Advances in Engineering Software最新文献

筛选
英文 中文
Prediction of the limiting uniform normal pressure in deep contiguous piled walls using soft computing techniques 用软计算技术预测深层连续桩墙极限均布正压
IF 4 2区 工程技术
Advances in Engineering Software Pub Date : 2025-07-09 DOI: 10.1016/j.advengsoft.2025.103993
Divesh Ranjan Kumar , Warit Wipulanusat , Duy Tan Tran , Suraparb Keawsawasvong
{"title":"Prediction of the limiting uniform normal pressure in deep contiguous piled walls using soft computing techniques","authors":"Divesh Ranjan Kumar ,&nbsp;Warit Wipulanusat ,&nbsp;Duy Tan Tran ,&nbsp;Suraparb Keawsawasvong","doi":"10.1016/j.advengsoft.2025.103993","DOIUrl":"10.1016/j.advengsoft.2025.103993","url":null,"abstract":"<div><div>In urban civil engineering projects, deep contiguous piled walls are crucial for support and stability, particularly in limited spaces. This study employs advanced soft computing techniques, integrating FELA simulations, XGBoost, and optimization algorithms (PSO, GWO, and WOA), to predict the limiting uniform normal pressure behind circular and I-shaped contiguous piled walls in cohesive soil. The key factors in the prediction model include the soil properties, pile wall geometry, and soil strength parameters such as the spacing-to-width ratio (S/B or S/D), adhesion factor (m), height-to-width ratio of the I-section (H/B), and friction angle (<em>φ</em>). The sensitivity analysis reveals that for circular-shaped piles, <em>φ</em> is the most influential parameter (<em>R</em> = 0.69, R<sub>i</sub> = 47 %), followed by the m and S/D, with moderate impacts (<em>R</em> = 0.49 and 0.28, R<sub>i</sub> = 34 % and 19 %, respectively). For I-shaped piles, the m has the highest effect (<em>R</em> = 0.52, R<sub>i</sub> = 28 %) followed by the S/B (<em>R</em> = 0.49, R<sub>i</sub> = 26 %), H/B (<em>R</em> = 0.45, R<sub>i</sub> = 24 %) and <em>φ</em> (<em>R</em> = 0.41, R<sub>i</sub> = 22 %). The predictive performance of the constructed model was assessed using several performance metrics, regression plot, residual error histogram and regression error characteristic (REC) curve. The hybrid XGBoost-WOA model is identified as the most effective for both circular and I-shaped piles based on various performance metrics (<em>R<sup>2</sup></em>, RMSE, MAE, WMAPE, VAF, and PI) and error analyses. This approach aims to improve prediction accuracy and address the limitations of traditional methods in deep contiguous piled wall design.</div></div>","PeriodicalId":50866,"journal":{"name":"Advances in Engineering Software","volume":"209 ","pages":"Article 103993"},"PeriodicalIF":4.0,"publicationDate":"2025-07-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144580068","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect of distributed DVAs on stochastic dynamic behaviors of FG-GPLRC annular plates 分布DVAs对FG-GPLRC环形板随机动力行为的影响
IF 4 2区 工程技术
Advances in Engineering Software Pub Date : 2025-07-08 DOI: 10.1016/j.advengsoft.2025.103982
Haochen Hu , Rui Zhong , Qingshan Wang
{"title":"Effect of distributed DVAs on stochastic dynamic behaviors of FG-GPLRC annular plates","authors":"Haochen Hu ,&nbsp;Rui Zhong ,&nbsp;Qingshan Wang","doi":"10.1016/j.advengsoft.2025.103982","DOIUrl":"10.1016/j.advengsoft.2025.103982","url":null,"abstract":"<div><div>Based on dynamic vibration absorber (DVA) technology, a hybrid numerical method combining the spectro-geometric method (SGM) and the pseudo-excitation method (PEM) is proposed to analyze the free vibration characteristics and stochastic dynamic behavior of functionally graded graphene platelet-reinforced composites (FG-GPLRC) annular plates under various stationary and nonstationary stochastic excitations. The dynamic model of the DVA is simplified as a spring–mass system. Within the theoretical framework of the first-order shear deformation theory (FSDT), the Lagrangian energy functional of the coupled structure is constructed, and the dynamic response of the coupled system is obtained using the Rayleigh-Ritz variational method. The numerical accuracy of the proposed method is validated by comparing the results with those from existing literature and the finite element method (FEM). On this basis, the effectiveness of DVAs in suppressing structural vibration is demonstrated, and the effects of structural dimensions, material properties, and DVA installation parameters on the dynamic behavior of the coupled system are examined.</div></div>","PeriodicalId":50866,"journal":{"name":"Advances in Engineering Software","volume":"209 ","pages":"Article 103982"},"PeriodicalIF":4.0,"publicationDate":"2025-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144580067","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
From density to CAD: Automatic and robust CAD model generation of topology optimization results via sparse optimization 从密度到CAD:通过稀疏优化实现拓扑优化结果的自动鲁棒CAD模型生成
IF 4 2区 工程技术
Advances in Engineering Software Pub Date : 2025-07-02 DOI: 10.1016/j.advengsoft.2025.103977
Zepeng Wen , Xiaoya Zhai , Hongmei Kang
{"title":"From density to CAD: Automatic and robust CAD model generation of topology optimization results via sparse optimization","authors":"Zepeng Wen ,&nbsp;Xiaoya Zhai ,&nbsp;Hongmei Kang","doi":"10.1016/j.advengsoft.2025.103977","DOIUrl":"10.1016/j.advengsoft.2025.103977","url":null,"abstract":"<div><div>Topology optimization (TO) is a mature design technique that provides a conceptual design with the desired structural performance. However, the raw TO results cannot be interactively fine-tuned for conceptual design or further post-processing. This paper proposes an automatic and effective framework that can convert TO results into editable CAD models. The marching cubes algorithm is utilized to obtain discrete boundary points, which are subsequently transformed into CAD format via the sparse curve fitting technique. The proposed framework ensures robust and automatic reconstruction of the TO results of macrostructures and microstructures, especially complex small-scale structures with tiny holes and a few extracted points. We developed a Rhino plug-in, facilitating designers to modify the structural layout and intuitively assess the performance of the editable structures. Furthermore, we address stress concentrations by editing the reconstructed CAD models to illustrate the application of the proposed method.</div></div>","PeriodicalId":50866,"journal":{"name":"Advances in Engineering Software","volume":"209 ","pages":"Article 103977"},"PeriodicalIF":4.0,"publicationDate":"2025-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144534815","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect of frequency content of ground motion on seismic response of buildings with variable aspect ratio including soil-structure interaction 地震动频率含量对含土-结构相互作用变宽比建筑物地震反应的影响
IF 4 2区 工程技术
Advances in Engineering Software Pub Date : 2025-06-30 DOI: 10.1016/j.advengsoft.2025.103981
Dilek Kaya , Tufan Cakir , Kasif Furkan Ozturk , Onur Araz
{"title":"Effect of frequency content of ground motion on seismic response of buildings with variable aspect ratio including soil-structure interaction","authors":"Dilek Kaya ,&nbsp;Tufan Cakir ,&nbsp;Kasif Furkan Ozturk ,&nbsp;Onur Araz","doi":"10.1016/j.advengsoft.2025.103981","DOIUrl":"10.1016/j.advengsoft.2025.103981","url":null,"abstract":"<div><div>Soil-structure interaction (SSI) may lead to reduction, amplification or negligible change in structural responses depending on the relationship between the nature of excitations and subsoil conditions. Since neglecting SSI effects may cause uncertainties in seismic design, it is crucial to consider them during the design process. Another important factor affecting the dynamic behavior of structures interacting with the ground is the dynamic properties of the structures. To consider this effect, three buildings with 4, 8, and 12 stories designed in accordance with the Turkish Building Earthquake Code (TBEC-2018) are analyzed. The aspect ratios of these structures are 2, 4, and 6, corresponding to squat, ordinary, and slender structures, respectively. The primary objective of this study is to simulate the combined effects of these key parameters on the dynamic response of reinforced concrete structures. In the time history analyses, six ground motions classified by three different frequency contents are considered. 3D finite element models of SSI systems are established using ANSYS software. The usability of the numerical models is demonstrated for both SSI and fixed-base cases through three different analytical approaches. The displacement, acceleration, and stress responses are examined through time history analyses. The results indicate that the SSI is not negligible and neglecting the SSI is an oversimplification that does not lead to always-conservative predictions. Moreover, both the frequency content of the excitation and the structural aspect ratio are found to be decisive parameters in seismic response.</div></div>","PeriodicalId":50866,"journal":{"name":"Advances in Engineering Software","volume":"208 ","pages":"Article 103981"},"PeriodicalIF":4.0,"publicationDate":"2025-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144514019","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Bilinear-inverse-mapper: Analytical solution and algorithm for inverse mapping of bilinear interpolation of quadrilaterals 双线性逆映射:四边形双线性插值逆映射的解析解和算法
IF 4 2区 工程技术
Advances in Engineering Software Pub Date : 2025-06-26 DOI: 10.1016/j.advengsoft.2025.103975
Indrajeet Sahu
{"title":"Bilinear-inverse-mapper: Analytical solution and algorithm for inverse mapping of bilinear interpolation of quadrilaterals","authors":"Indrajeet Sahu","doi":"10.1016/j.advengsoft.2025.103975","DOIUrl":"10.1016/j.advengsoft.2025.103975","url":null,"abstract":"<div><div>The challenge of finding parametric coordinates of bilinear interpolation of a point with respect to a quadrilateral in 2D or 3D frequently arises as a subproblem in various applications, e.g. finite element methods, computational geometry, and computer graphics. The accuracy and efficiency of inverse mapping in such cases are critical, as the accumulation of errors can significantly affect the quality of the overall solution to the broader problem. This mapping is nonlinear and typically solved with Newton’s iterative method, which is not only prone to convergence issues but also incurs high computational cost. This paper presents an analytical solution to this inverse mapping, along with a comprehensive geometric analysis covering all possible quadrilateral configurations. It describes the invertibility of all points and extends the discussion to 3D and concave quadrilaterals. The proposed algorithm is robust, free from failure due to convergence issues or oscillations in iterative methods, and achieves approximately <span><math><mrow><mn>2</mn><mo>.</mo><mn>4</mn><mo>×</mo></mrow></math></span> higher computational speed compared to Newton’s method for quadrilaterals with non-parallel opposite edges. This enables an efficient calculation of shape functions or interpolation functions at all invertible spatial points. The high-accuracy, high-speed computational solution will be particularly advantageous in applications involving high spatial or temporal discretisation (i.e. fine mesh and small timesteps) where iterative methods will be computationally expensive. The analytical solution based algorithm is available as an open-source library at <span><span>https://github.com/sahu-indrajeet/Bilinear-Inverse-Mapper</span><svg><path></path></svg></span>.</div></div>","PeriodicalId":50866,"journal":{"name":"Advances in Engineering Software","volume":"208 ","pages":"Article 103975"},"PeriodicalIF":4.0,"publicationDate":"2025-06-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144481081","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An efficient multi-fidelity space-division assisted optimization approach for computationally expensive problems 一种高效的多保真度空间分割辅助优化方法
IF 4 2区 工程技术
Advances in Engineering Software Pub Date : 2025-06-25 DOI: 10.1016/j.advengsoft.2025.103979
Chengshan Li , Junxiao Liu , Yuqin Ma , Xiaoyi An , Da Lyu , Yufan Cao
{"title":"An efficient multi-fidelity space-division assisted optimization approach for computationally expensive problems","authors":"Chengshan Li ,&nbsp;Junxiao Liu ,&nbsp;Yuqin Ma ,&nbsp;Xiaoyi An ,&nbsp;Da Lyu ,&nbsp;Yufan Cao","doi":"10.1016/j.advengsoft.2025.103979","DOIUrl":"10.1016/j.advengsoft.2025.103979","url":null,"abstract":"<div><div>This paper presents a multi-fidelity optimization approach for computationally expensive problems, aiming to efficiently find the global optimum by utilizing MF models. Firstly, high-fidelity (HF) and low-fidelity (LF) samples are selected and calculated, respectively. Subsequently, the design space is categorized into four types based on the responses of the HF and LF samples: overlapped subspace, HF promising subspace, merged subspace, and global space. These defined spaces are explored alternately to find the global optimum. To further reduce computational expenses, a correlation analysis process is introduced to determine whether the HF or LF model should be used as the objective function in the present subspace. To avoid missing the global optima, both local exploitation and global exploration strategies are employed in these subspaces. The proposed method named multi-fidelity space-division assisted optimization (MFSDO) is compared with four popular methods using twenty-three mathematical test problems, results demonstrate that MFSDO offers advantages in reducing computational costs. Additionally, MFSDO is applied to optimize the structure of a blended-wing-body underwater glider. Results indicate that the structure mass is significantly reduced with much less computational cost while ensuring safety, which verifies the efficiency and engineering applicability of our proposed method.</div></div>","PeriodicalId":50866,"journal":{"name":"Advances in Engineering Software","volume":"208 ","pages":"Article 103979"},"PeriodicalIF":4.0,"publicationDate":"2025-06-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144471300","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Optimizing foam padding of the advanced combat helmet to maximize protection of blast-induced brain injury and wearing comfort 优化先进战斗头盔的泡沫填充物,最大限度地保护爆炸引起的脑损伤和佩戴舒适性
IF 4 2区 工程技术
Advances in Engineering Software Pub Date : 2025-06-23 DOI: 10.1016/j.advengsoft.2025.103980
Chaokai Zhang , Feng Zhu , Wenye He , Zhiqing Cheng , Songbai Ji
{"title":"Optimizing foam padding of the advanced combat helmet to maximize protection of blast-induced brain injury and wearing comfort","authors":"Chaokai Zhang ,&nbsp;Feng Zhu ,&nbsp;Wenye He ,&nbsp;Zhiqing Cheng ,&nbsp;Songbai Ji","doi":"10.1016/j.advengsoft.2025.103980","DOIUrl":"10.1016/j.advengsoft.2025.103980","url":null,"abstract":"<div><div>The Advanced combat helmet (ACH) is critical for mitigating the risk of blast-induced traumatic brain injury (bTBI). Helmet foam pads are in continuous contact with the head to provide mechanical support. They are essential for helmet bTBI mitigation effectiveness and wearing comfort. In this study, we parametrically investigate the significance of foam pad thickness and relative density on reducing the peak intracranial pressure (ICP) from blast. In addition, we study how they influence the perceived comfort, by quantifying the distribution uniformity of ACH-to-scalp pressure resulting from gravity, referred to as the Comfort Index. Three specific pad thicknesses and random relative densities coupled with a range of trinitrotoluene (TNT) masses placed to the front or side of the helmet-head complex were used for simulation. The incidence pressures from the ConWep model were used as input for blast loading. The ratios between peak ICP in the corpus callosum and the peak incident pressure as well as the comfort indices were analyzed using a data-driven approach. A multi-functional design method, Pareto front, was used to identify sets of optimal parameters based on user preferred weighting factors for ICP reduction and head surface pressure distribution. Finally, a decision tree was applied to refine the rules for optimal designs. For an equal weighting on ICP reduction and surface pressure distribution, a pad thickness of 10 mm and relative density of 7.7 % were identified. This study demonstrates the effectiveness of combining Pareto front and decision trees for the identification of optimal design parameters for the ACH.</div></div>","PeriodicalId":50866,"journal":{"name":"Advances in Engineering Software","volume":"208 ","pages":"Article 103980"},"PeriodicalIF":4.0,"publicationDate":"2025-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144365765","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi-objective optimisation of complex mechanisms using Moving Spheres: An application to suspension elasto-kinematics 基于运动球体的复杂机构多目标优化:在悬架弹性运动学中的应用
IF 4 2区 工程技术
Advances in Engineering Software Pub Date : 2025-06-20 DOI: 10.1016/j.advengsoft.2025.103974
Lorenzo De Santanna, Massimiliano Gobbi, Riccardo Malacrida, Gianpiero Mastinu
{"title":"Multi-objective optimisation of complex mechanisms using Moving Spheres: An application to suspension elasto-kinematics","authors":"Lorenzo De Santanna,&nbsp;Massimiliano Gobbi,&nbsp;Riccardo Malacrida,&nbsp;Gianpiero Mastinu","doi":"10.1016/j.advengsoft.2025.103974","DOIUrl":"10.1016/j.advengsoft.2025.103974","url":null,"abstract":"<div><div>This paper presents a new iterative method, called Moving Spheres (MS), for solving multi-objective design optimisation problems involving three-dimensional mechanisms. The method is suited to problems in which most of the design variables belong to the three-dimensional Euclidean space. MS method is able to explore efficiently the design space and identifies the regions where the optimal solutions are located, resulting in a clear spatial representation of optimal solutions. In this paper, MS method is applied to the elasto-kinematic optimisation of an automotive suspension system. The optimal locations of suspension joints are sought within spherical neighbourhoods of a reference suspension. This preserves the kinematic compatibility of the mechanism and facilitates the exploration of the design space through iterative updates of the reference suspension. The rigorous <span><math><mi>k</mi></math></span>-optimality metric, which introduces a hierarchical sorting in the Pareto-optimal set, is employed to rank optimal design solutions. In the suspension test case, the Pareto-optimal set of approximated through Moving Spheres method is compared with the Pareto-optimal sets resulting from Parameter Space Investigation and multi-objective optimisation Genetic Algorithm with sorting (KEMOGA) methods, considering similar computational time. Moving Spheres method yields a more accurate approximation of the Pareto-optimal set.</div></div>","PeriodicalId":50866,"journal":{"name":"Advances in Engineering Software","volume":"208 ","pages":"Article 103974"},"PeriodicalIF":4.0,"publicationDate":"2025-06-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144329967","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Machine learning based optimal design of superelastic friction pendulum for controlling underground blast-induced vibration of building 基于机器学习的超弹性摩擦摆控制地下建筑爆震优化设计
IF 4 2区 工程技术
Advances in Engineering Software Pub Date : 2025-06-19 DOI: 10.1016/j.advengsoft.2025.103978
Mohammad Yasir Mohammad Hasan Shaikh, Sourav Gur
{"title":"Machine learning based optimal design of superelastic friction pendulum for controlling underground blast-induced vibration of building","authors":"Mohammad Yasir Mohammad Hasan Shaikh,&nbsp;Sourav Gur","doi":"10.1016/j.advengsoft.2025.103978","DOIUrl":"10.1016/j.advengsoft.2025.103978","url":null,"abstract":"<div><div>This study shows the machine learning (ML) based optimal design and response controllability of superelastic shape memory alloy (SMA) integrated friction pendulum (SMA-FP) isolator under the blast induced ground motion (BIGM), and compared with the FP isolator. An elastic steel shear building isolated with the FP or SMA-FP system is analysed through nonlinear time-history analysis (NLTHA). Design of base isolators (BIs) are obtained through optimizing two conflicting objectives, i.e. top floor peak acceleration (TFPA) and peak isolator displacement (PID). A multi-objective optimization (MOO) algorithm is used to estimate the optimal combination of friction coefficient and SMA wire strength. Comparison of the pareto optimal front clearly reveals a better trade-off between two objective functions for SMA-FP BI than FP BI. Robustness of optimal design and control effectiveness is studied through extensive parametric studies, for various parameters of isolator, building, and BIGM. Study results reveal that, SMA-FP can substantially reduce the TFPA (up to 30 %) in conjunction with the PID and residual isolator displacement (RID), reduction up to 42 % and 60 %, respectively, than FP BI. Finally, employing different ML based regression methods (multilinear, ridge, lasso, elastic-net regression), predictive models have been proposed for optimal design and optimum responses of structure and isolator.</div></div>","PeriodicalId":50866,"journal":{"name":"Advances in Engineering Software","volume":"208 ","pages":"Article 103978"},"PeriodicalIF":4.0,"publicationDate":"2025-06-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144312746","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An improved YOLOv10-based lightweight multi-scale feature fusion model for road defect detection and its applications 基于yolov10改进的轻型多尺度特征融合道路缺陷检测模型及其应用
IF 4 2区 工程技术
Advances in Engineering Software Pub Date : 2025-06-13 DOI: 10.1016/j.advengsoft.2025.103976
Jianxi Ou , Jianqin Zhang , Haoyu Li , Bin Duan
{"title":"An improved YOLOv10-based lightweight multi-scale feature fusion model for road defect detection and its applications","authors":"Jianxi Ou ,&nbsp;Jianqin Zhang ,&nbsp;Haoyu Li ,&nbsp;Bin Duan","doi":"10.1016/j.advengsoft.2025.103976","DOIUrl":"10.1016/j.advengsoft.2025.103976","url":null,"abstract":"<div><div>Intelligent road damage detection is critical for ensuring traffic safety and extending the lifespan of roads. However, existing methods struggle to balance high accuracy and real-time performance in complex detection scenarios and resource-constrained environments. To address this issue, this study proposes a lightweight multi-scale feature fusion model based on an improved YOLOv10—GAS-YOLO. The model utilizes a novel lightweight architecture (GSF-ST) designed through a combination of feature generation, asymmetric convolution, and grouped channel shuffling optimization strategies, significantly reducing computational complexity and parameter count while enhancing both global and local feature representation. To improve multi-scale damage detection performance, GAS-YOLO incorporates an improved bidirectional feature pyramid network (BiFPN) and Swin Transformer module. A resolution halving and channel doubling strategy enhances the detection ability of small targets. Moreover, the WiOU loss function further optimizes bounding box regression accuracy, mitigating errors caused by sample imbalance. Channel pruning techniques are applied to achieve secondary lightweight compression of the model, resulting in significant resource savings. Through comparative experiments and ablation analysis with several advanced damage detection models, this study demonstrates a significant performance improvement of GAS-YOLO. Experimental results show that GAS-YOLO exhibits outstanding performance in multi-scale damage detection tasks, with 5.6 M parameters, 8.4GFLOPs of computational complexity, and a model size of only 5.8 MB. Compared to baseline models, detection accuracy improves by 10.8 %, computational complexity is reduced by 2.57 times, and parameter count is reduced by 1.29 times, with an average detection accuracy of 86.5 % and a single image processing time of 6.1 ms. Validation on both public datasets and self-constructed datasets further proves its real-time processing capability while maintaining high accuracy. The GAS-YOLO model proposed in this study not only provides a practical solution for road damage detection in resource-constrained environments but also offers new insights for intelligent management of intelligent transportation and urban infrastructure, with broad application prospects.</div></div>","PeriodicalId":50866,"journal":{"name":"Advances in Engineering Software","volume":"208 ","pages":"Article 103976"},"PeriodicalIF":4.0,"publicationDate":"2025-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144270709","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信