The creep strain of conventionally treated 2195 alloy is very low, increasing the difficulty of manufacturing Al-Cu-Li alloy sheet parts by creep age forming. Therefore, finding a solution to improve the creep formability of Al-Cu-Li alloy is vital. A thorough comparison of the effects of cryo-deformation and ambient temperature large pre-deformation (LPD) on the creep ageing response in the 2195 alloy sheet at 160 °C with different stresses has been made. The evolution of dislocations and precipitates during creep ageing of LPD alloys are revealed by X-ray diffraction and transmission electron microscopy. High-quality 2195 alloy sheet largely pre-deformed by 80% without edge-cracking is obtained by cryo-rolling at liquid nitrogen temperature, while severe edge-cracking occurs during room temperature rolling. The creep formability and strength of the 2195 alloy are both enhanced by introducing pre-existing dislocations with a density over 1.4×1015 m−2. At 160 °C and 150 MPa, creep strain and creep-aged strength generally increases by 4–6 times and 30–50 MPa in the LPD sample, respectively, compared to conventional T3 alloy counterpart. The elongation of creep-aged LPD sample is low but remains relevant for application. The high-density dislocations, though existing in the form of dislocation tangles, promote the formation of refined T1 precipitates with a uniform dispersion.
{"title":"High density dislocations enhance creep ageing response and mechanical properties in 2195 alloy sheet","authors":"Shuo Wei, Pei-pei Ma, Long-hui Chen, Jian-shi Yang, Li-hua Zhan, Chun-hui Liu","doi":"10.1007/s11771-024-5684-6","DOIUrl":"https://doi.org/10.1007/s11771-024-5684-6","url":null,"abstract":"<p>The creep strain of conventionally treated 2195 alloy is very low, increasing the difficulty of manufacturing Al-Cu-Li alloy sheet parts by creep age forming. Therefore, finding a solution to improve the creep formability of Al-Cu-Li alloy is vital. A thorough comparison of the effects of cryo-deformation and ambient temperature large pre-deformation (LPD) on the creep ageing response in the 2195 alloy sheet at 160 °C with different stresses has been made. The evolution of dislocations and precipitates during creep ageing of LPD alloys are revealed by X-ray diffraction and transmission electron microscopy. High-quality 2195 alloy sheet largely pre-deformed by 80% without edge-cracking is obtained by cryo-rolling at liquid nitrogen temperature, while severe edge-cracking occurs during room temperature rolling. The creep formability and strength of the 2195 alloy are both enhanced by introducing pre-existing dislocations with a density over 1.4×10<sup>15</sup> m<sup>−2</sup>. At 160 °C and 150 MPa, creep strain and creep-aged strength generally increases by 4–6 times and 30–50 MPa in the LPD sample, respectively, compared to conventional T3 alloy counterpart. The elongation of creep-aged LPD sample is low but remains relevant for application. The high-density dislocations, though existing in the form of dislocation tangles, promote the formation of refined <i>T</i><sub>1</sub> precipitates with a uniform dispersion.</p>","PeriodicalId":15231,"journal":{"name":"Journal of Central South University","volume":"39 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142221049","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Due to the long-term plate tectonic movements in southwestern China, the in-situ stress field in deep formations is complex. When passing through deep soft-rock mass under non-hydrostatic high in-situ stress field, tunnels will suffer serious asymmetric deformation. There is no available support design method for tunnels under such a situation in existing studies to clarify the support time and support stiffness. This study first analyzed the mechanical behavior of tunnels in non-hydrostatic in-situ stress field and derived the theoretical equations of the ground squeezing curve (GSC) and ground loosening curve (GLC). Then, based on the convergence confinement theory, the support design method of deep soft-rock tunnels under non-hydrostatic high in-situ stress field was established considering both squeezing and loosening pressures. In addition, this method can provide the clear support time and support stiffness of the second layer of initial support. The proposed design method was applied to the Wanhe tunnel of the China-Laos railway in China. Monitoring data indicated that the optimal support scheme had a good effect on controlling the tunnel deformation in non-hydrostatic high in-situ stress field. Field applications showed that the secondary lining could be constructed properly.
{"title":"Support design method for deep soft-rock tunnels in non-hydrostatic high in-situ stress field","authors":"Ke-yue Zheng, Cheng-hua Shi, Qian-jin Zhao, Ming-feng Lei, Chao-jun Jia, Zhu Peng","doi":"10.1007/s11771-024-5738-9","DOIUrl":"https://doi.org/10.1007/s11771-024-5738-9","url":null,"abstract":"<p>Due to the long-term plate tectonic movements in southwestern China, the in-situ stress field in deep formations is complex. When passing through deep soft-rock mass under non-hydrostatic high in-situ stress field, tunnels will suffer serious asymmetric deformation. There is no available support design method for tunnels under such a situation in existing studies to clarify the support time and support stiffness. This study first analyzed the mechanical behavior of tunnels in non-hydrostatic in-situ stress field and derived the theoretical equations of the ground squeezing curve (GSC) and ground loosening curve (GLC). Then, based on the convergence confinement theory, the support design method of deep soft-rock tunnels under non-hydrostatic high in-situ stress field was established considering both squeezing and loosening pressures. In addition, this method can provide the clear support time and support stiffness of the second layer of initial support. The proposed design method was applied to the Wanhe tunnel of the China-Laos railway in China. Monitoring data indicated that the optimal support scheme had a good effect on controlling the tunnel deformation in non-hydrostatic high in-situ stress field. Field applications showed that the secondary lining could be constructed properly.</p>","PeriodicalId":15231,"journal":{"name":"Journal of Central South University","volume":"8 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142221078","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The problems associated with vibrations of viaducts and low-frequency structural noise radiation caused by train excitation continue to increase in importance. A new floating-slab track vibration isolator-non-obstructive particle damping-phononic crystal vibration isolator is proposed herein, which uses the particle damping vibration absorption technology and bandgap vibration control theory. The vibration reduction performance of the NOPD-PCVI was analyzed from the perspective of vibration control. The paper explores the structure-borne noise reduction performance of the NOPD-PCVIs installed on different bridge structures under varying service conditions encountered in practical engineering applications. The load transferred to the bridge is obtained from a coupled train-FST-bridge analytical model considering the different structural parameters of bridges. The vibration responses are obtained using the finite element method, while the structural noise radiation is simulated using the frequency-domain boundary element method. Using the particle swarm optimization algorithm, the parameters of the NOPD-PCVI are optimized so that its frequency bandgap matches the dominant bridge structural noise frequency range. The noise reduction performance of the NOPD-PCVIs is compared to the steel-spring isolation under different service conditions.
{"title":"Application and optimization design of non-obstructive particle damping-phononic crystal vibration isolator in viaduct structure-borne noise reduction","authors":"Duo-jia Shi, Cai-you Zhao, Xin-hao Zhang, Jun-yuan Zheng, Na-chao Wei, Ping Wang","doi":"10.1007/s11771-024-5704-6","DOIUrl":"https://doi.org/10.1007/s11771-024-5704-6","url":null,"abstract":"<p>The problems associated with vibrations of viaducts and low-frequency structural noise radiation caused by train excitation continue to increase in importance. A new floating-slab track vibration isolator-non-obstructive particle damping-phononic crystal vibration isolator is proposed herein, which uses the particle damping vibration absorption technology and bandgap vibration control theory. The vibration reduction performance of the NOPD-PCVI was analyzed from the perspective of vibration control. The paper explores the structure-borne noise reduction performance of the NOPD-PCVIs installed on different bridge structures under varying service conditions encountered in practical engineering applications. The load transferred to the bridge is obtained from a coupled train-FST-bridge analytical model considering the different structural parameters of bridges. The vibration responses are obtained using the finite element method, while the structural noise radiation is simulated using the frequency-domain boundary element method. Using the particle swarm optimization algorithm, the parameters of the NOPD-PCVI are optimized so that its frequency bandgap matches the dominant bridge structural noise frequency range. The noise reduction performance of the NOPD-PCVIs is compared to the steel-spring isolation under different service conditions.</p>","PeriodicalId":15231,"journal":{"name":"Journal of Central South University","volume":"60 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142221106","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-08-13DOI: 10.1007/s11771-024-5740-2
Tao Zhang, Zhen-yang Qin, Hai Gong, Yun-xin Wu, Xin Chen
Wire-arc additive manufacture (WAAM) has great potential for manufacturing of Al-Cu components. However, inferior mechanical properties of WAAM deposited material restrict its industrial application. Inter-layer cold rolling and thermo-mechanical heat treatment (T8) with pre-stretching deformation between solution and aging treatment were adopted in this study. Their effects on hardness, mechanical properties and microstructure were analyzed and compared to the conventional heat treatment (T6). The results show that cold rolling increases the hardness and strengths, which further increase with T8 treatment. The ultimate tensile strength (UTS) of 513 MPa and yield stress (YS) of 413 MPa can be obtained in the inter-layer cold-rolled sample with T8 treatment, which is much higher than that in the as-deposited samples. The cold-rolled samples show higher elongation than that of as-deposited ones due to significant elimination of porosity in cold rolling; while both the T6 and T8 treatments decrease the elongation. The cold rolling and pre-stretching deformation both contribute to the formation of dense and dispersive precipitated θ′ phases, which inhibits the dislocation movement and enhances the strengths; as a result, T8 treatment shows better strengthening effect than the T6 treatment. The strengthening mechanism was analyzed and it was mainly related to work hardening and precipitation strengthening.
{"title":"Effect of thermo-mechanical treatment on microstructure and mechanical properties of wire-arc additively manufactured Al-Cu alloy","authors":"Tao Zhang, Zhen-yang Qin, Hai Gong, Yun-xin Wu, Xin Chen","doi":"10.1007/s11771-024-5740-2","DOIUrl":"https://doi.org/10.1007/s11771-024-5740-2","url":null,"abstract":"<p>Wire-arc additive manufacture (WAAM) has great potential for manufacturing of Al-Cu components. However, inferior mechanical properties of WAAM deposited material restrict its industrial application. Inter-layer cold rolling and thermo-mechanical heat treatment (T8) with pre-stretching deformation between solution and aging treatment were adopted in this study. Their effects on hardness, mechanical properties and microstructure were analyzed and compared to the conventional heat treatment (T6). The results show that cold rolling increases the hardness and strengths, which further increase with T8 treatment. The ultimate tensile strength (UTS) of 513 MPa and yield stress (YS) of 413 MPa can be obtained in the inter-layer cold-rolled sample with T8 treatment, which is much higher than that in the as-deposited samples. The cold-rolled samples show higher elongation than that of as-deposited ones due to significant elimination of porosity in cold rolling; while both the T6 and T8 treatments decrease the elongation. The cold rolling and pre-stretching deformation both contribute to the formation of dense and dispersive precipitated <i>θ</i>′ phases, which inhibits the dislocation movement and enhances the strengths; as a result, T8 treatment shows better strengthening effect than the T6 treatment. The strengthening mechanism was analyzed and it was mainly related to work hardening and precipitation strengthening.</p>","PeriodicalId":15231,"journal":{"name":"Journal of Central South University","volume":"22 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142221108","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-08-13DOI: 10.1007/s11771-024-5739-8
Saeed Vazirian, Mohammad Moshkbar Bakhshayesh, Ali Farzadi
One of the challenges for bimetal manufacturing is the joining process. Hence, transient liquid phase (TLP) bonding was performed between 304L stainless steel and Cp-Ti using an Ag-Cu interlayer with a thickness of 75 µm for bonding time of 20, 40, 60, and 90 min. The bonding temperature of 860 °C was considered, which is under the β transus temperature of Cp-Ti. During TLP bonding, various intermetallic compounds (IMCs), including Ti5Cr7Fe17, (Cr, Fe)2Ti, Ti(Cu, Fe), Ti2(Cu, Ag), and Ti2Cu from 304L toward Cp-Ti formed in the joint. Also, on the one side, with the increase in time, further diffusion of elements decreases the blocky IMCs such as Ti5Cr7Fe17, (Cr, Fe)2Ti, Ti(Cu, Fe) in the 304L diffusion-affected zone (DAZ) and reaction zone, and on the other side, Ti2(Cu, Ag) IMC transformed into fine morphology toward Cp-Ti DAZ. The microhardness test also demonstrated that the (Cr, Fe)2Ti + Ti5Cr7Fe17 IMCs in the DAZ on the side of 304L have a hardness value of HV 564, making it the hardest phase. The maximum and minimum shear strength values are equal to 78.84 and 29.0 MPa, respectively. The cleavage pattern dominated fracture surfaces due to the formation of brittle phases in dissimilar joints.
{"title":"Time-dependent effects in transient liquid phase bonding of 304L and Cp-Ti using an Ag-Cu interlayer","authors":"Saeed Vazirian, Mohammad Moshkbar Bakhshayesh, Ali Farzadi","doi":"10.1007/s11771-024-5739-8","DOIUrl":"https://doi.org/10.1007/s11771-024-5739-8","url":null,"abstract":"<p>One of the challenges for bimetal manufacturing is the joining process. Hence, transient liquid phase (TLP) bonding was performed between 304L stainless steel and Cp-Ti using an Ag-Cu interlayer with a thickness of 75 µm for bonding time of 20, 40, 60, and 90 min. The bonding temperature of 860 °C was considered, which is under the <i>β</i> transus temperature of Cp-Ti. During TLP bonding, various intermetallic compounds (IMCs), including Ti<sub>5</sub>Cr<sub>7</sub>Fe<sub>17</sub>, (Cr, Fe)<sub>2</sub>Ti, Ti(Cu, Fe), Ti<sub>2</sub>(Cu, Ag), and Ti<sub>2</sub>Cu from 304L toward Cp-Ti formed in the joint. Also, on the one side, with the increase in time, further diffusion of elements decreases the blocky IMCs such as Ti<sub>5</sub>Cr<sub>7</sub>Fe<sub>17</sub>, (Cr, Fe)<sub>2</sub>Ti, Ti(Cu, Fe) in the 304L diffusion-affected zone (DAZ) and reaction zone, and on the other side, Ti<sub>2</sub>(Cu, Ag) IMC transformed into fine morphology toward Cp-Ti DAZ. The microhardness test also demonstrated that the (Cr, Fe)<sub>2</sub>Ti + Ti<sub>5</sub>Cr<sub>7</sub>Fe<sub>17</sub> IMCs in the DAZ on the side of 304L have a hardness value of HV 564, making it the hardest phase. The maximum and minimum shear strength values are equal to 78.84 and 29.0 MPa, respectively. The cleavage pattern dominated fracture surfaces due to the formation of brittle phases in dissimilar joints.</p>","PeriodicalId":15231,"journal":{"name":"Journal of Central South University","volume":"60 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142221050","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-08-13DOI: 10.1007/s11771-024-5700-x
Chen-chen Feng, Zhi-liang Wang, Jian-guo Wang, Zhi-tang Lu, Song-yu Li
This paper developed a statistical damage constitutive model for deep rock by considering the effects of external load and thermal treatment temperature based on the distortion energy. The model parameters were determined through the extremum features of stress – strain curve. Subsequently, the model predictions were compared with experimental results of marble samples. It is found that when the treatment temperature rises, the coupling damage evolution curve shows an S-shape and the slope of ascending branch gradually decreases during the coupling damage evolution process. At a constant temperature, confining pressure can suppress the expansion of micro-fractures. As the confining pressure increases the rock exhibits ductility characteristics, and the shape of coupling damage curve changes from an S-shape into a quasi-parabolic shape. This model can well characterize the influence of high temperature on the mechanical properties of deep rock and its brittleness-ductility transition characteristics under confining pressure. Also, it is suitable for sandstone and granite, especially in predicting the pre-peak stage and peak stress of stress – strain curve under the coupling action of confining pressure and high temperature. The relevant results can provide a reference for further research on the constitutive relationship of rock-like materials and their engineering applications.
本文基于变形能,考虑了外部载荷和热处理温度的影响,建立了深层岩石的统计损伤构成模型。模型参数是通过应力-应变曲线的极值特征确定的。随后,将模型预测结果与大理石样本的实验结果进行了比较。结果发现,当处理温度升高时,耦合损伤演化曲线呈 S 型,且在耦合损伤演化过程中,上升分支的斜率逐渐减小。在恒温条件下,约束压力可以抑制微裂隙的扩展。随着约束压力的增加,岩石表现出延展性特征,耦合损伤曲线的形状也从 S 形变为准抛物线形。该模型可以很好地描述高温对深层岩石力学性能的影响,以及岩石在约束压力下的脆性-韧性转变特征。同时,该模型也适用于砂岩和花岗岩,特别是预测在约束压力和高温耦合作用下应力-应变曲线的前峰值阶段和峰值应力。相关结果可为进一步研究类岩石材料的构效关系及其工程应用提供参考。
{"title":"A thermo-mechanical damage constitutive model for deep rock considering brittleness-ductility transition characteristics","authors":"Chen-chen Feng, Zhi-liang Wang, Jian-guo Wang, Zhi-tang Lu, Song-yu Li","doi":"10.1007/s11771-024-5700-x","DOIUrl":"https://doi.org/10.1007/s11771-024-5700-x","url":null,"abstract":"<p>This paper developed a statistical damage constitutive model for deep rock by considering the effects of external load and thermal treatment temperature based on the distortion energy. The model parameters were determined through the extremum features of stress – strain curve. Subsequently, the model predictions were compared with experimental results of marble samples. It is found that when the treatment temperature rises, the coupling damage evolution curve shows an S-shape and the slope of ascending branch gradually decreases during the coupling damage evolution process. At a constant temperature, confining pressure can suppress the expansion of micro-fractures. As the confining pressure increases the rock exhibits ductility characteristics, and the shape of coupling damage curve changes from an S-shape into a quasi-parabolic shape. This model can well characterize the influence of high temperature on the mechanical properties of deep rock and its brittleness-ductility transition characteristics under confining pressure. Also, it is suitable for sandstone and granite, especially in predicting the pre-peak stage and peak stress of stress – strain curve under the coupling action of confining pressure and high temperature. The relevant results can provide a reference for further research on the constitutive relationship of rock-like materials and their engineering applications.</p>","PeriodicalId":15231,"journal":{"name":"Journal of Central South University","volume":"29 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142221076","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The macroscopic mechanical properties of rocks are significantly influenced by their microstructure. As a material bonded by mineral grains, the grain morphology of crystalline rock is the primary factor influencing the strength. However, most strength criteria neglect the strength variations caused by different grain characteristics in rocks. Furthermore, the traditional linear criteria tend to overestimate tensile strength and exhibit apex singularity. To address these shortcomings, a piecewise strength criterion that considers the grain size effect has been proposed. A part of an ellipse was employed to construct the envelope of the tensive-shear region on the meridian plane, to accurately reproduce the low tensile-compressive strength ratio. Based on the analysis of experimental data, both linear and exponential modification functions that account for grain size effects were integrated into the proposed criterion. The corresponding finite element algorithm has been implemented. The accuracy and applicability of the proposed criterion were validated by comparing with the experimental data.
{"title":"Strength criterion for crystalline rocks considering grain size effect and tensile-compressive strength ratio","authors":"Cheng-han Zhang, Hong-guang Ji, Peng Jiang, Shuang You, Qian-cheng Geng, Chen-jiang Jiao","doi":"10.1007/s11771-024-5710-8","DOIUrl":"https://doi.org/10.1007/s11771-024-5710-8","url":null,"abstract":"<p>The macroscopic mechanical properties of rocks are significantly influenced by their microstructure. As a material bonded by mineral grains, the grain morphology of crystalline rock is the primary factor influencing the strength. However, most strength criteria neglect the strength variations caused by different grain characteristics in rocks. Furthermore, the traditional linear criteria tend to overestimate tensile strength and exhibit apex singularity. To address these shortcomings, a piecewise strength criterion that considers the grain size effect has been proposed. A part of an ellipse was employed to construct the envelope of the tensive-shear region on the meridian plane, to accurately reproduce the low tensile-compressive strength ratio. Based on the analysis of experimental data, both linear and exponential modification functions that account for grain size effects were integrated into the proposed criterion. The corresponding finite element algorithm has been implemented. The accuracy and applicability of the proposed criterion were validated by comparing with the experimental data.</p>","PeriodicalId":15231,"journal":{"name":"Journal of Central South University","volume":"39 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142221075","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Landslide susceptibility mapping is a crucial tool for disaster prevention and management. The performance of conventional data-driven model is greatly influenced by the quality of the samples data. The random selection of negative samples results in the lack of interpretability throughout the assessment process. To address this limitation and construct a high-quality negative samples database, this study introduces a physics-informed machine learning approach, combining the random forest model with Scoops 3D, to optimize the negative samples selection strategy and assess the landslide susceptibility of the study area. The Scoops 3D is employed to determine the factor of safety value leveraging Bishop’s simplified method. Instead of conventional random selection, negative samples are extracted from the areas with a high factor of safety value. Subsequently, the results of conventional random forest model and physics-informed data-driven model are analyzed and discussed, focusing on model performance and prediction uncertainty. In comparison to conventional methods, the physics-informed model, set with a safety area threshold of 3, demonstrates a noteworthy improvement in the mean AUC value by 36.7%, coupled with a reduced prediction uncertainty. It is evident that the determination of the safety area threshold exerts an impact on both prediction uncertainty and model performance.
滑坡易发性绘图是灾害预防和管理的重要工具。传统数据驱动模型的性能在很大程度上受到样本数据质量的影响。负样本的随机选择导致整个评估过程缺乏可解释性。为解决这一局限性并构建高质量的负样本数据库,本研究引入了一种物理信息机器学习方法,将随机森林模型与 Scoops 3D 相结合,优化负样本选择策略,评估研究区域的滑坡易感性。Scoops 3D 利用 Bishop 简化方法确定安全系数值。从安全系数值较高的区域提取负样本,而不是传统的随机选择。随后,分析和讨论了传统随机森林模型和物理信息数据驱动模型的结果,重点关注模型性能和预测不确定性。与传统方法相比,将安全区域阈值设定为 3 的物理信息模型的平均 AUC 值显著提高了 36.7%,同时还降低了预测的不确定性。可见,安全区域阈值的确定对预测不确定性和模型性能都有影响。
{"title":"A physics-informed machine learning solution for landslide susceptibility mapping based on three-dimensional slope stability evaluation","authors":"Yun-hao Wang, Lu-qi Wang, Wen-gang Zhang, Song-lin Liu, Wei-xin Sun, Li Hong, Zheng-wei Zhu","doi":"10.1007/s11771-024-5687-3","DOIUrl":"https://doi.org/10.1007/s11771-024-5687-3","url":null,"abstract":"<p>Landslide susceptibility mapping is a crucial tool for disaster prevention and management. The performance of conventional data-driven model is greatly influenced by the quality of the samples data. The random selection of negative samples results in the lack of interpretability throughout the assessment process. To address this limitation and construct a high-quality negative samples database, this study introduces a physics-informed machine learning approach, combining the random forest model with Scoops 3D, to optimize the negative samples selection strategy and assess the landslide susceptibility of the study area. The Scoops 3D is employed to determine the factor of safety value leveraging Bishop’s simplified method. Instead of conventional random selection, negative samples are extracted from the areas with a high factor of safety value. Subsequently, the results of conventional random forest model and physics-informed data-driven model are analyzed and discussed, focusing on model performance and prediction uncertainty. In comparison to conventional methods, the physics-informed model, set with a safety area threshold of 3, demonstrates a noteworthy improvement in the mean AUC value by 36.7%, coupled with a reduced prediction uncertainty. It is evident that the determination of the safety area threshold exerts an impact on both prediction uncertainty and model performance.</p>","PeriodicalId":15231,"journal":{"name":"Journal of Central South University","volume":"23 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-08-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141941515","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
A study was conducted to analyze the deformation mechanism of strongly weathered quartz schist in the Daliangshan Tunnel, located in the western Transverse Mountain area. A large deformation problem was experienced during the tunnel construction. To mitigate this problem, a support system was designed incorporating negative Poisson ratio (NPR) anchor cables with negative Poisson ratio effect. Physical model experiments, field experiments, and numerical simulation experiments were conducted to investigate the compensation mechanical behavior of NPR anchor cables. The large deformations of soft rocks in the Daliangshan Tunnel are caused by a high ground stress, a high degree of joint fracture development, and a high degree of surrounding rock fragmentation. A compensation mechanics support system combining long and short NPR anchor cables was suggested to provide sufficient counter-support force (approximately 350 kN) for the surrounding rock inside the tunnel. Comparing the NPR anchor cable support system with the original support system used in the Daliangshan tunnel showed that an NPR anchor cable support system, combining cables of 6.3 m and 10.3 m in length, effectively prevented convergence of surrounding rock deformation, and the integrated settlement convergence value remained below 300 mm. This study provides an effective scientific basis for resolving large deformation problems in deeply buried soft rocks in western transverse mountain areas.
{"title":"Case study on the mechanics of NPR anchor cable compensation for large deformation tunnel in soft rock in the Transverse Mountain area, China","authors":"Yong Li, Jing Zheng, Shu-sen Huo, Feng-nian Wang, Man-chao He, Zhi-gang Tao","doi":"10.1007/s11771-024-5638-z","DOIUrl":"https://doi.org/10.1007/s11771-024-5638-z","url":null,"abstract":"<p>A study was conducted to analyze the deformation mechanism of strongly weathered quartz schist in the Daliangshan Tunnel, located in the western Transverse Mountain area. A large deformation problem was experienced during the tunnel construction. To mitigate this problem, a support system was designed incorporating negative Poisson ratio (NPR) anchor cables with negative Poisson ratio effect. Physical model experiments, field experiments, and numerical simulation experiments were conducted to investigate the compensation mechanical behavior of NPR anchor cables. The large deformations of soft rocks in the Daliangshan Tunnel are caused by a high ground stress, a high degree of joint fracture development, and a high degree of surrounding rock fragmentation. A compensation mechanics support system combining long and short NPR anchor cables was suggested to provide sufficient counter-support force (approximately 350 kN) for the surrounding rock inside the tunnel. Comparing the NPR anchor cable support system with the original support system used in the Daliangshan tunnel showed that an NPR anchor cable support system, combining cables of 6.3 m and 10.3 m in length, effectively prevented convergence of surrounding rock deformation, and the integrated settlement convergence value remained below 300 mm. This study provides an effective scientific basis for resolving large deformation problems in deeply buried soft rocks in western transverse mountain areas.</p>","PeriodicalId":15231,"journal":{"name":"Journal of Central South University","volume":"10 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141782957","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-23DOI: 10.1007/s11771-024-5677-5
Hui Tao, Hui-zhong Li, Li Wang, Rui Zhou, Yi-xuan Che, Yong-hui Chen, Xiao-peng Liang
The effect of forging on the microstructure and texture evolution of a high Nb containing Ti-45Al-7Nb-0.3W (at.%) alloy was investigated by X-ray diffractometer (XRD), scanning electron microscopy (SEM), and transmission electron microscopy (TEM). The results show that the as-cast alloy is mainly composed of α2/γ lamellar colonies with a mean size of 70 µm, but the hot-forged pancake displays a near duplex microstructure (DP). Kinking and bending of lamellar colonies, deformation twinning and dynamic recrystallization (DRX) occur during hot forging. Meanwhile, dense dislocations in the β phase after forging suggest that the high-temperature β phase with a disordered structure is favorable for improving the hot-workability of the alloy. Unlike the common TiAl casting texture, the solidification process of the investigated as-cast alloy with high Nb content is completely via the β phase region, resulting in the formation of a <110>γ fiber texture where the <110>γ aligns parallel to the heat-flow direction. In comparison, the relatively strong <001> and weak <302> texture components in the as-forged alloy are attributed to the deformation twinning. After annealing, static recrystallization occurs at the twin boundary and intersections, which weakens the deformation texture.
通过 X 射线衍射仪(XRD)、扫描电子显微镜(SEM)和透射电子显微镜(TEM)研究了锻造对高铌含量 Ti-45Al-7Nb-0.3W (at.%) 合金的微观结构和纹理演变的影响。结果表明,铸态合金主要由平均尺寸为 70 µm 的 α2/γ 片状菌落组成,但热锻薄饼显示出接近双相的微观结构(DP)。在热锻过程中,片状菌落会发生扭结和弯曲、变形孪晶和动态再结晶(DRX)。同时,锻造后β相中密集的位错表明,具有无序结构的高温β相有利于提高合金的热加工性能。与常见的 TiAl 铸造纹理不同,所研究的高 Nb 含量铸造合金的凝固过程完全通过 β 相区,从而形成了 <110>γ 纤维纹理,其中 <110>γ 平行于热流方向。相比之下,模锻合金中相对较强的<001>和较弱的<302>纹理成分归因于变形孪晶。退火后,孪晶边界和相交处会发生静态再结晶,从而削弱了变形纹理。
{"title":"Effect of forging on the microstructure and texture of a high Nb containing γ-TiAl alloy","authors":"Hui Tao, Hui-zhong Li, Li Wang, Rui Zhou, Yi-xuan Che, Yong-hui Chen, Xiao-peng Liang","doi":"10.1007/s11771-024-5677-5","DOIUrl":"https://doi.org/10.1007/s11771-024-5677-5","url":null,"abstract":"<p>The effect of forging on the microstructure and texture evolution of a high Nb containing Ti-45Al-7Nb-0.3W (at.%) alloy was investigated by X-ray diffractometer (XRD), scanning electron microscopy (SEM), and transmission electron microscopy (TEM). The results show that the as-cast alloy is mainly composed of <i>α</i><sub>2</sub>/<i>γ</i> lamellar colonies with a mean size of 70 µm, but the hot-forged pancake displays a near duplex microstructure (DP). Kinking and bending of lamellar colonies, deformation twinning and dynamic recrystallization (DRX) occur during hot forging. Meanwhile, dense dislocations in the <i>β</i> phase after forging suggest that the high-temperature <i>β</i> phase with a disordered structure is favorable for improving the hot-workability of the alloy. Unlike the common TiAl casting texture, the solidification process of the investigated as-cast alloy with high Nb content is completely via the <i>β</i> phase region, resulting in the formation of a <110><sub><i>γ</i></sub> fiber texture where the <110><sub><i>γ</i></sub> aligns parallel to the heat-flow direction. In comparison, the relatively strong <001> and weak <302> texture components in the as-forged alloy are attributed to the deformation twinning. After annealing, static recrystallization occurs at the twin boundary and intersections, which weakens the deformation texture.</p>","PeriodicalId":15231,"journal":{"name":"Journal of Central South University","volume":"25 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141782894","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}