess the optimized arrangement of the center brace steel framing system using an enhanced optimization algorithm built upon the method proposed in this paper, with the total structure cost as the primary objective.