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Article

Stability Analysis of Transmission Towers in Mining-Affected Zones

1
College of Energy and Mining Engineering, Xi’an University of Science and Technology, Xi’an 710054, China
2
Key Laboratory of Western Mine Exploration and Hazards Prevention, Ministry of Education, Xi’an University of Science and Technology, Xi’an 710054, China
3
ShaanXi Yong’an Engineering Design Consulting Company, Xi’an 710054, China
*
Authors to whom correspondence should be addressed.
Appl. Sci. 2025, 15(20), 11091; https://doi.org/10.3390/app152011091
Submission received: 12 September 2025 / Revised: 9 October 2025 / Accepted: 14 October 2025 / Published: 16 October 2025

Abstract

Transmission towers located above mined-out areas may experience collapse or instability due to mining-induced ground subsidence and deformation, which poses significant risks to the safe operation of power transmission lines. To clearly evaluate the deformation resistance and failure threshold of transmission towers under mining-induced ground deformation, this article examines a typical 220 kV self-supporting transmission tower located in a mining area of Northern Shaanxi Province through a detailed three-dimensional finite element model constructed and simulated using ANSYS 2022. The mechanical response and failure process of the tower structure were systematically simulated under five typical deformation conditions: tilt, horizontal compression, horizontal tension, tilt–compression, and tilt–tension. The results indicate that under individual deformation conditions, the critical deformation values of the tower are 35 mm/m for tilt, 10 mm/m for horizontal compression, and 8 mm/m for horizontal tension, demonstrating that the structure is most sensitive to horizontal tensile deformation. Under combined deformation conditions, the critical deformation values for the combined tilt–compression and tilt–tension conditions exhibited a marked reduction, reaching 8 mm/m and 6 mm/m. Compared to individual deformation conditions, transmission towers demonstrate a significantly higher susceptibility to structural failure under combined deformation conditions. The displacement at the tower head and the tower tilt angle exhibit a linear positive correlation with the values of ground surface deformation. Under individual deformation conditions, the tilt of the tower was approximately 0.903 times the tilt deformation value and 0.089 times the values of horizontal compression and tension deformation, indicating that tilt deformation exerts a more pronounced influence on the inclination of the tower. Under combined deformation conditions, the tilt of the tower reached approximately 0.981 times that of the tilt–compression deformation value and 0.829 times that of the tilt–tension deformation value. Compared to the tower tilt induced individually by horizontal compression or tension deformation, the tilt under combined deformation conditions demonstrated a significantly greater value. Under mining-induced ground deformation, a redistribution of support reactions occurs, exhibiting either nonlinear or linear increasing trends depending on the type of deformation. The findings of this article provide a theoretical basis and data support for disaster prevention and control, safety evaluation, and structural design of transmission lines in mining areas.

1. Introduction

With the large-scale extraction of coal resources and the continuous expansion of national power infrastructure, the routing of high-voltage transmission lines through coal mining-induced subsidence zones has become an unavoidable reality [1,2]. High-voltage transmission lines represent a specific type of structure that functions as a continuously coupled spatial system, comprising conductors, towers, foundations, and connecting elements [3,4]. Owing to the discrepancy in deformation mechanisms between transmission towers and the ground surface, the conventional mining-induced damage criteria established for buildings are not directly applicable for assessing the structural failure severity of such infrastructure [5,6]. Surface movement and deformation induced by coal mining will impose additional stresses and deformations on transmission towers [7], which may eventually lead to structural failure if these exceed allowable limits [8]. Hence, a comprehensive study on the relationship between transmission tower deformation and surface movement is essential for establishing the critical threshold values of ground deformation permissible for tower stability. Such findings are crucial for guiding the route selection of new power lines and ensuring the structural integrity of towers in mining-affected areas.
A considerable body of research has been devoted to analyzing how mining-induced ground movement and deformation affect the structural integrity of transmission towers. Zhao, B. [9,10,11] developed a mechanical model of the big board foundation through theoretical analysis and numerical simulation. By integrating the probability integral method, he derived the coordinated deformation behavior between surface movement and the foundation, thereby providing a novel methodology for predicting the extent of tower damage. Zhao, Y. [12,13] established a predictive model for estimating the displacement and deformation of high-voltage transmission towers under mining-induced conditions. The study revealed that the tilt deformation of the tower body is determined by both ground tilt and tower height, while the horizontal deformation of the foundation depends on the ground horizontal strain, the base width of the tower, and the properties of the foundation and soil. Guo, W. [14,15] conducted a case study of high-voltage transmission towers affected by mining activities. Using numerical simulation and the probability integral method, he examined the correlation between ground tilt/horizontal strain and the distribution of structural internal forces and deformation characteristics of the towers. This research provides a critical theoretical basis for the safety assessment of transmission towers in mining-affected areas. Yang, X. [16,17] developed an improved Analytic Hierarchy Process model by selecting nine key influencing factors as evaluation indicators. A comparison between the evaluation results and field investigation data on the site stability along high-voltage transmission lines demonstrated that the enhanced model can accurately reflect the actual stability characteristics of the goaf. Qi, W. [18] and Wang, H. [19] applied a fuzzy comprehensive evaluation method to assess specific indicators across multiple hierarchical levels. The results, determined by the maximum membership principle, indicated a “relatively stable” condition, suggesting that no additional safety reinforcement measures are required for the tower structure. Xu, S. [20,21], G, Vladimir. [22], and Zhang, S. [23] conducted an in-depth investigation through theoretical analysis, examining aspects such as subsoil deformation, tower foundation characteristics, simulation accuracy, structural deformation of towers, and the influence of cable suspension points. Their research elucidates the patterns and characteristics of surface deformation in goaf areas and proposes corresponding mitigation strategies. Yu, H. [24], Wu, J. [25], and Kang, B. [26] conducted an analytical study on a typical transmission tower under various foundation deformation conditions. They clearly determined the corresponding tilt rates of the tower and deformation rates of the foundation for each condition, providing critical reference data for the deformation-resistant capacity design and safety monitoring of tower foundations in goaf areas. Kouchaki, M. [27] and Sun, M. [28] employed machine learning and neural network algorithms, utilizing accuracy as the criterion to select the most effective method. By leveraging acceleration responses of a large transmission tower under various structural states, they evaluated the selected approach. The results demonstrate the feasibility of applying artificial neural networks for the qualitative assessment of structural health in transmission towers. Jia, J. [29] and Liu, J. [30] developed a finite element model of a transmission tower-line system using the finite element software ANSYS. The study comprehensively investigated the effects of various types of horizontal ground deformation and their directions of action on the mechanical behavior of the tower structure. The internal force distribution and evolution patterns of the structural members were analyzed, and the failure mechanisms of typical tower components were elucidated, thereby providing a theoretical basis for the safety assessment of transmission tower structures in mining-affected areas. Through a comparative analysis of six different working conditions, Shi, G. [31] concluded that uniform settlement imposes a significantly lower impact on transmission tower structures than uniform settlement. Based on this finding, he proposed the adoption of an integrated foundation design to enhance the stability of the tower. Yuan, G. [32] employed the finite element analysis method to systematically examine the influence of ground deformation on the internal force distribution and deformation characteristics of a typical transmission tower. The study revealed the correlation between structural failure modes and the load-bearing capacity as well as displacement of individual members. Zhou, Y. [33] developed a finite element model of a transmission tower-line system to calculate the structural internal forces and stresses in truss members. The model was validated against experimental data, leading to the formulation of a reinforcement strategy. Zhou, L. [34] investigated the performance of high-voltage transmission towers in resisting mining-induced deformation within loess hilly areas and proposed targeted protective mining techniques accordingly.
Although the aforementioned scholars have made considerable progress in studying the structural response of transmission towers in mining-affected zones, the critical surface deformation values leading to tower failure have not yet been definitively established. Building upon this foundation, the present study employs ANSYS numerical simulation software to construct a three-dimensional finite element model of a typical transmission tower. Five typical deformation conditions were selected and simulated. The article systematically examines the effects of mining-induced ground movement and deformation on transmission structures, determines critical deformation thresholds leading to failure under varying conditions, uncovers the underlying deformation response mechanisms and failure modes, and clarifies the characteristic behavior of towers subjected to surface deformation. Thereby, it establishes a theoretical framework for the design and safety evaluation of towers in mining-affected zones.

2. Finite Element Modeling and Failure Criteria for Transmission Towers

2.1. Establishment of the Model

This article focuses on a typical 220 kV single-circuit self-supporting transmission tower located above a mining area of Northern Shaanxi Province. The tower, with a total height of 44.84 m and a nominal height of 38.88 m, features a base width of 8 m in both the transverse and longitudinal directions. The main material of the tower adopts Q345 equal angle steel, and the diagonal material and auxiliary material adopt Q235 equal angle steel. The maximum section of the angle steel member used is L160 × 14, the minimum section is L40 × 3, and all sections are L-L-shaped. In the global finite element model, both the main and diagonal material were simulated using the BEAM188 3-D beam element in ANSYS, which incorporates seven degrees of freedom per node. The tower structure is primarily composed of steel angles, gusset plates, and high-strength bolts.
The steel material was modeled using an ideal elastoplastic constitutive model, with only self-weight considered. The material parameters for both Q345 and Q235 steel were uniformly defined as follows: density ρ = 7.85 × 103 kg/m3, elastic modulus E = 2.06 × 1011 Pa, and Poisson’s ratio μ = 0.3. Based on the aforementioned modeling criteria, the tower model comprised a total of 15,579 nodes and 1353 elements following the meshing process. To accurately characterize the large deformations that steel components may undergo under foundation-induced deformation, a multilinear stress–strain constitutive model was employed to simulate the kinematic hardening effect, with the large deformation option activated to account for geometric nonlinearity. The detailed structure of the finite element model of the transmission tower is presented in Figure 1.

2.2. Scheme of Numerical Simulation

Studies indicate that [35], following coal seam extraction, transmission towers overlying the goaf are susceptible to two predominant failure modes [36]. The first occurs at the margin of the goaf, where uniform subsidence causes one side of the foundation to sink significantly, inducing sliding toward the basin center and resulting in structural deformation of the tower. The second is observed in the central zone of the goaf, where non-uniform foundation settlement leads to partial subsidence accompanied by bilateral inward displacement, thereby distorting the tower body. From the perspective of mining-induced subsidence, the aforementioned damage can be attributed to ground tilt deformation, horizontal compression, tension deformation, as well as combined deformation effects.
Therefore, the above two forms of damage can be attributed to an individual deformation condition and a composite deformation condition, a total of 5 typical deformation conditions. The individual deformation conditions include condition 1: tilt deformation (i), condition 2: compression deformation (εc), and condition 3: tension deformation (εt). The combined deformation conditions include condition 4: tilt–compression deformation (i + εc), and condition 5: tilt–tension deformation (i + εt), as shown in Figure 2.
Based on this framework, this article will simulate the damage response of the transmission tower under five deformation conditions. The simulation methodology for each condition is described below, with detailed schemes for individual and combined deformation conditions given in Table 1 and Table 2, respectively.
Condition 1: fixed bearing C, D, bearing A, B applied vertical displacement (UY < 0), constrained UX, UZ, as shown in Figure 2a,
Condition 2: fixed bearing C, D, bearing A, B applied lateral inward displacement (UZ < 0), constraint UX, UY, as shown in Figure 2b.
Condition 3: fixed bearing C, D, bearing A, B applied lateral outward displacement (UZ > 0), constraint UX, UY, as shown in Figure 2c.
Condition 4: fixed bearing C and D, bearing A and B simultaneously applied vertical displacement (UY < 0) and lateral inward displacement (UZ < 0), as shown in Figure 2d.
Condition 5: fixed bearing C and D, bearing A and B simultaneously applied vertical displacement (UY < 0), and lateral outward displacement (UZ > 0), as shown in Figure 2e.

2.3. Failure Criterion of Tower

The transmission tower structure, fabricated from steel angles, is highly statically indeterminate. Members primarily under tension tend to exhibit strength-based failure, while those subjected to compression are susceptible to buckling instability. Under normal service conditions, the stresses in the structural members of the tower remain within the allowable material stress limits. Compressive members that have exceeded the allowable material stress retain residual post-buckling load-carrying capacity and continue to contribute to the global stiffness of the tower structure. When a tensile member undergoes stress beyond the material’s yield strength, it experiences strength failure, resulting in a loss of sectional load-bearing capacity and ceasing to contribute to the global structural stiffness of the tower. The tension resistance at both ends deteriorates rapidly, which may trigger progressive collapse and lead to global instability of the structure.
Therefore, the exceedance of the allowable stress in tensile members is defined as the failure criterion for the transmission tower [37]. The allowable stresses for Q235 and Q345 steel grades are specified as 235 MPa and 345 MPa, respectively [38]. Once the applied stress exceeds the allowable stress, the structural steel of the transmission tower undergoes failure. In the ANSYS simulation, it is assumed that the foundations remain intact, and ground movement-induced deformations are directly transferred through the four supports (A, B, C, D). Additionally, failure of the nodes will not precede that of the structural members.

3. Numerical Model Calculation Results and Analysis

3.1. Characteristics of Stress Distribution in Structural Members Under Five Deformation Conditions

Based on the simulation schemes detailed in Table 1 and Table 2, the damage response of the transmission tower under five distinct ground deformation conditions was simulated. Complete sets of nodal and elemental solutions were obtained for each condition. Due to space constraints, only selected contour cloud plots of axial stress distribution in the tower under specific ground deformation values are presented. In the figures, “MX” denotes the location of maximum tensile stress, while “MN” indicates the location of maximum compressive stress. Selected extreme values, including the maximum compressive and tensile stresses, extracted from the simulation results under various ground deformation conditions, are summarized in the table.

3.1.1. Stress Distribution Characteristics in Structural Members Under Individual Deformation Conditions

Figure 3 presents contour plots of stress distribution in the transmission tower under varying ground tilt deformation conditions, while Table 3 summarizes the maximum stresses experienced by the structural members corresponding to different values of ground tilt. As illustrated in Figure 3, under a specific tilt deformation value, the maximum compressive stress in the structural members of the transmission tower occurs at the diagonal members near the fixed support C of the tower leg, while the maximum tensile stress is observed at the diagonal members adjacent to the movable support A of the tower leg. As the values of ground tilt increases, both the compressive stress in the members under compression and the tensile stress in the members under tension exhibit a corresponding increase.
As can be seen from Figure 3 and Table 3, when the ground tilt value reaches 35 mm/m, the tensile stress in the Q235 steel members of the transmission tower reaches 240.365 MPa, exceeding the allowable stress of 235 MPa for this material grade. Hence, a ground tilt deformation value of 35 mm/m can be established as the critical value for this transmission tower.
Figure 4 shows the fitted curves of the relationship between the maximum compressive and tensile stresses in the structural members and the tilt values under various deformation conditions, with the corresponding fitting equations provided in Equations (1) and (2).
σ c = 0.06602 i 2 + 9.8379 i 4.82119 , R 2 = 0.99965
σ t = 0.06194 i 2 + 9.4334 i 17.56845 , R 2 = 0.99919
As illustrated in Figure 4 and Equations (1) and (2), both the maximum compressive and tensile stresses in the structural members exhibit a quadratic nonlinear relationship with the ground tilt deformation values. These stresses increase monotonically in a quadratic manner as the tilt value rises. When the tilt value is less than 35 mm/m, the increasing trend of both the maximum compressive and tensile stresses is pronounced. Beyond the threshold of 35 mm/m, however, the parabolic growth rate decelerates.
Figure 5 presents contour plots of the stress distribution within the transmission tower under various ground compression deformation conditions, while Table 4 summarizes the maximum stresses experienced by the structural members corresponding to different values of ground compression. As observed from Figure 5, when the horizontal compression deformation is less than 8 mm/m, the structural members most vulnerable to failure are the cross-diagonal members located immediately above the supports of the tower legs. As the value of ground compression increases beyond 8 mm/m, the failure region progressively transitions upward from the tower legs to the main body of the tower structure. As the ground compression deformation value increases, both the tensile and compressive stresses in the structural members exhibit a corresponding increase.
As shown in Figure 5 and Table 4, when the horizontal compression deformation reaches 10 mm/m, the stress in the Q235 steel tension members of the transmission tower reaches 242.231 MPa, exceeding the allowable stress of 235 MPa for the material. Therefore, the horizontal compression deformation value, denoted as 10 mm/m, can be identified as the critical ground compression deformation value for this transmission tower.
Figure 6 presents the fitted curves illustrating the relationship between the maximum compressive and tensile stresses in the structural members and the value of compression deformation under various conditions, with the corresponding fitting equations provided in Equations (3) and (4).
σ c = 0.54877 ε c 2 + 37.43503 ε c 22.1157 , R 2 = 0.99921
σ t = 0.68632 ε c 2 + 17.07371 ε c + 8.14709 , R 2 = 0.99922
As indicated in Figure 6 and Equation (3), the maximum compressive stress in the structural members exhibits a quadratically nonlinear monotonic increase with increasing ground compression deformation. When the deformation is below 10 mm/m, the rate of increase is particularly pronounced; beyond this threshold, the parabolic growth rate attenuates. Furthermore, as demonstrated in Figure 6 and Equation (4), the maximum tensile stress also increases in a quadratically nonlinear monotonic manner as the compression deformation rises. Notably, once the deformation exceeds 8 mm/m, the parabolic growth accelerates markedly, leading to a substantial increase in tension stress within the structural members.
Figure 7 presents contour plots of the stress distribution in the transmission tower under various ground tension deformation conditions, while Table 5 summarizes the maximum stresses experienced by the structural members corresponding to different values of ground tension deformation. As observed in Figure 7, when the horizontal tension deformation is less than 4 mm/m, the most vulnerable structural components are the cross-diagonal members located adjacent to the supports of the tower legs. As the deformation exceeds 4 mm/m, the failure region progressively transitions from the tower legs toward the main body of the tower structure. As the ground tension deformation value increases, both the tensile and compressive stresses in the structural members exhibit a corresponding increase.
As indicated in Figure 7 and Table 5, when the horizontal tensile deformation reaches 8 mm/m, the tensile stress in the Q235 steel members reaches 251.768 MPa, exceeding the allowable stress of 235 MPa for the structural material. Therefore, the horizontal tensile deformation value of 8 mm/m can be regarded as the critical ground tensile deformation value for this transmission tower structure.
Figure 8 presents the fitted curves illustrating the relationship between the maximum compressive and tensile stresses in the structural members and the value of tension deformation under various conditions, with the corresponding fitting equations provided in Equations (5) and (6).
σ c = 2.3465 ε t 2 + 62.67893 ε t 75.55 , R 2 = 0.99942
σ t = 1.4465 ε t 2 + 49.68682 ε t 57.98 , R 2 = 0.99954
As demonstrated in Figure 8 and Equation (5), the maximum compressive stress in the structural members exhibits a quadratically nonlinear monotonic increase with increasing ground tensile deformation. When the deformation remains below 8 mm/m, the rate of increase is particularly pronounced; beyond this threshold, however, the parabolic growth rate attenuates. Furthermore, according to Figure 8 and Equation (6), the maximum tensile stress also demonstrates a quadratically nonlinear monotonic increase in response to greater tensile deformation, with the parabolic growth rate decelerating after the deformation exceeds 10 mm/m.
Under individual deformation conditions, the critical deformation values for the tower were determined as 35 mm/m for ground tilt, 10 mm/m for horizontal compression, and 8 mm/m for horizontal tension. The results demonstrate that the tower exhibits the highest resistance to ground tilt deformation, while being most sensitive to horizontal tension deformation, with members prone to failure under such conditions. Under ground tilt deformation, the most vulnerable members of the tower are located at the fixed supports of the tower legs. In contrast, under horizontal compression and tension deformation, failure initiates in the cross-diagonal members immediately above the supports of the tower legs. With increasing deformation, the critical failure region progressively propagates toward the main body of the tower. Throughout this process, both the tensile and compressive stresses in the members increase correspondingly. Both the maximum compressive and tensile stresses in the structural members exhibit a quadratically nonlinear increase, with the growth rate gradually decelerating as the deformation value rises.

3.1.2. Stress Distribution Characteristics in Structural Members Under Combined Deformation Conditions

Figure 9 presents contour plots of stress distribution in the transmission tower under varying combined tilt–compression deformation conditions, while Table 6 summarizes the maximum stresses in the structural members corresponding to different values of combined tilt–compression deformation. As observed in Figure 9, the maximum tensile stress in the transmission tower occurs at the cross-diagonal members above fixed support D, while the maximum compressive stress is located at the cross-diagonal members above fixed support C. With increasing combined tilt–compression deformation, both the tensile and compressive stresses in the structural members exhibit a corresponding increase.
As indicated in Figure 9 and Table 6, when the combined tilt–compression deformation reaches 8 mm/m, the tensile stress in the Q235 steel members of the transmission tower reaches 245.985 MPa, exceeding the allowable stress of 235 MPa for the material. Hence, the combined tilt–compression deformation value of 8 mm/m can be identified as the critical ground deformation value under this combined condition for the tower structure.
Figure 10 shows the fitted curves of the relationship between the maximum stresses in the structural members and the values of combined tilt–compression deformation, with the corresponding fitting equations provided in Equations (7) and (8).
σ c = 0.80843 ( i ε c ) 2 + 44.97683 ( i ε c ) 5.89843 , R 2 = 0.99958
σ t = 0.68785 ( i ε c ) 2 + 37.32792 ( i ε c ) 11.07014 , R 2 = 0.99949
As derived from Figure 10 and Equations (7) and (8), both the maximum compressive and tensile stresses in the structural members exhibit a quadratically nonlinear relationship with the combined tilt–compression deformation values. As the deformation value increases, these stresses demonstrate a quadratically nonlinear monotonic increase. However, when the combined tilt–compression deformation exceeds 10 mm/m, the growth rate decelerates noticeably.
Figure 11 presents contour plots of the stress distribution in the transmission tower under varying combined tilt–tension deformation conditions, while Table 7 summarizes the maximum stresses in the structural members corresponding to different values of combined tilt–tension deformation. As shown in Figure 11, the maximum tensile stress in the transmission tower occurs in the cross-diagonal members above movable support A, while the maximum compressive stress is located in the cross-diagonal members above movable support B. With increasing combined tilt–tension deformation values, both the tensile and compressive stresses in the structural members show a corresponding increase.
As indicated in Figure 11 and Table 7, when the combined tilt–tension deformation reaches 6 mm/m, the tensile stress in the Q235 steel members reaches 244.165 MPa, exceeding the allowable stress of 235 MPa for the material. Hence, the combined tilt–tension deformation value of 6 mm/m can be identified as the critical ground deformation value under this combined condition for the transmission tower structure.
Figure 12 shows the fitted curves of the relationship between the maximum stresses in the structural members and the values of combined tilt–tension deformation with the corresponding fitting equations provided in Equations (9) and (10).
σ c = 29.4734 ( i ε t ) + 22.37753 , R 2 = 0.99998
σ t = 37.2553 ( i ε t ) + 20.54442 , R 2 = 0.99996
As derived from Figure 12 and Equations (9) and (10), both the maximum compressive and tensile stresses in the structural members exhibit a linear positive correlation with the combined tilt–tension deformation values. These stresses demonstrate a linear monotonic increase with rising deformation values.
Under combined deformation conditions, the critical deformation value for combined tilt–tension was observed to be 6 mm/m, which is lower than that of combined tilt–compression (8 mm/m), indicating that the former is more likely to induce failure in the structural members. In both conditions, failure initiated in the cross-diagonal members located immediately above the supports. Under combined tilt–compression deformation, the maximum compressive and tensile stresses in the members exhibit a quadratically nonlinear increase, with a decelerating growth rate as deformation progresses. In contrast, under combined tilt–tension deformation, these stresses demonstrate a distinct linear monotonic increasing trend. Compared to individual deformation conditions, the critical deformation values under combined conditions are significantly lower, indicating higher stress concentrations in the structural members and greater susceptibility to failure of the tower.

3.2. Characteristics of Displacement Distribution in Tower Under Five Deformation Conditions

Based on the simulation schemes detailed in Table 1 and Table 2, due to space constraints, only selected contour cloud plots of displacement distribution in the tower under specific ground deformation values are presented. In the figures, “MX” denotes the location of maximum displacement, while “MN” indicates the location of minimum displacement. The center of the tower head (elevation: 40.8 m; Node: 155) and the center of the cross-arm (elevation: 40.2 m; Node: 370) were selected as monitoring points. The displacements at these points were extracted to calculate the tilt angle (q) of the tower, and the results are summarized in the table. Based on the displacements of the monitoring points and the tilt angle of the tower compiled in the table, fitted curves illustrating the relationships between the ground deformation values and the displacement components in the x-, y-, and z-directions (Sx, Sy, Sz), as well as the tower tilt angle (q), were plotted. Additionally, the fitting expression describing the relationship between the tower tilt angle (q) and the ground deformation values is provided.

3.2.1. Displacement Distribution Characteristics in Tower Under Individual Deformation Conditions

Figure 13 presents contour plots of the displacement distribution in the transmission tower under various ground tilt deformation conditions. Table 8 summarizes the displacements of the monitoring points and the tilt angle of the tower under these ground tilt deformation conditions. Figure 14 shows the fitted curves of the relationships between the displacement components (Sx, Sy, Sz), the tower tilt angle (q), and the ground tilt values. As illustrated in Figure 13, under a specific ground tilt deformation value, the minimum displacement of the transmission tower occurs at fixed support D, while the maximum displacement is observed at the top of the tower. Furthermore, as the ground tilt value increases, the displacement progressively increases from the base to the top of the tower, with a corresponding rise in displacement across all structural components.
Equation (11) provides the fitting equation for the relationship between the tower tilt angle (q) and the ground tilt deformation value.
q = 0.90271 i 0.00798 , R 2 = 0.9999
As can be seen from Table 8 and Figure 14, the displacement in the z-direction (Sz) is significantly greater than those in the x- and y-directions (Sx and Sy), with Sx being the smallest. Furthermore, Sx, Sy, Sz, and the tower tilt angle (q) all exhibit positive linear correlations with the ground tilt values. As the ground tilt values increase, the displacements Sx, Sy, Sz, and the tower tilt angle (q) exhibit a linear monotonic increase, with the tower tilt angle (q) being approximately 0.903 times the ground tilt value.
Figure 15 presents contour plots of the displacement distribution in the transmission tower under various ground compression deformation conditions. Table 9 summarizes the displacements of the monitoring points and the tilt angle of the tower under these ground compression deformation conditions. Figure 16 shows the fitted curves of the relationships between the displacement components (Sx, Sy, Sz), the tower tilt angle (q), and the ground compression values. As observed in Figure 15, under a specific compression deformation value, the maximum displacement of the transmission tower occurs at movable support B, while the minimum displacement is located at fixed support D. The differential horizontal movement of the transmission tower supports resulted in contraction of the tower legs, leading to progressive distortion of the upper sections. As the compression deformation increased, displacements throughout the tower structure exhibited a corresponding rise.
Equation (12) provides the fitting equation for the relationship between the tower tilt angle (q) and the ground compression deformation value.
q = 0.08908 ε c + 0.00051 , R 2 = 0.9999
As can be seen from Table 9 and Figure 16, the displacement in the z-direction (Sz) is significantly greater than those in the x- and y-directions (Sx and Sy), with Sx being the smallest and approaching nearly zero. Furthermore, Sx, Sy, Sz, and the tower tilt angle (q) all exhibit positive linear correlations with the ground compression values. As the ground compression values increase, the displacements Sx, Sy, Sz, and the tower tilt angle (q) exhibit a linear monotonic increase, with the tower tilt angle (q) being approximately 0.089 times the ground compression deformation value.
Figure 17 presents contour plots of the displacement distribution in the transmission tower under various ground tension deformation conditions. Table 10 summarizes the displacements of the monitoring points and the tilt angle of the tower under these ground tension deformation conditions. Figure 18 shows the fitted curves of the relationships between the displacement components (Sx, Sy, Sz), the tower tilt angle (q), and the ground tension values. As observed in Figure 17, under a specific tension deformation value, the maximum displacement of the transmission tower occurs at movable support B, while the minimum displacement is located at fixed support C. As the ground tension deformation values increase, the displacements in various parts of the transmission tower exhibit a corresponding increase.
Equation (13) provides the fitting equation for the relationship between the tower tilt angle (q) and the ground tension deformation value.
q = 0.08921 ε t 0.00014 , R 2 = 0.9999
As can be seen from Table 10 and Figure 18, the displacement in the z-direction (Sz) is significantly greater than those in the x- and y-directions (Sx and Sy), with Sx being the smallest and approaching nearly zero. Furthermore, Sx, Sy, Sz, and the tower tilt angle (q) all exhibit positive linear correlations with the ground tension values. As the ground tension values increase, the displacements Sx, Sy, Sz, and the tower tilt angle (q) exhibit a linear monotonic increase, with the tower tilt angle (q) being approximately 0.089 times the ground tension deformation value.
Under individual deformation conditions, the displacement distribution characteristics of the tower are as follows. During ground tilt deformation, the minimum displacement occurs at fixed supports C and D, while the maximum displacement appears at the tower top. In contrast, under horizontal compression or tension deformation, the minimum displacement remains located at fixed supports C and D, whereas the maximum displacement is observed at movable supports A and B of the tower. The displacement components Sx, Sy, and Sz induced by ground tilt deformation are significantly greater than those induced by horizontal compression and tension deformation, while the displacements under horizontal compression and tension conditions exhibit relatively minor differences. Under these three deformation conditions, the displacement components (Sx, Sy, Sz) and the tower tilt angle (q) exhibit positive linear correlations with the ground deformation values. Specifically, under ground tilt deformation, the tower tilt angle is approximately 0.903 times the ground tilt value, whereas under horizontal compression or tension deformation, the tower tilt angle is only about 0.089 times the corresponding deformation value. This indicates that ground tilt deformation has a significantly higher impact on the tilt behavior of the tower compared to horizontal compression and tension deformation.

3.2.2. Displacement Distribution Characteristics in Tower Under Combined Deformation Conditions

Figure 19 presents contour plots of the displacement distribution in the transmission tower under various ground tilt–compression deformation conditions. Table 11 summarizes the displacements of the monitoring points and the tilt angle of the tower under these ground tilt–compression deformation conditions. Figure 20 shows the fitted curves of the relationships between the displacement components (Sx, Sy, Sz), the tower tilt angle (q), and the ground tilt–compression values. As observed in Figure 20, under a specific combined tilt–compression deformation value, the minimum displacement of the transmission tower is located at fixed supports C and D, while the maximum displacement occurs at the top of the tower. As the combined tilt–compression deformation values increase, displacements in all components of the transmission tower exhibit a corresponding increase.
Equation (14) provides the fitting equation for the relationship between the tower tilt angle (q) and the ground tilt–compression deformation value.
q = 0.98136 ( i ε c ) + 0.043 , R 2 = 0.9999
As can be seen from Table 11 and Figure 20, the displacement in the z-direction (Sz) is significantly greater than those in the x- and y-directions (Sx and Sy), with Sx being the smallest. Furthermore, Sx, Sy, Sz, and the tower tilt angle (q) all exhibit positive linear correlations with the ground tilt–compression values. As the ground tilt–compression values increase, the displacements Sx, Sy, Sz and the tower tilt angle (q) exhibit a linear monotonic increase, with the tower tilt angle (q) being approximately 0.981 times the ground tilt–compression deformation value.
Figure 21 presents contour plots of the displacement distribution in the transmission tower under various ground tilt–tension deformation conditions. Table 12 summarizes the displacements of the monitoring points and the tilt angle of the tower under these ground tilt–tension deformation conditions. Figure 22 shows the fitted curves of the relationships between the displacement components (Sx, Sy, Sz), the tower tilt angle (q), and the ground tilt–tension values. As observed in Figure 21, under a specific combined tilt–tension deformation value, the minimum displacement of the transmission tower is located at fixed supports C and D, while the maximum displacement occurs at the top of the tower. As the combined tilt–tension deformation values increase, displacements in all components of the transmission tower exhibit a corresponding increase.
Equation (15) provides the fitting equation for the relationship between the tower tilt angle (q) and the ground tilt–tension deformation value.
q = 0.82927 ( i ε t ) 0.03073 , R 2 = 0.9999
As can be seen from Table 12 and Figure 22, the displacement in the z-direction (Sz) is significantly greater than those in the x- and y-directions (Sx and Sy), with Sx being the smallest. Furthermore, Sx, Sy, Sz, and the tower tilt angle (q) all exhibit positive linear correlations with the ground tilt–tension values. As the ground tilt–tension values increase, the displacements Sx, Sy, Sz, and the tower tilt angle (q) exhibit a linear monotonic increase, with the tower tilt angle (q) being approximately 0.829 times the ground tilt–tension deformation value.
Under combined deformation conditions, the displacement distribution characteristics of the tower are summarized as follows. Under both combined tilt–compression and tilt–tension deformation, the minimum displacement occurs at fixed supports C and D, while the maximum displacement is observed at the tower top. Under both conditions, the displacement components (Sx, Sy, Sz) and the tower tilt angle (q) exhibit positive linear correlations with the ground deformation values. Specifically, under combined tilt–compression deformation, the tower tilt angle is approximately 0.981 times the combined tilt–compression deformation value, while under combined tilt–tension deformation, the tower tilt angle is about 0.829 times the combined tilt–tension deformation value. Compared to individual deformation conditions, where the tower tilt angle is approximately 0.089 times the values of horizontal compression or tension deformation, the tilt angle under combined deformation conditions exhibits a significantly higher value. This further demonstrates that ground tilt deformation plays a dominant role in influencing the tilt behavior of the transmission tower.

3.3. Characteristics of Support Reaction Distribution Under Five Deformation Conditions

To clearly investigate the variation of support reaction forces of the tower with ground deformation values, the support reactions under five deformation conditions were obtained following the simulation schemes outlined in Table 1 and Table 2. The support reactions under these five deformation conditions were compiled into a table, and curve fitting was conducted to characterize the relationship between the support reactions of the transmission tower and the ground deformation values.

3.3.1. Support Reaction Distribution Characteristics Under Individual Deformation Conditions

Table 13 presents the Y-direction support reaction force FY under tilt deformation, while Figure 23 provides the relationship curve between the support reaction force FY and the tilt deformation values.
As can be seen from Table 13 and Figure 23, under different ground tilt values, the reaction forces at all four supports of the tower remain consistently positive. Among these, the reaction forces at the two fixed supports C and D exhibit a nonlinear increasing trend, with both demonstrating closely similar patterns of growth. When the tilt value reached 35 mm/m, the growth rate of the reaction forces at fixed supports C and D gradually stabilized.
Under a given ground tilt value, the reaction force at Support D is observed to be less than that at Support C. In contrast, the reaction forces at the two movable supports A and B exhibit a nonlinear decreasing trend, with both demonstrating closely similar patterns of reduction. When the tilt value reaches 35 mm/m, the reduction rate of the reaction forces at supports A and B gradually stabilized. Under a given ground tilt value, the reaction force at support A is observed to be less than that at support B.
Table 14 presents the Z-direction support reaction force FZ under compression and tension deformation, while Figure 24 provides the relationship curve between the support reaction force FZ and the compression and tension deformation values.
As can be seen from Table 14 and Figure 24, under horizontal compression deformation, the reaction forces at movable supports A and B exhibit a linearly increasing trend in the negative direction, with both demonstrating closely similar patterns of change. Conversely, the reaction forces at fixed supports C and D show a linearly increasing trend in the positive direction, also exhibiting highly consistent variation patterns. Under a specific compression deformation value, the reaction forces at the two movable supports and those at the two fixed supports are observed to be numerically equal but opposite in direction. The variation pattern of support reaction forces under horizontal tension deformation closely resembles that observed under compression deformation. However, under equivalent deformation magnitudes, the support reaction forces induced by compression are significantly greater than those generated under tension conditions.

3.3.2. Support Reaction Distribution Characteristics Under Combined Deformation Conditions

Table 15 presents the Y- and Z-direction support reaction force FY and FZ under tilt–compression deformation, while Figure 25 provides the relationship curve between the support reaction force FY and FZ and the tilt–compression deformation values.
As indicated in Table 15 and Figure 25, under combined tilt–compression deformation, the Y-direction reaction forces at all four supports of the tower remain positive. Among these, the Y-direction reaction forces at the fixed supports C and D exhibit a linear increasing trend, with both demonstrating closely similar patterns of growth. Conversely, the Y-direction reaction forces at the movable supports A and B show a linear decreasing trend, with both exhibiting closely similar patterns of reduction. Under a specified tilt–compression deformation value, the Y-direction reaction force at Support D exceeds that at Support C, while the Y-direction reaction force at Support B is greater than that at Support A. The Z-direction reaction forces at the fixed supports C and D exhibit a positive increasing trend, while those at the movable supports A and B show a negative increasing trend. Under a specified tilt–compression deformation value, the Z-direction reaction forces at movable supports A and B are observed to be numerically equal but opposite in direction to those at fixed supports C and D.
Table 16 presents the Y and Z-direction support reaction force FY and FZ under tilt–tension deformation, while Figure 26 provides the relationship curve between the support reaction force FY and FZ and the tilt–tension deformation values.
As observed in Table 16 and Figure 26, similar to the behavior under combined tilt–compression deformation, the Y-direction reaction forces at all four supports of the tower remain positive under combined tilt–tension deformation conditions. Among these, the Y-direction reaction forces at the fixed supports C and D exhibit a linear increasing trend, with both demonstrating closely similar patterns of growth. Conversely, the Y-direction reaction forces at the movable supports A and B show a linear decreasing trend, with both demonstrating closely similar patterns of reduction. Under a specified combined tilt–tension deformation value, the Y-direction reaction force at Support D is lower than that at Support C, while the Y-direction reaction force at Support A is lower than that at Support B. The Z-direction reaction forces at fixed supports C and D exhibit a negative increasing trend, while those at movable supports A and B demonstrate a positive increasing trend. Under a specified combined tilt–tension deformation value, the Z-direction reaction forces at supports A and B are numerically equal but opposite in direction to those at supports C and D. Compared to the combined tilt–compression deformation, the Y-direction reaction forces under tilt–tension deformation are essentially equivalent to those under tilt–compression deformation, whereas the Z-direction reaction forces under tilt–tension deformation are significantly smaller than those under tilt–compression deformation.

4. Conclusions

This article develops a detailed three-dimensional finite element model of a typical self-supporting transmission tower using ANSYS software. The model is used to analyze the stress distribution in structural members, displacement response, and support reaction force characteristics under various deformation conditions. The five critical deformation values obtained in this study only involve results from five typical deformation conditions in the y- and z-directions, and these values may differ under deformation conditions in other directions. The results provide important theoretical support for stability evaluation and risk mitigation of transmission towers located above mined-out areas. The main conclusions are as follows:
(1) Under individual deformation conditions, the critical deformation values for tilt, horizontal compression, and horizontal tension are 35 mm/m, 10 mm/m, and 8 mm/m, respectively, indicating that the tower exhibits stronger resistance to tilt deformation and is most sensitive to horizontal tension. Under combined deformation conditions, the critical values for tilt–compression and tilt–tension are 8 mm/m and 6 mm/m, respectively, which are significantly lower than those under individual deformation conditions. Among these, the tilt–tension condition is the most dangerous condition, substantially reducing the structural safety of the tower and demonstrating that combined deformations are more likely to cause failure.
(2) The failure mechanisms of the transmission tower under different deformation conditions exhibit significant differences. Under individual deformation conditions, failure occurs in the diagonal members near the supports during tilt deformation, whereas under horizontal compression and tension deformation, failure initially appears in the diagonal members adjacent to the supports and gradually propagates toward the main body of the tower as the deformation increases. Under combined deformation conditions, failure consistently occurs in the diagonal members near the supports.
(3) The displacement of the tower head and tilt angle exhibit a linear positive correlation with the ground deformation values. Under individual deformation conditions, the tower tilt angle is approximately 0.903 times the tilt deformation value and 0.089 times the values of horizontal compression and tension deformation, indicating that tilt deformation has a particularly significant influence on the tilt behavior of the tower. Under combined deformation conditions, the tower tilt angle reaches about 0.981 times the value of tilt–compression deformation and 0.829 times the value of tilt–tension deformation. Compared to horizontal compression and tension deformation, the tilt angle under combined conditions shows a notable increase.
(4) Under mining-induced ground movement, redistribution of support reaction force occurs in the transmission tower. Under individual deformation conditions, during ground tilt deformation, the reaction forces at the fixed supports increase nonlinearly, while those at the movable supports decrease nonlinearly. In contrast, under horizontal compression and tension deformation, the reaction forces at all four supports increase linearly and significantly. Under combined deformation conditions, both the Y-direction and Z-direction reaction forces exhibit linear increasing trends during both tilt–compression and tilt–tension deformation.

Author Contributions

This article is presented by the eight authors mentioned, each of whom were responsible for various aspects of the work. Conceptualization, B.Z. and Y.T.; methodology, B.Z. and Y.T.; software, Y.T., J.W.,Y.Z., and X.F.; validation, P.C., H.C., and F.L.; writing—original draft preparation, B.Z. and Y.T.; writing—review and editing, B.Z., Y.T., J.W., Y.Z., X.F., P.C., H.C., and F.L.; supervision, Y.T. and J.W.; project administration, B.Z.; funding acquisition, B.Z. All authors have read and agreed to the published version of the manuscript.

Funding

This research is supported by the (1) National Natural Science Foundation of China (No. 52574160) (2) ’Two Chains’ Integration Key Projects—Joint Key Projects of Enterprise Institutes—Industrial Field Program (No. 2023-LL-QY-02).

Informed Consent Statement

Not applicable.

Data Availability Statement

The original contributions presented in this study are included in the article. Further inquiries can be directed to the corresponding author(s).

Conflicts of Interest

Author Yang Zhao was employed by the company “Shanxi Yong’an Engineering Design Consulting Company”. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships. The authors declare that this study received funding from National Natural Science Foundation of China (No. 52574160) and ‘Two Chains’ Integration Key Projects—Joint Key Projects of Enterprise Institutes—Industrial Field Program (No.2023-LL-QY-02). The funder was not involved in the study design, collection, analysis, interpretation of data, the writing of this article, or the decision to submit it for publication.

References

  1. Guo, W.; Yang, W.; Wu, D. Current status and progress of subsidence control technology in China coal mines. J. Min. Strat. Control Eng. 2024, 6, 5–20. (In Chinese) [Google Scholar] [CrossRef]
  2. Guo, W.; Yuan, L.; Zheng, B. Study of the effect on high-voltage transmission line tower of surfaces lope. J. Henan Polytech. Univ. (Nat. Sci.) 2012, 31, 285–290. (In Chinese) [Google Scholar]
  3. Guo, W.; Zhao, G.; Yang, W. Deformation characteristics of high-rise structures due to coal mining and their precise grouting reinforcement mechanisms. J. China Coal Soc. 2022, 47, 1908–1920. (In Chinese) [Google Scholar] [CrossRef]
  4. Sun, D. Study on Mechanic Model of Transmission Line Steel Tower and Interaction Mechanism of Tower-Line System Located at Mining Area. Ph.D. Thesis, China University of Mining and Technology, Beijing, China, 2010. (In Chinese). [Google Scholar]
  5. Yu, X.; Zhang, E. Mining Damage Science; China Coal Ind. Press: Beijing, China, 2010; pp. 138–139. (In Chinese) [Google Scholar]
  6. MT/T 897-2017; Code for Building, Water Body, Railway and Main Shaft Coal Pillar Leaving and Under-Seam Mining. State Administration of Work Safety: Beijing, China; State Administration of Coal Mine Safety: Beijing, China; National Energy Administration: Beijing, China; State Railway Administration: Beijing, China, 2017.
  7. Li, S.; Wang, C.; Zhou, B.; Shuang, H.; Lin, H.; Peng, J.; Hu, B.; Yang, H.; Liu, H. Deformation and seepage characteristics of gassy coal subjected to cyclic loading–unloading of pore pressure. Nat. Resour. Res. 2025, 31, 2775–2796. [Google Scholar] [CrossRef]
  8. Yuan, G.; Cheng, J.; Yang, G.; Liu, T.; Guo, G. Influence of dynamic ground deformation on internal force and structural deformation of transmission towers. J. Hohai Univ. (Nat. Sci.) 2010, 38, 284–289. (In Chinese) [Google Scholar]
  9. Zhao, B.; Zhao, Y.; Feng, J.; Wang, J.; Feng, X. Research on the collaborative deformation law of mining surface and transmission line tower slab foundation. J. Min. Saf. Eng. 2024, 41, 472–480. (In Chinese) [Google Scholar] [CrossRef]
  10. Zhao, B.; Chen, P.; Wang, J.; Zhang, J.; Zhai, D. A comprehensive evaluation and analysis of ground surface damage due to mining under villages based on GIS. Appl. Sci. 2023, 13, 10136. [Google Scholar] [CrossRef]
  11. Zhao, B.; Chen, H.; Wang, J.; Wang, R.; Yang, Z.; Wen, J.; Tuo, Y. Stress and deformation failure characteristics surrounding rock in rectangular roadways with super-large sections. Appl. Sci. 2024, 14, 9429. [Google Scholar] [CrossRef]
  12. Zhao, Y.; Chen, J.; Wei, Q. Study on surface movement and deformation law shallow coal seam and stability of electrical tower foundation. Min. Res. Dev. 2023, 43, 121–127. (In Chinese) [Google Scholar]
  13. Zhao, Y. Research on the Deformation Law of the Foundation the Overhead Transmission Line Tower in the Goaf. Master’s Thesis, Xi’an University of Science and Technology, Xi’an, China, 2023. (In Chinese). [Google Scholar]
  14. Guo, W.; Zheng, B. Study on the effect on high-voltage transmission line tower of surface horizontal strain. J. Henan Polytech. Univ. (Nat. Sci.) 2010, 29, 725–730+736. (In Chinese) [Google Scholar]
  15. Guo, W.; Ma, Z.; Jiao, Y.; Chen, X.; Bai, R. Coal mining under television signal tower and its dynamic tilt adjustment protection technology. J. China Coal Soc. 2023, 48, 15–27. (In Chinese) [Google Scholar]
  16. Yang, X.; Guo, G.; Guo, S.; Guo, B.; Liu, Z.; Wang, Y. Site stability evalution of high voltage transmission lines based on improved fuzzy analytic hierarchy process. Met. Mine 2022, 51, 231–236. (In Chinese) [Google Scholar]
  17. Yang, X. Site Stability and Construction Suitability Evaluation of Goaf in Tengzhou 150 MW Photovoltaic Power Engineering. Master’s Thesis, China University of Mining and Technology, Beijing, China, 2022. (In Chinese). [Google Scholar]
  18. Qi, W.; Ye, F.; Qi, W.; Li, T.; Guan, S.; Fu, S.; Zhang, X.; Chen, S. Stability evaluation of transmission tower above the goaf by fuzzy comprehensive evaluation method and analytic hierarchy process. J. Phys. Conf. Ser. 2020, 1633, 012058. [Google Scholar] [CrossRef]
  19. Wang, H.; Tu, Z.; Yao, J.; Ding, M.; Lu, B.; Chen, S. Comprehensive evaluation system of transmission tower foundation safety. IOP Conf. Ser. Earth Environ. Sci. 2021, 787, 012025. [Google Scholar] [CrossRef]
  20. Xu, S.; Meng, X.; Wang, S.; Lu, Z.; Shang, W. Research and response strategies on the impact of goaf collapse on overhead transmission lines. AIP Adv. 2025, 15, 015221. [Google Scholar] [CrossRef]
  21. Lu, Z.; Xu, S.; Wang, S.; Meng, X.; Hou, F. Research on risk assessment technology for transmission lines in mining affected areas. AIP Adv. 2024, 14, 105309. [Google Scholar] [CrossRef]
  22. Gusev, V.; Zhuravlyov, A.; Maliukhina, E. Assessing the effects of underground mining activities on high-voltage overhead power lines. E3S Web Conf. 2017, 21, 01030. [Google Scholar] [CrossRef]
  23. Zhang, S.; Fan, Z.; Sun, L.; Qiu, J. Influence of goaf on stability of transmission line tower foundation. E3S Web Conf. 2022, 358, 01003. [Google Scholar] [CrossRef]
  24. Yu, H.; Li, H.; Kang, B.; Wang, D.; Zhang, Z.; Zhang, G.; Zhang, H. Study on the threshold for deformation rate transmission tower foundation in goaf subbsidence area. Electr. Power 2022, 55, 124–134. (In Chinese) [Google Scholar]
  25. Wu, J.; Zhang, Q.; Liu, D.; Wang, D.; Wang, J. Analysis of bearing capacity of transmission tower based on surface deformation model of coal mining subsidence area. Guangdong Electr. Power 2025, 38, 92–100. (In Chinese) [Google Scholar]
  26. Kang, B. Analysis of Structural Failure of Power Transmission Towers Under Surface Deformation in Mined-Out Subsidence Areas. Master’s Thesis, Wuhan University of Technology, Wuhan, China, 2023. (In Chinese). [Google Scholar]
  27. Kouchaki, M.; Salkhordeh, M.; Mashayekhi, M.; Mirtaheri, M.; Amanollah, H. Damage detection in power transmission towers using machine learning algorithms. Structures 2023, 56, 104980. [Google Scholar] [CrossRef]
  28. Sun, M.; Xie, J.; Jiang, Y.; Su, D.; Lu, S.; Guo, J. Artificial neural network plan for transmission tower structure safety assessment. IOP Conf. Ser. Earth Environ. Sci. 2021, 772, 012010. [Google Scholar] [CrossRef]
  29. Jia, J.; Liu, C.; Jie, L.; Shu, Q.; Zhong, C.; Yuan, G. Study on anti-ground-deformation capacity of transmission tower line systems in mining. Ind. Constr. 2021, 51, 123–128. (In Chinese) [Google Scholar]
  30. Liu, J.; Yang, B.; Jie, L.; Shu, Q.; Zhong, C.; Yuan, G. Bearing performances and safety assessment of transmission tower-line systems in mining areas under surface horizontal deformation and boundary layer wind. Ind. Constr. 2021, 51, 90–99. (In Chinese) [Google Scholar]
  31. Shi, G.; Zhou, C.; Dai, G. The influence on internal forces of power transmission tower under dynamic surface deformation and external load. China Rural. Water Hydropower 2014, 177–180. (In Chinese) [Google Scholar]
  32. Yuan, G.; Yang, G.; Zhang, Y. Influence regularities of ground deformation on internal force and structure deformation of transmission tower. J. China Coal Soc. 2009, 34, 1043–1047. (In Chinese) [Google Scholar]
  33. Zhou, Y.; Chen, H.; Zhou, Q. Determination of ultimate load and stability evaluation of transmission tower foundation during operation period. J. Phys. Conf. Ser. 2020, 1654, 012122. [Google Scholar] [CrossRef]
  34. Zhou, L.; Liu, M. Safe mining of coal under high voltage transmission tower in loess hilly area. Mine Surv. 2020, 48, 49–51, 58. (In Chinese) [Google Scholar]
  35. Zheng, B. Research on the Security of High Voltage Transmission Line Towers Under Mining Influence. Master’s Thesis, Henan Polytechnic University, Jiaozuo, China, 2009. (In Chinese). [Google Scholar]
  36. Shi, Z. Foundation settlement and treatment plan for self-supporting transmission line towers in goaf areas. Shanxi Electr. Power 1997, 15, 19–21+36. (In Chinese) [Google Scholar]
  37. Hao, Z. Dynamic Behavior and Stability Analysis of Transmission Tower by FEM. Master’s Thesis, North China Electric Power University, Beijing, China, 2006. (In Chinese). [Google Scholar]
  38. GB/T 1591-1994; National Technical Committee 256 on Steel of Standardization Administration of China. High Strength Low Alloy Structural Steels. China Standards Press: Beijing, China, 1995. (In Chinese)
Figure 1. Finite element model of the transmission tower.
Figure 1. Finite element model of the transmission tower.
Applsci 15 11091 g001
Figure 2. Schematic diagram of the five typical deformation conditions. (The red arrow represents the meanings of downward, inward, and outward).
Figure 2. Schematic diagram of the five typical deformation conditions. (The red arrow represents the meanings of downward, inward, and outward).
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Figure 3. The stress distribution cloud plot of the transmission tower under tilt deformation.
Figure 3. The stress distribution cloud plot of the transmission tower under tilt deformation.
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Figure 4. The fitting diagram of the maximum stress value of the member with tilt deformation.
Figure 4. The fitting diagram of the maximum stress value of the member with tilt deformation.
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Figure 5. The stress distribution cloud plot of the transmission tower under compression deformation.
Figure 5. The stress distribution cloud plot of the transmission tower under compression deformation.
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Figure 6. The fitting diagram of the maximum stress value of the member with compressive deformation.
Figure 6. The fitting diagram of the maximum stress value of the member with compressive deformation.
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Figure 7. The stress distribution cloud plot of the transmission tower under tension deformation.
Figure 7. The stress distribution cloud plot of the transmission tower under tension deformation.
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Figure 8. The fitting diagram of the maximum stress value of the member with tensile deformation.
Figure 8. The fitting diagram of the maximum stress value of the member with tensile deformation.
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Figure 9. The stress distribution cloud plot of the transmission tower under tilt–compression deformation.
Figure 9. The stress distribution cloud plot of the transmission tower under tilt–compression deformation.
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Figure 10. The fitting diagram of the maximum stress value of the member with tilt–compression deformation.
Figure 10. The fitting diagram of the maximum stress value of the member with tilt–compression deformation.
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Figure 11. The stress distribution cloud plot of the transmission tower under tilt–tension deformation.
Figure 11. The stress distribution cloud plot of the transmission tower under tilt–tension deformation.
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Figure 12. The fitting diagram of the maximum stress value of the member with tilt–tension deformation.
Figure 12. The fitting diagram of the maximum stress value of the member with tilt–tension deformation.
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Figure 13. The displacement distribution cloud plot of the transmission tower under tilt deformation.
Figure 13. The displacement distribution cloud plot of the transmission tower under tilt deformation.
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Figure 14. Correlations of Sx, Sy, Sz, and q with the tilt deformation value.
Figure 14. Correlations of Sx, Sy, Sz, and q with the tilt deformation value.
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Figure 15. The displacement distribution cloud plot of the transmission tower under compression deformation.
Figure 15. The displacement distribution cloud plot of the transmission tower under compression deformation.
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Figure 16. Correlations of Sx, Sy, Sz, and q with the compression deformation value.
Figure 16. Correlations of Sx, Sy, Sz, and q with the compression deformation value.
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Figure 17. The displacement distribution cloud plot of the transmission tower under tension deformation.
Figure 17. The displacement distribution cloud plot of the transmission tower under tension deformation.
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Figure 18. Correlations of Sx, Sy, Sz, and q with the tension deformation value.
Figure 18. Correlations of Sx, Sy, Sz, and q with the tension deformation value.
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Figure 19. The displacement distribution cloud plot of the transmission tower under tilt–compression deformation.
Figure 19. The displacement distribution cloud plot of the transmission tower under tilt–compression deformation.
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Figure 20. Correlations of Sx, Sy, Sz, and q with the tilt–compression deformation value.
Figure 20. Correlations of Sx, Sy, Sz, and q with the tilt–compression deformation value.
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Figure 21. The displacement distribution cloud plot of transmission tower under tilt–tension deformation.
Figure 21. The displacement distribution cloud plot of transmission tower under tilt–tension deformation.
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Figure 22. Correlations of Sx, Sy, Sz, and q with tilt–tension deformation value.
Figure 22. Correlations of Sx, Sy, Sz, and q with tilt–tension deformation value.
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Figure 23. Relationship curve between the support reaction force and tilt deformation value.
Figure 23. Relationship curve between the support reaction force and tilt deformation value.
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Figure 24. Relationship curve between the support reaction force and compression and tension deformation value.
Figure 24. Relationship curve between the support reaction force and compression and tension deformation value.
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Figure 25. Relationship curve between the support reaction force and tilt–compression deformation value.
Figure 25. Relationship curve between the support reaction force and tilt–compression deformation value.
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Figure 26. Relationship curve between the support reaction force and tilt–tension deformation value.
Figure 26. Relationship curve between the support reaction force and tilt–tension deformation value.
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Table 1. Simulation scheme under individual deformation conditions.
Table 1. Simulation scheme under individual deformation conditions.
SchemeCondition 1Condition 2Condition 3
i (mm/m)B (m)UY (mm)εc (mm/m)B (m)UZ (mm)εt (mm/m)B (m)UZ (mm)
138−24−28−162816
268−48−48−324832
3108−80−68−486848
4158−120−88−648864
5208−160−108−8010880
6258−200−128−9612896
7308−240−148−112148112
8358−280−168−128
9408−320
10508−400
11608−480
Table 2. Simulation scheme under combined deformation conditions.
Table 2. Simulation scheme under combined deformation conditions.
SchemeCondition 4Condition 5
i + εc (mm/m)B (m)UY (mm)UZ (mm)i + εc (mm/m)B (m)UY (mm)UZ (mm)
128−16−1628−16−16
248−32−3248−32−32
368−48−4868−48−48
488−64−6488−64−64
5108−80−80108−80−80
6128−96−96128−96−96
7148−112−112
Table 3. Maximum stresses in structural members under tilt deformation values.
Table 3. Maximum stresses in structural members under tilt deformation values.
i (mm/m)Member with Maximum Compressive StressMember with Maximum Tensile Stress
NumberTypeσc (MPa)NumberTypeσt (MPa)
36Q23526.167951Q23515.884
66Q23551.198951Q23535.639
106Q23587.8828Q23568.998
156Q235124.2958Q235105.127
206Q235167.0368Q235147.729
256Q235198.1018Q235178.035
306Q235230.3238Q235209.172
356Q235261.1138Q235240.365
406Q235282.4318Q235260.846
506Q235324.7018Q235302.136
606Q235345.8618Q235322.753
Table 4. Maximum stresses in structural members under compression deformation values.
Table 4. Maximum stresses in structural members under compression deformation values.
ɛc (mm/m)Member with Maximum Compressive StressMember with Maximum Tensile Stress
NumberTypeσc (MPa)NumberTypeσt (MPa)
233Q23554.4858Q23542.753
4309Q235103.5078Q23594.757
6309Q235154.8138Q235146.461
8490Q235227.9588Q235184.864
10489Q235300.631323Q235242.231
12480Q235335.852323Q235306.833
14489Q235401.372323Q235396.963
16480Q235431.985323Q235453.655
Table 5. Maximum stresses in structural members under tension deformation values.
Table 5. Maximum stresses in structural members under tension deformation values.
ɛt (mm/m)Member with Maximum Compressive StressMember with Maximum Tensile Stress
NumberTypeσc (MPa)NumberTypeσt (MPa)
28Q23548.533309Q23536.081
48Q235133.174309Q235113.482
6329Q235230.865350Q235151.987
8330Q235295.539304Q235251.768
10330Q235323.018304Q235294.965
12330Q235334.152304Q235338.835
14385Q235338.642354Q235347.589
Table 6. Maximum stresses in structural members under tilt–compression deformation values.
Table 6. Maximum stresses in structural members under tilt–compression deformation values.
i + εc (mm/m)Member with Maximum Compressive StressMember with Maximum Tensile Stress
NumberTypeσc (MPa)NumberTypeσt (MPa)
26Q23583.694951Q23563.404
46Q235157.882951Q235124.334
66Q235231.903951Q235185.259
86Q235304.126951Q235245.985
106Q235363.762951Q235293.793
126Q235420.651951Q235340.310
146Q235462.679951Q235374.592
Table 7. Maximum stresses in structural members under tilt–tension deformation values.
Table 7. Maximum stresses in structural members under tilt–tension deformation values.
i + εt (mm/m)Member with Maximum Compressive StressMember with Maximum Tensile Stress
NumberTypeσc (MPa)NumberTypeσt (MPa)
2963Q23580.9148Q23594.907
4963Q235140.2688Q235169.503.
6963Q235199.5158Q235244.165
8963Q235258.6098Q235318.841
10963Q235317.3928Q235393.353
12963Q235375.4488Q235467.244
Table 8. Displacement of monitoring points and tower tilt angle under tilt deformation.
Table 8. Displacement of monitoring points and tower tilt angle under tilt deformation.
i (mm/m) Sx (mm) Sy (mm) Sz (mm) S (mm) q (‰)
N.155 N.370 N.155 N.370 N.155 N.370
30.01380.0135−13.59−16.91121.91120.09121.912.72
60.02690.0263−24.48−31.11243.81240.17243.815.24
100.04430.0439−39.58−50.62400.64400.26400.648.93
150.06630.0652−59.37−75.91609.51600.33609.5113.59
200.09220.0865−80.19−102.19812.64800.35812.6418.12
250.11520.1125−102.04−129.481015.19999.761015.1922.64
300.13810.1348−124.89−157.751217.411198.831217.4127.15
350.15980.1588−148.76−186.981419.081397.341419.0831.65
400.18420.1775−173.63−217.221620.181595.261620.1836.13
500.23210.2318−226.35−280.562021.991990.642021.9945.09
600.27620.2751−268.55−330.712423.392387.132423.3954.05
Table 9. Displacement of monitoring points and tower tilt angle under compression deformation.
Table 9. Displacement of monitoring points and tower tilt angle under compression deformation.
εc (mm/m)Sx (10−4 mm)Sy (mm)Sz (mm)S (mm)q (‰)
N.155N.370N.155N.370N.155N.370
2−0.9126.8−2.3248−2.3249−7.99575−7.99642−7.995750.178
4−9.7641.3−1.6018−1.6019−15.99617−15.99683−15.996170.357
6−18.5155.8−0.8986−0.8987−23.99661−23.99721−23.996610.535
8−27.3270.4−0.2155−0.2154−31.99705−31.99762−31.997050.714
10−35.9484.80.44740.4474−39.99752−39.99818−39.997520.892
12−44.6399.41.08891.0889−47.99799−47.99863−47.997991.070
14−53.21114.41.70661.7067−55.99848−55.99914−55.998481.245
16−61.32128.82.29722.2973−63.99895−63.99972−63.998951.427
Table 10. Displacement of monitoring points and tower tilt angle under tension deformation.
Table 10. Displacement of monitoring points and tower tilt angle under tension deformation.
εt (mm/m) Sx (10−4 mm) Sy (mm) Sz (mm) S (mm) q (‰)
N.155 N.370 N.155 N.370 N.155 N.370
217.116.8−3.8299−3.83128.005058.005218.005050.178
426.425.5−4.6119−4.612216.0054316.0047416.005430.357
635.234.9−5.4135−5.413724.0057824.0050924.005780.535
845.244.2−6.2339−6.234132.0061232.0054232.006120.714
1054.753.7−7.0713−7.071640.0064240.0057140.006420.892
1263.862.9−7.9184−7.918648.0066548.0059548.006651.070
1472.971.9−8.7631−8.763256.0068156.0061556.006811.249
Table 11. Displacement of monitoring points and tower tilt angle under tilt–compression deformation.
Table 11. Displacement of monitoring points and tower tilt angle under tilt–compression deformation.
i + εc (mm/m)Sx (10−3 mm)Sy (mm)Sz (mm)S (mm)q (‰)
N.155N.370N.155N.370N.155N.370
210.418.29−10.822−13.21289.178787.914589.17871.989
419.8415.29−18.732−23.133177.9141175.4997177.91413.968
629.2722.31−26.843−33.434266.3993262.7785266.39935.941
838.7629.55−35.131−43.891354.5725349.7456354.57257.908
1048.6737.61−43.614−54.531442.4343436.4017442.43439.867
1259.8948.01−52.245−65.322529.9849522.7471529.984911.819
1471.2159.79−61.032−76.251617.2243608.7817617.224313.765
Table 12. Displacement of monitoring points and tower tilt angle under tilt–tension deformation.
Table 12. Displacement of monitoring points and tower tilt angle under tilt–tension deformation.
i + εt (mm/m)Sx (10−3 mm)Sy (mm)Sz (mm)S (mm)q (‰)
N.155N.370N.155N.370N.155N.370
28.6711.27−9.342−11.52473.412472.223573.41241.637
416.7221.41−15.745−20.124147.5148145.2145147.51483.289
624.7731.67−22.305−28.972221.2448217.5816221.24484.934
833.0142.03−29.085−37.986295.6324290.7298295.63246.593
1041.3752.51−36.051−47.193370.3418364.1904370.34188.259
1249.8763.12−43.207−56.596445.3736437.9641445.37369.933
Table 13. Y-direction support reaction forces FY under different ground tilt values.
Table 13. Y-direction support reaction forces FY under different ground tilt values.
i (mm/m) Support A (kN) Support B (kN) Support C (kN) Support D (kN)
327.22827.37331.03530.911
625.32325.60732.93332.683
1022.78323.25335.46535.046
1519.60620.31138.63138.011
2016.42917.36941.79440.956
2513.91215.14744.18343.258
3011.85913.35146.16945.17
3511.14112.39347.20145.811
4010.84712.07347.54346.066
5010.60912.04147.69246.216
6010.26611.90547.83146.429
Table 14. Z-direction support reaction forces FZ under different ground compression and tension values.
Table 14. Z-direction support reaction forces FZ under different ground compression and tension values.
εc/εt (mm/m)Support ASupport BSupport CSupport D
FZ (kN)FZ (kN)FZ (kN)FZ (kN)
2−7.8251.702−7.8231.6847.824−1.7017.824−1.686
4−12.5696.473−12.5626.44112.567−6.46912.565−6.445
6−17.29311.232−17.28311.18217.289−11.22517.287−11.188
8−21.98715.944−21.97615.87121.982−15.93221.981−15.883
10−26.62920.496−26.61920.38926.623−20.47226.626−20.412
12−31.16324.501−31.15424.34331.155−24.45231.162−24.392
14−35.43427.414−35.42927.19535.425−27.33435.438−27.275
16−39.169 −39.168 39.161 39.177
Table 15. Y- and Z-direction support reaction forces FY and FZ under different ground tilt–compression.
Table 15. Y- and Z-direction support reaction forces FY and FZ under different ground tilt–compression.
i + εc (mm/m)Support A (kN)Support B (kN)Support C (kN)Support D (kN)
FYFZFYFZFYFZFYFZ
227.802−7.82428.031−7.82230.3317.81630.3847.828
426.468−12.56426.942−12.55131.50512.54731.63112.568
625.131−17.2825.872−17.25932.66217.25332.87917.289
823.793−21.96324.822−21.93533.80121.92634.13121.973
1022.453−26.59323.788−26.55934.92326.54435.38326.608
1221.111−31.11622.769−31.07736.03131.05536.63631.139
1419.768−35.38321.759−35.33937.13135.30937.88935.413
Table 16. Y- and Z-direction support reaction forces FY and FZ under different ground tilt–tension.
Table 16. Y- and Z-direction support reaction forces FY and FZ under different ground tilt–tension.
i + εt (mm/m)Support A (kN)Support B (kN)Support C (kN)Support D (kN)
FYFZFYFZFYFZFYFZ
227.913 1.70328.2111.68830.462−1.70730.269−1.683
426.6726.47826.9726.45131.784−6.48631.419−6.443
625.41111.24725.74511.20333.102−11.25832.666−11.192
824.12915.97224.42215.90734.414−15.98333.781−15.895
1022.82620.53823.10820.44235.719−20.54334.995−20.437
1221.50624.52621.81124.37737.006−24.50736.225−24.396
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Zhao, B.; Tuo, Y.; Wang, J.; Zhao, Y.; Feng, X.; Chen, P.; Chen, H.; Liu, F. Stability Analysis of Transmission Towers in Mining-Affected Zones. Appl. Sci. 2025, 15, 11091. https://doi.org/10.3390/app152011091

AMA Style

Zhao B, Tuo Y, Wang J, Zhao Y, Feng X, Chen P, Chen H, Liu F. Stability Analysis of Transmission Towers in Mining-Affected Zones. Applied Sciences. 2025; 15(20):11091. https://doi.org/10.3390/app152011091

Chicago/Turabian Style

Zhao, Bingchao, Yongsheng Tuo, Jingbin Wang, Yang Zhao, Xinyi Feng, Pan Chen, Haonan Chen, and Feixiang Liu. 2025. "Stability Analysis of Transmission Towers in Mining-Affected Zones" Applied Sciences 15, no. 20: 11091. https://doi.org/10.3390/app152011091

APA Style

Zhao, B., Tuo, Y., Wang, J., Zhao, Y., Feng, X., Chen, P., Chen, H., & Liu, F. (2025). Stability Analysis of Transmission Towers in Mining-Affected Zones. Applied Sciences, 15(20), 11091. https://doi.org/10.3390/app152011091

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