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A new damage constitutive model for rock strain softening based on an improved Logistic function
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作者 GUO Yun-peng LIU Dong-qiao +1 位作者 YANG Sheng-kai LI Jie-yu 《Journal of Central South University》 2025年第8期3070-3094,共25页
This study proposed a new and more flexible S-shaped rock damage evolution model from a phenomenological perspective based on an improved Logistic function to describe the characteristics of the rock strain softening ... This study proposed a new and more flexible S-shaped rock damage evolution model from a phenomenological perspective based on an improved Logistic function to describe the characteristics of the rock strain softening and damage process.Simultaneously,it established a constitutive model capable of describing the entire process of rock pre-peak compaction and post-peak strain softening deformation,considering the nonlinear effects of the initial compaction stage of rocks,combined with damage mechanics theory and effective medium theory.In addition,this research verified the rationality of the constructed damage constitutive model using results from uniaxial and conventional triaxial compression tests on Miluo granite,yellow sandstone,mudstone,and glutenite.The results indicate that based on the improved Logistic function,the theoretical damage model accurately describes the entire evolution of damage characteristics during rock compression deformation,from maintenance through gradual onset,accelerated development to deceleration and termination,in a simple and unified expression.At the same time,the constructed constitutive model can accurately simulate the stress-strain process of different rock types under uniaxial and conventional triaxial compression,and the theoretical model curve closely aligns with experimental data.Compared to existing constitutive models,the proposed model has significant advantages.The damage model parameters a,r and β have clear physical meanings and interact competitively,where the three parameters collectively determine the shape of the theoretical stress−strain curve. 展开更多
关键词 rock mechanics strain softening improved logistic function S-shaped model damage evolution constitutive model
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A whole process damage constitutive model for layered sandstone under uniaxial compression based on Logistic function 被引量:2
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作者 LIU Dong-qiao GUO Yun-peng +1 位作者 LING Kai LI Jie-yu 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第7期2411-2430,共20页
Bedding structural planes significantly influence the mechanical properties and stability of engineering rock masses.This study conducts uniaxial compression tests on layered sandstone with various bedding angles(0... Bedding structural planes significantly influence the mechanical properties and stability of engineering rock masses.This study conducts uniaxial compression tests on layered sandstone with various bedding angles(0°,15°,30°,45°,60°,75°and 90°)to explore the impact of bedding angle on the deformational mechanical response,failure mode,and damage evolution processes of rocks.It develops a damage model based on the Logistic equation derived from the modulus’s degradation considering the combined effect of the sandstone bedding dip angle and load.This model is employed to study the damage accumulation state and its evolution within the layered rock mass.This research also introduces a piecewise constitutive model that considers the initial compaction characteristics to simulate the whole deformation process of layered sandstone under uniaxial compression.The results revealed that as the bedding angle increases from 0°to 90°,the uniaxial compressive strength and elastic modulus of layered sandstone significantly decrease,slightly increase,and then decline again.The corresponding failure modes transition from splitting tensile failure to slipping shear failure and back to splitting tensile failure.As indicated by the modulus’s degradation,the damage characteristics can be categorized into four stages:initial no damage,damage initiation,damage acceleration,and damage deceleration termination.The theoretical damage model based on the Logistic equation effectively simulates and predicts the entire damage evolution process.Moreover,the theoretical constitutive model curves closely align with the actual stress−strain curves of layered sandstone under uniaxial compression.The introduced constitutive model is concise,with fewer parameters,a straightforward parameter determination process,and a clear physical interpretation.This study offers valuable insights into the theory of layered rock mechanics and holds implications for ensuring the safety of rock engineering. 展开更多
关键词 layered sandstone uniaxial compression damage evolution logistic function constitutive model
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基于多尺度卷积神经网络的手机表面缺陷识别方法 被引量:4
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作者 韩红桂 甄晓玲 +1 位作者 李方昱 杜永萍 《北京工业大学学报》 CAS CSCD 北大核心 2023年第11期1150-1158,共9页
针对手机表面缺陷难以精确识别的问题,提出一种兼具Soble算子、逻辑损失函数(logistic loss function,LLF)和多尺度卷积神经网络(multi-scale convolutional neural networks,MSCNN)手机表面缺陷识别方法SL-MSCNN。首先,构建了一种基于S... 针对手机表面缺陷难以精确识别的问题,提出一种兼具Soble算子、逻辑损失函数(logistic loss function,LLF)和多尺度卷积神经网络(multi-scale convolutional neural networks,MSCNN)手机表面缺陷识别方法SL-MSCNN。首先,构建了一种基于Sobel算子的邻域特征增强方法,排除了图像中光照、阴影等无关因素的干扰;其次,设计了一种基于MSCNN的缺陷识别方法,通过获得手机表面图像的多尺度信息,提高了手机表面缺陷的识别精度,同时,引入了LLF,通过降低梯度消失发生的概率加快训练的检测速度。实验结果表明:与其他手机表面缺陷识别方法相比,SL-MSCNN在准确率和效率方面具有更好的使用价值。 展开更多
关键词 手机表面缺陷 邻域特征增强 识别方法 识别精度 SOBEL算子 多尺度卷积神经网络(multi-scale convolutional neural networks MSCNN) 逻辑损失函数(logistic loss function LLF)
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