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基于Crack-YOLACT的道路裂缝提取
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作者 袁文豪 尹珺宇 +3 位作者 方莉娜 吴尚华 郭明华 侯海涛 《南京信息工程大学学报》 北大核心 2025年第3期328-339,共12页
针对现有的道路裂缝检测算法多采用先检测再分割的方式,导致两个过程相互独立,在实际生产中效率不高的问题,本文提出一种端到端一体化的道路裂缝检测方法.首先,采用更加轻量化的裂缝主干特征提取网络,以降低计算成本并提高模型推理速度... 针对现有的道路裂缝检测算法多采用先检测再分割的方式,导致两个过程相互独立,在实际生产中效率不高的问题,本文提出一种端到端一体化的道路裂缝检测方法.首先,采用更加轻量化的裂缝主干特征提取网络,以降低计算成本并提高模型推理速度;然后,使用融合渐进式特征金字塔网络和空间自适应模块的裂缝特征融合模块,提高复杂场景下模型对小目标裂缝的检测能力;最后,将本文提出的方法在两个差异较大的数据集(车载扫描车采集的城市复杂街景数据和公开数据集Crack500)上进行了实验验证.结果表明,本文方法在两个数据集的道路裂缝检测任务中,准确率、召回率和综合评价指标F_(1)分数分别达到86.3%、84.1%、85.2%和82.4%、80.2%、81.3%.实验结果证明了本方法在识别细小裂缝方面的准确性,以及在不同实际环境中的鲁棒性. 展开更多
关键词 道路裂缝 实例分割 注意力机制 轻量化网络
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Crack-YOLOv7:深度特征提取与多尺度信息融合的道路裂缝检测
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作者 张咏琪 王杰 +2 位作者 邓彬 周渝皓 杨珺旎 《计算机工程与应用》 北大核心 2025年第18期198-208,共11页
现有的道路裂缝检测方法通常依赖于局部特征进行检测,导致目标的结构信息和上下文关联性不足,从而影响检测精度。为解决这一问题,提出一种基于深度特征提取与多尺度信息融合的道路裂缝检测方法Crack-YOLOv7。在骨干网络中引入PSA(pyrami... 现有的道路裂缝检测方法通常依赖于局部特征进行检测,导致目标的结构信息和上下文关联性不足,从而影响检测精度。为解决这一问题,提出一种基于深度特征提取与多尺度信息融合的道路裂缝检测方法Crack-YOLOv7。在骨干网络中引入PSA(pyramid split attention)模块,以增强特征图的上下文信息和位置感知能力,获取更加丰富的特征信息;同时提出了SSPPF(spatial stage pyramid pooling fast)模块,提升了网络的推理速度并有效增强了前馈信息的传递;提出了S2DT-FPN(spatial-shift dilated transformer feature pyramid network)结构,通过多尺度特征融合与跨层依赖的建立,进一步捕捉了不同语义深度的特征信息,同时保留了全局上下文特征;由于道路裂缝形态的多样与重叠问题,采用柔性非极大抑制(Soft-NMS)算法,改善了密集裂缝场景下的检测精度。在RDD2020数据集上的实验结果表明,所提方法能够有效地从损伤图像中实现路面裂缝的检测,检测精度达到89.7%,且mAP(mean average precision)值达到65.5%。 展开更多
关键词 裂缝检测 注意力机制 特征金字塔 多尺度特征 TRANSFORMER
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Three-dimensional stability of two-step slope with crack considering temperature effect on unsaturated soil
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作者 SHAN Jun-tao WU Yi-min YANG Xiao-li 《Journal of Central South University》 2025年第3期1060-1079,共20页
In existing studies, most slope stability analyses concentrate on conditions with constant temperature, assuming the slope is intact, and employ the Mohr-Coulomb (M-C) failure criterion for saturated soil to character... In existing studies, most slope stability analyses concentrate on conditions with constant temperature, assuming the slope is intact, and employ the Mohr-Coulomb (M-C) failure criterion for saturated soil to characterize the strength of the backfill. However, the actual working temperature of slopes varies, and natural phenomena such as rainfall and groundwater infiltration commonly result in unsaturated soil conditions, with cracks typically present in cohesive slopes. This study introduces a novel approach for assessing the stability of unsaturated soil stepped slopes under varying temperatures, incorporating the effects of open and vertical cracks. Utilizing the kinematic approach and gravity increase method, we developed a three-dimensional (3D) rotational wedge failure mechanism to simulate slope collapse, enhancing the traditional two-dimensional analyses. We integrated temperature-dependent functions and nonlinear shear strength equations to evaluate the impact of temperature on four typical unsaturated soil types. A particle swarm optimization algorithm was employed to calculate the safety factor, ensuring our method’s accuracy by comparing it with existing studies. The results indicate that considering 3D effects yields a higher safety factor, while cracks reduce slope stability. Each unsaturated soil exhibits a distinctive temperature response curve, highlighting the importance of understanding soil types in the design phase. 展开更多
关键词 3D two-step slope cracks temperature effects UNSATURATION limit analysis
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Study on the characteristics of crack initiation in deep dense shale containing circular hole under varying stress conditions
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作者 XIE Hong-qiang FENG Gan +4 位作者 LIU Huai-zhong HE Qiang XIAO Ming-li PEI Jian-liang TAHERDANGKOO Reza 《Journal of Central South University》 2025年第1期244-261,共18页
The evolution of cracks in shale directly affects the efficient production of shale gas.However,there is a lack of research on the characteristics of crack initiation in deep dense shale under different stress conditi... The evolution of cracks in shale directly affects the efficient production of shale gas.However,there is a lack of research on the characteristics of crack initiation in deep dense shale under different stress conditions.In this work,considering the different combinations of confining pressure and bedding plane inclination angle(α),biaxial mechanical loading experiments were conducted on shale containing circular holes.The research results indicate that the confining pressure and inclination angle of the bedding planes significantly influence the failure patterns of shale containing circular holes.The instability of shale containing circular holes can be classified into five types:tensile failure along the bedding planes,tensile failure through the bedding planes,shear slip along the bedding planes,shear failure through the bedding planes,and block instability failure.Furthermore,the evolution of strain and stress fields around the circular holes was found to be the fundamental cause of variations in the initiation characteristics and locations of shale cracks.The crack initiation criterion for shale containing circular hole was established,providing a new method for evaluating the trajectory of shale hole wall fractures.This study holds significant importance for evaluating the evolution and stability of fracture networks within shale reservoirs. 展开更多
关键词 shale gas deep dense shale crack initiate characteristics failure modes
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Three-dimensional burning crack dynamics in constrained spherical explosive:visualization analysis and cavity-coupled pressure modeling
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作者 Chuanyu Pan Tao Li +4 位作者 Hua Fu Hailin Shang Pingchao Hu Ping Li Xilong Huang 《Defence Technology(防务技术)》 2025年第10期306-318,共13页
Accurate characterization of three-dimensional burning crack propagation remains pivotal yet challenging for energetic material safety,as conventional diagnostics and models inadequately resolve coupled crack-pressure... Accurate characterization of three-dimensional burning crack propagation remains pivotal yet challenging for energetic material safety,as conventional diagnostics and models inadequately resolve coupled crack-pressure dynamics in confined explosives.This study combines a novel spherical confinement system(with/without sapphire windows)with synchronized high-speed imaging and 3D reconstruction to overcome optical limitations in opaque explosives.Experimental analysis of centrally ignited HMX-based PBX-1 reveals:(1)burning cracks propagate radially with equatorial acceleration and polar deceleration,(2)systematic formation of 3–4 dominant crack branches across geometries,and(3)pressure evolution exhibiting gradual accumulation(subsurface cracking)followed by exponential growth(surface burn-through),with decay governed by cavity expansion.Building on Hill's framework,we develop a model incorporating cavity volume and fracture toughness criteria,validated against PBX explosive(95%HMX-based)experiments.The model demonstrates improved prediction of pressure trends compared to prior approaches,particularly in resolving laminar-phase accumulation and crackinduced surge transitions.Results establish structural cavity volume as a critical modulator of measured pressure and reveal direction-dependent crack kinematics as fundamental features of constrained combustion.This work provides experimentally validated insights into mechanisms of reaction pressure development and burning cracks pathways during constrained PBX explosive combustion. 展开更多
关键词 Burning crack propagation Explosive combustion reaction Non-shock ignition Structural cavity effects Energetic material safety
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Corrosion-assisted fatigue crack growth behaviour of AA 7075-T651 friction stir welded joints:Influence of extended seawater exposure on microstructure and fracture characteristics
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作者 Karthick Ganesan S.R.Koteswara Rao +1 位作者 T.Srinivasa Rao V.Rohit 《Defence Technology(防务技术)》 2025年第9期80-96,共17页
This study investigates the corrosion-assisted fatigue crack growth rate(FCGR)of 16 mm thick AA 7075-T651 friction stir welded(FSW)joints.Compact tension(CT)specimens were extracted from both the base material and FSW... This study investigates the corrosion-assisted fatigue crack growth rate(FCGR)of 16 mm thick AA 7075-T651 friction stir welded(FSW)joints.Compact tension(CT)specimens were extracted from both the base material and FSW joints to evaluate FCGR under varying corrosion exposure durations(0,7,30,60,and 90 days)at a constant stress ratio of 0.5.Microstructural analysis of the welds was conducted using optical and transmission electron microscopy(TEM).Results indicate that the critical stress intensity factor range(ΔK_(cr))of FSW joints is lower than that of the base material,primarily due to precipitate dissolution in the weld zone during the FSW process,as confirmed by TEM analysis.The fatigue life of FSW joints was significantly lower than that of the base material,but with prolonged exposure to seawater corrosion,the gap in fatigue life narrowed.Specimens exposed to seawater for more than 60days exhibited minimal differences in fatigue life between the base material and the FSW joints.This was attributed to the higher corrosion rate of the base material compared to the weld nugget,resulting in the formation of deeper pits that facilitated crack initiation and accelerated fatigue failure.The findings conclude that extended corrosion exposure leads to similar fatigue life and crack growth behaviour in both the base material and FSW joints.SEM and EDX analysis of AA7075-T651 revealed corrosion pits and rust products in initiation zones,ductile striations in growth regions,and secondary cracks with micro voids in fracture zones.FSW joints exhibited ultra-fine grains,smooth ductile fracture in initiation and growth regions,and brittle fracture in the fracture zones under both corroded and uncorroded conditions. 展开更多
关键词 Fatigue crack growth Pre-corrosion exposure Paris constants AA7075-T651 alloy Friction stir weld joints Precipitate-free zones(PFZs)
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Stress corrosion cracking behavior of TIG welded Al-Mg-Mn-Sc-Zr alloy
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作者 TANG Zhong-qin JIANG Feng +2 位作者 LONG Meng-jun YE Peng-cheng WU Ming-jin 《Journal of Central South University》 2025年第9期3203-3219,共17页
Al-Mg-Mn-Sc-Zr alloys with excellent weldability have emerged as ideal candidates for aerospace applications.Currently,the investigations on the corrosion behavior of alloys under tungsten inert gas(TIG)welding condit... Al-Mg-Mn-Sc-Zr alloys with excellent weldability have emerged as ideal candidates for aerospace applications.Currently,the investigations on the corrosion behavior of alloys under tungsten inert gas(TIG)welding conditions are insufficient.Here,the stress corrosion cracking(SCC)behavior of base metal(BM)and weld zone(WZ)of TIG welded Al-Mg-Mn-Sc-Zr alloys was investigated by using pre-cracked compact tensile samples immersed in 3.5%NaCl solution.The direct current potential drop(DCPD)method was used to record the crack propagation.The microstructure and fracture morphology of different regions of TIG welded joints were studied by SEM,EBSD and TEM,and the SCC crack propagation mechanism of BM and WZ was analyzed.The results demonstrated that the critical stress intensity factor for stress corrosion cracking(K_(ⅠSCC))of BM and WZ was 7.05 MPa·m_(1/2) and 11.79 MPa·m_(1/2),respectively.Then,the crack propagation rate of BM was faster than that of WZ,and BM was more susceptible to SCC than WZ.Additionally,the fracture mode of the BM mainly exhibited transgranular fracture,while the fracture mode of the WZ mainly exhibited intergranular and transgranular mixed fracture.Moreover,SCC crack propagation was attributed to the combined effect of anodic dissolution and hydrogen embrittlement.This study will provide experimental and theoretical basis for the wide application of TIG welded Al-Mg-Mn-Sc-Zr alloys in aerospace. 展开更多
关键词 tungsten inert gas(TIG)welded Al-Mg-Mn-Sc-Zr alloy stress corrosion cracking(SCC) critical stress intensity factor(KⅠSCC) direct current potential drop(DCPD)
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Crack3D和ANSYS求解裂纹柱体的圣维南扭转问题
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作者 汤昕燕 丁兰英 《合肥工业大学学报(自然科学版)》 CAS CSCD 北大核心 2014年第10期1259-1262,共4页
文章基于Muskhelishvili关于圣维南扭转问题的理论表述,结合Crack3D程序和ANSYS软件,提出了一种新的计算带裂纹圣维南扭转问题的有限元方法。为了阐述这种方法的应用,给出了一个裂纹柱体圣维南扭转问题的数值算例,结果证明,所得数值结... 文章基于Muskhelishvili关于圣维南扭转问题的理论表述,结合Crack3D程序和ANSYS软件,提出了一种新的计算带裂纹圣维南扭转问题的有限元方法。为了阐述这种方法的应用,给出了一个裂纹柱体圣维南扭转问题的数值算例,结果证明,所得数值结果令人满意。 展开更多
关键词 crack3D程序 有限元法 裂纹柱体 圣维南扭转问题
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Cryo-Cracking方法及其在焊接接头蠕变断裂失效分析中的应用 被引量:6
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作者 屈金山 车小莉 刘力菱 《热加工工艺》 CSCD 北大核心 2001年第4期18-20,共3页
介绍了 Cryo- Cracking方法及其在分析和评定高温下长期服役的焊管焊接接头蠕变失效中的应用特点。这种方法使用的试样易于截取 ,制样工艺过程简单 ,对制样者的技艺无特殊要求 ,不易产生因试样的制备而引起的误解。通过扫描电镜断口形... 介绍了 Cryo- Cracking方法及其在分析和评定高温下长期服役的焊管焊接接头蠕变失效中的应用特点。这种方法使用的试样易于截取 ,制样工艺过程简单 ,对制样者的技艺无特殊要求 ,不易产生因试样的制备而引起的误解。通过扫描电镜断口形貌的分析 ,结合金相定量分析方法 ,从分析断口的二维图象获得的数据 ,可以定量地反映在役构件蠕变失效的程度。实践表明 ,Cryo- Cracking方法是一种简单实用的焊接接头蠕变失效分析方法。 展开更多
关键词 Cryo-cracking方法 蠕变 焊接接头 断口形貌 断裂 失效分析
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PROBABILISTIC MODELS FOR LONG FATIGUE CRACK GROWTH RATES OF LZ50 AXLE STEEL 被引量:5
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作者 赵永翔 何朝明 +3 位作者 杨冰 黄郁仲 高庆 邬平波 《应用数学和力学》 CSCD 北大核心 2005年第8期997-1002,共6页
Experimental study is performed on the probabilistic models for the long fatigue crack growth rates (da/dN) of LZ50 axle steel. An equation for crack growth rate was derived to consider the trend of stress intensity f... Experimental study is performed on the probabilistic models for the long fatigue crack growth rates (da/dN) of LZ50 axle steel. An equation for crack growth rate was derived to consider the trend of stress intensity factor range going down to the threshold and the average stress effect. The probabilistic models were presented on the equation. They consist of the probabilistic da/dN-ΔK relations, the confidence-based da/dN-ΔK relations, and the probabilistic- and confidence-based da/dN-ΔK relations. Efforts were made respectively to characterize the effects of probabilistic assessments due to the scattering regularity of test data, the number of sampling, and both of them. These relations can provide wide selections for practice. Analysis on the test data of LZ50 steel indicates that the present models are available and feasible. 展开更多
关键词 LZ50钢 疲劳长裂纹 扩展率 平均应力 门槛值 概率模型
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Crack growth analysis for rock-like materials with ordered multiple pre-cracks under biaxial compression 被引量:5
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作者 WANG Min CAO Ping +3 位作者 WAN Wen ZHAO Yan-lin LIU Jie LIU Jing-shuo 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第4期866-874,共9页
The pre-burying iron sheets approach was used to prepare rock-like materials with ordered multiple pre-cracks. 60 specimens in total were prepared in these experiments. Through biaxial compression experiments, the inf... The pre-burying iron sheets approach was used to prepare rock-like materials with ordered multiple pre-cracks. 60 specimens in total were prepared in these experiments. Through biaxial compression experiments, the influence of both the number of pre-cracks and pre-cracks angles to crack growth was analyzed. Meanwhile, species of rock bridge failure were summarized, namely, wing crack, secondary shear crack between horizontal pre-cracks and secondary shear crack between vertical pre-cracks. The wing crack plays a significant role in crack growth. Furthermore, fractal dimension was adopted to describe quantitatively the crack growth during the failure process. The results indicate that with the failure of specimens, corresponding fractal dimension for specimen monotonically increases, which indicates that the fractal dimension can be considered to the failure of the specimens quantitatively. 展开更多
关键词 crack growth WING crack secondary SHEAR crack vertical pre-cracks FRACTAL DIMENSION
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METHOD TO CALCULATE BENDING CENTER AND STRESS INTENSITY FACTORS OF CRACKED CYLINDER UNDER SAINT_VENANT BENDING
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作者 汤任基 汤昕燕 《应用数学和力学》 EI CSCD 北大核心 2001年第1期71-78,共8页
Using the single crack solution and the regular solution of plane harmonic function, the problem of Saint_Venant bending of a cracked cylinder by a transverse force was reduced to solving two sets of integral equation... Using the single crack solution and the regular solution of plane harmonic function, the problem of Saint_Venant bending of a cracked cylinder by a transverse force was reduced to solving two sets of integral equations and its general solution was then obtained. Based on the obtained solution, a method to calculate the bending center and the stress intensity factors of the cracked cylinger whose cross_section is not thin_walled, but of small torsion rigidity is proposed. Some numerical examples are given. 展开更多
关键词 裂纹柱 SAint-VenAnt弯曲 弯曲中心 应力强度因
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Crack stop holes in steel bridge decks:Drilling method and effects 被引量:19
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作者 FU Zhong-qiu JI Bo-hai +1 位作者 XIE Shu-hui LIU Tian-jia 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第10期2372-2381,共10页
Force analysis using a compact tension model, as recommended by ASTM, was carried out on a crack stop hole. The stress before, and after, drilling the hole was compared in terms of stress concentration and stress grad... Force analysis using a compact tension model, as recommended by ASTM, was carried out on a crack stop hole. The stress before, and after, drilling the hole was compared in terms of stress concentration and stress gradient. The optimum drilling location and diameter were studied through analysis of different locations and diameters. By analyzing the effects of flank holes and an additional hole, drilling advice was proposed and fatigue testing of the cracks in a steel bridge deck with a crack stop hole was conducted. The results show that the stress at the crack tip with a crack stop hole decreased, and the major principal stress around the hole was distributed accordingly. The optimum position of the crack stop hole centre was where the centre of the crack stop hole was situated behind the crack and the hole edge coincided with the crack tip. Therefore, hole diameters larger than 8 mm, or those weakening the section by 10%, were suggested as the best diameters. In terms of multi-hole crack stopping, a flank hole was not recommended. The optimum horizontal position of flank holes was at a distance of 1/4 of a single hole diameter from, and in front of, the single hole. Besides, the experiment showed that crack stop hole could only prevent cracks from growing and had no influence on crack growth rate. 展开更多
关键词 steel bridge DECK fatigue crack STOP HOLE DRILLING method HOLE position
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Cracks coalescence mechanism and cracks propagation paths in rock-like specimens containing pre-existing random cracks under compression 被引量:19
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作者 Hadi Haeri Kourosh Shahriar +1 位作者 Mohammad Fatehi Marji Parviz Moarefvand 《Journal of Central South University》 SCIE EI CAS 2014年第6期2404-2414,共11页
The mechanism of cracks propagation and cracks coalescence due to compressive loading of the brittle substances containing pre-existing cracks (flaws) was modeled experimentally using specially made rock-like specim... The mechanism of cracks propagation and cracks coalescence due to compressive loading of the brittle substances containing pre-existing cracks (flaws) was modeled experimentally using specially made rock-like specimens from Portland Pozzolana Cement (PPC). The breakage process of the specimens was studied by inserting single and double flaws with different inclination angles at the center and applying uniaxial compressive stress at both ends of the specimen. The first crack was oriented at 50&#176; from the horizontal direction and kept constant throughout the analysis while the orientation of the second crack was changed. It is experimentally observed that the wing cracks are produced at the first stage of loading and start their propagation toward the direction of uniaxial compressive loading. The secondary cracks may also be produced in form of quasi-coplanar and/or oblique cracks in a stable manner. The secondary cracks may eventually continue their propagation in the direction of maximum principle stress. These experimental works were also simulated numerically by a modified higher order displacement discontinuity method and the cracks propagation and cracks coalescence were studied based on Mode I and Mode II stress intensity factors (SIFs). It is concluded that the wing cracks initiation stresses for the specimens change from 11.3 to 14.1 MPain the case of numerical simulations and from 7.3 to 13.8 MPa in the case of experimental works. It is observed that cracks coalescence stresses change from 21.8 to 25.3 MPa and from 19.5 to 21.8 MPa in the numerical and experimental analyses, respectively. Comparing some of the numerical and experimental results with those recently cited in the literature validates the results obtained by the proposed study. Finally, a numerical simulation was accomplished to study the effect of confining pressure on the crack propagation process, showing that the SIFs increase and the crack initiation angles change in this case. 展开更多
关键词 crack propagation crack coalescence rock-like specimen numerical simulation experiment
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Crack evolution behavior of rocks under confining pressures and its propagation model before peak stress 被引量:12
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作者 ZUO Jian-ping CHEN Yan LIU Xiao-li 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第11期3045-3056,共12页
The understanding of crack propagation characteristics and law of rocks during the loading process is of great significance for the exploitation and support of rock engineering.In this study,the crack propagation beha... The understanding of crack propagation characteristics and law of rocks during the loading process is of great significance for the exploitation and support of rock engineering.In this study,the crack propagation behavior of rocks in triaxial compression tests was investigated in detail.The main conclusions were as follows:1)According to the evolution characteristics of crack axial strain,the differential stress?strain curve of rocks under triaxial compressive condition can be divided into three phases which are linear elastic phase,crack propagation phase,post peak phase,respectively;2)The proposed models are applied to comparison with the test data of rocks under triaxial compressive condition and different temperatures.The theoretical data calculated by the models are in good agreement with the laboratory data,indicating that the proposed model can be applied to describing the crack propagation behavior and the nonlinear properties of rocks under triaxial compressive condition;3)The inelastic compliance and crack initiation strain in the proposed model have a decrease trend with the increase of confining pressure and temperature.Peak crack axial strain increases nonlinearly with the inelastic compliance and the increase rate increases gradually.Crack initiation strain has a linear relation with peak crack axial strain. 展开更多
关键词 crack strain crack propagation behavior crack propagation model stress strain relationship
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Effects of water intrusion and loading rate on mechanical properties of and crack propagation in coal–rock combinations 被引量:12
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作者 陈田 姚强岭 +4 位作者 卫斐 种照辉 周健 王常彬 李静 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第2期423-431,共9页
Tackling the problems of underground water storage in collieries in arid regions requires knowledge of the effect of water intrusion and loading rate on the mechanical properties of and crack development in coal–rock... Tackling the problems of underground water storage in collieries in arid regions requires knowledge of the effect of water intrusion and loading rate on the mechanical properties of and crack development in coal–rock combinations. Fifty-four coal–rock combinations were prepared and split equally into groups containing different moisture contents(dry, natural moisture and saturated) to conduct acoustic emission testing under uniaxial compression with loading rates ranging from 0.1 mm/min to 0.6 mm/min. The results show that the peak stress and strength-softening modulus, elastic modulus, strain-softening modulus, and post-peak modulus partly decrease with increasing moisture content and loading rate. In contrast, peak strain increases with increasing moisture content and fluctuates with rising loading rate. More significantly, the relationship between stiffness and stress, combined with accumulated counts of acoustic emission, can be used to precisely predict all phases of crack propagation. This is helpful in studying the impact of moisture content and loading rate on crack propagation and accurately calculating mechanical properties. We also determined that the stress thresholds of crack closure, crack initiation, and crack damage do not vary with changes of moisture content and loading rate, constituting 15.22%, 32.20%, and 80.98% of peak stress, respectively. These outcomes assist in developing approaches to water storage in coal mines, determining the necessary width of waterproof coal–rock pillars, and methods of supporting water-enriched roadways, while also advances understanding the mechanical properties of coal–rock combinations and laws of crack propagation. 展开更多
关键词 water intrusion loading rate mechanical properties coal-rock combination crack propagation stress threshold
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一种高精度路面裂缝检测网络结构:Crack U-Net 被引量:18
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作者 祝一帆 王海涛 +1 位作者 李可 吴贺俊 《计算机科学》 CSCD 北大核心 2022年第1期204-211,共8页
路面裂缝对行车安全有很大的潜在威胁,以往的人工检测方法效率不高。现有裂缝检测方法模型泛化能力低,在复杂背景下的裂缝分割能力差且效率不高。为了解决这些问题,文中提出了一种基于编码器-解码器结构的新改进型网络结构CrackU-Net,... 路面裂缝对行车安全有很大的潜在威胁,以往的人工检测方法效率不高。现有裂缝检测方法模型泛化能力低,在复杂背景下的裂缝分割能力差且效率不高。为了解决这些问题,文中提出了一种基于编码器-解码器结构的新改进型网络结构CrackU-Net,目的是提高路面裂缝检测的模型泛化性以及检测精度。首先,Crack U-Net用密集连接结构增强了基于编码器-解码器的网络U-Net模型,在以往结构的基础上提高了网络各层特征信息利用率,增强了模型的鲁棒性;其次,Crack U-Net使用由残差块和mini-U组成的CrackU-block作为网络的基础卷积模块,相比传统双层卷积层,Crack U-block可以提取出更丰富的裂缝特征;最后,在Crack U-Net的下采样节点中使用了空洞卷积替代传统卷积核,以充分捕获图像边缘的裂缝特征。为验证Crack U-Net模型的有效性,在公开裂缝数据集上进行了一系列测试。实验结果显示,CrackU-Net在数据集上的AIU值比以往方法提升了2.2%,在裂缝分割精度、泛化性上都优于现有方法。另外,参数轻量化部分的实验证明,CrackU-Net可以进行很大程度的模型剪枝,无人机等移动设备将可满足剪枝后的Crack U-Net模型所需的计算资源。 展开更多
关键词 道路路面 裂缝检测 深度学习 图像分割
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Measuring internal residual stress in Al-Cu alloy forgings by crack compliance method with optimized parameters 被引量:10
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作者 DONG Fei YI You-ping HUANG Shi-quan 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第11期3163-3174,共12页
Measuring the internal stress of Al alloy forgings accurately is critical for controlling the deformation during the subsequent machine process.In this work,the crack compliance method was used to calculate the intern... Measuring the internal stress of Al alloy forgings accurately is critical for controlling the deformation during the subsequent machine process.In this work,the crack compliance method was used to calculate the internal residual stress of Al-Cu high strength alloys,and the effect of various model parameters of crack compliance method on the calculated precision was studied by combining the numerical simulation and experimental method.The results show that the precision first increased and then decreased with increasing the crack range.The decreased precision when using a high crack range was due to the strain fluctuation during the machining process,and the optimized crack range was 71%of the thickness of forgings.Low orders of Legendre polynomial can result in residual stress curve more smooth,while high orders led to the occurrence of distortion.The Tikhonov regularization method effectively suppressed the distortion of residual stress caused by the fluctuation of strain data,which significantly improved the precision.In addition,The crack compliance method with optimized parameters was used to measure the residual stress of Al-Cu alloy with different quenching methods.The calculated results demonstrated that the distribution of residual stress was obtained accurately. 展开更多
关键词 residual stress crack compliance method crack range interpolation orders Tikhonov regularization method
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Effect of annealing treatment on microstructure and fatigue crack growth behavior of Al–Zn–Mg–Sc–Zr alloy 被引量:10
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作者 陈婧 潘清林 +5 位作者 虞学红 李梦佳 邹浩 向浩 黄志其 胡权 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第5期961-975,共15页
Al-Zn-Mg-Sc-Zr alloy samples were annealed to four different states (under-aging, peak-aging, over-aging and double-aging) and then thoroughly investigated by means of electron backscatter diffraction (EBSD), tran... Al-Zn-Mg-Sc-Zr alloy samples were annealed to four different states (under-aging, peak-aging, over-aging and double-aging) and then thoroughly investigated by means of electron backscatter diffraction (EBSD), transmission electron microscopy (TEM), scanning electron microscopy (SEM), tensile and fatigue crack growth rate tests to explore the influence of annealing treatment on microstmcture and fatigue crack growth behavior. The results indicate that Al3(Sc,Zr) particles can effectively refine grains and enhance tensile properties and fatigue properties. After annealing treatment, the under-aged sample and double-aged sample obtained average grain sizes of 4.9473 and 4.1257 μm, and the maximum value of yield/tensile strength (561 MPa/581 MPa) was obtained in peak-aged state. In the Paris region, fatigue crack growth rate, crack deflection and bifurcation, crack blunting and inter/trans-granular propagation were discussed based on data fitting and Laird model and Griffith theory. And the results show that the under-aged sample possesses the best resistance to fatigue crack propagation and the most tortuous and bifurcated crack path. For all samples, the fatigue crack growth rate in the rupture region was inversely proportional to yield strength. 展开更多
关键词 Al-Zn-Mg-Sc-Zr alloy annealing treatment MICROSTRUCTURES fatigue crack growth rate fatigue crack path
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Crack initiation stress and strain of jointed rock containing multi-cracks under uniaxial compressive loading: A particle flow code approach 被引量:17
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作者 范祥 KULATILAKE P H S W +1 位作者 陈新 曹平 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第2期638-645,共8页
The ratio of crack initiation stress to the uniaxial compressive strength(SCI,B/SUC,B) and the ratio of axial strain at the crack initiation stress to the axial strain at the uniaxial compressive strength(B,UCB,CI,A,A... The ratio of crack initiation stress to the uniaxial compressive strength(SCI,B/SUC,B) and the ratio of axial strain at the crack initiation stress to the axial strain at the uniaxial compressive strength(B,UCB,CI,A,A/SSSS) were studied by performing numerical stress analysis on blocks having multi flaws at close spacing's under uniaxial loading using PFC3 D. The following findings are obtained: SCI,B/SUC,B has an average value of about 0.5 with a variability of ± 0.1. This range agrees quite well with the values obtained by former research. For joint inclination angle, β=90°,B,UCB,CI,A,A/SSSS is found to be around 0.48 irrespective of the value of joint continuity factor, k. No particular relation is found betweenB,UCB,CI,A,A/SSSS and β; however, the average B,UCB,CI,A,A/SSSS seems to slightly decrease with increasing k. The variability ofB,UCB,CI,A,A/SSSS is found to increase with k.Based on the cases studied in this work,B,UCB,CI,A,A/SSSS ranges between 0.3 and 0.5. This range is quite close to the range of 0.4to 0.6 obtained for SCI,B/SUC,B. The highest variability of ± 0.12 forB,UCB,CI,A,A/SSSS is obtained for k=0.8. For the remaining k values the variability ofB,UCB,CI,A,A/SSSS can be expressed within ± 0.05. This finding is very similar to the finding obtained for the variability of SCI,B/SUC,B. 展开更多
关键词 jointed rock multi flaws uniaxial loading PFC3D model crack initiation stress(SCI B) axial strain at crack initiation
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