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BearFusionNet:A Multi-Stream Attention-Based Deep Learning Framework with Explainable AI for Accurate Detection of Bearing Casting Defects
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作者 Md.Ehsanul Haque Md.Nurul Absur +3 位作者 Fahmid Al Farid Md Kamrul Siam Jia Uddin Hezerul Abdul Karim 《Computers, Materials & Continua》 2026年第3期845-871,共27页
Manual inspection of onba earing casting defects is not realistic and unreliable,particularly in the case of some micro-level anomalies which lead to major defects on a large scale.To address these challenges,we propo... Manual inspection of onba earing casting defects is not realistic and unreliable,particularly in the case of some micro-level anomalies which lead to major defects on a large scale.To address these challenges,we propose BearFusionNet,an attention-based deep learning architecture with multi-stream,which merges both DenseNet201 and MobileNetV2 for feature extraction with a classification head inspired by VGG19.This hybrid design,figuratively beaming from one layer to another,extracts the enormity of representations on different scales,backed by a prepreprocessing pipeline that brings defect saliency to the fore through contrast adjustment,denoising,and edge detection.The use of multi-head self-attention enhances feature fusion,enabling the model to capture both large and small spatial features.BearFusionNet achieves an accuracy of 99.66%and Cohen’s kappa score of 0.9929 in Kaggle’s Real-life Industrial Casting Defects dataset.Both McNemar’s and Wilcoxon signed-rank statistical tests,as well as fivefold cross-validation,are employed to assess the robustness of our proposed model.To interpret the model,we adopt Grad-Cam visualizations,which are the state of the art standard.Furthermore,we deploy BearFusionNet as a webbased system for near real-time inference(5-6 s per prediction),which enables the quickest yet accurate detection with visual explanations.Overall,BearFusionNet is an interpretable,accurate,and deployable solution that can automatically detect casting defects,leading to significant advances in the innovative industrial environment. 展开更多
关键词 Bearing casting defects defects classification fault detection quality inspection of bearing Industry 4.0
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Engineering dual defects onto graphitic carbon nitride nanosheets enables outstanding performance for photodegradation of microcystin-LR
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作者 Ziqi Deng Wenqing Zhang +4 位作者 Liangjie Shen Lei Shi Xiang Zheng Jianzhong Zheng Rong Cheng 《Journal of Environmental Sciences》 2026年第2期60-69,共10页
Algal blooms in eutrophic water often produce microcystins,which can lead to multi-organ dysfunction and even mortality in many organisms.Therefore,the elimination of microcystins in water is an urgent issue that need... Algal blooms in eutrophic water often produce microcystins,which can lead to multi-organ dysfunction and even mortality in many organisms.Therefore,the elimination of microcystins in water is an urgent issue that needs to be addressed.Herein,we develop a dual defect engineering strategy to construct graphite-like carbon nitride with N vacancies and-C≡N groups(NgCN)nanosheets for microcystin-LR(MC-LR)photodegradation.According to our theoretical calculations and actual findings,the NgCN nanosheets enhanced recyclability for the removal of MC-LR while also demonstrating outstanding photocatalytic efficacy,significantly surpassing the graphite-like carbon nitride under visible light,which is ascribed to efficient charge separation as well as narrowing the bandgap.Impressively,the water quality after photodegradation has been proven to be safe based on International Organization for Standardization(ISO)standards.This finding provides meaningful insights into understanding the relationship between defect engineering and photodegradation performance to design photocatalytic materials with higher activity for environmental remediation. 展开更多
关键词 NgCN Dual defects Microcystin-LR(MC-LR) PHOTODEGRADATION Mechanism
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UnveilingβSubunit-Dependent Gating Defects in CaV2.1 Channelopathies:Investigation of a de novo CACNA1A Variant
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作者 Kunpeng Ma Haiyan Chen +8 位作者 Li Chen Shuainan Zhao Huafang Zou Dongfang Zou Qi Zeng Dezhi Cao Jianyuan Sun Lin Li Xuefeng Shen 《Neuroscience Bulletin》 2026年第1期215-220,共6页
Dear Editor,The Cay2.1 channel,also known as the P/Q-type Ca^(2+) channel,is a particular type of voltage-gated Ca^(2+) channel primarily expressed on the presynaptic membrane in the brain[1].It serves as an essential... Dear Editor,The Cay2.1 channel,also known as the P/Q-type Ca^(2+) channel,is a particular type of voltage-gated Ca^(2+) channel primarily expressed on the presynaptic membrane in the brain[1].It serves as an essential part of the precisely orchestrated neurotransmitter release machinery. 展开更多
关键词 de novo subunit dependent defects GATING presynaptic membrane INVESTIGATION CACNA precisely orchestrated neurotransmitter release machinery
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Erratum:Bone Regeneration Eff cacy and Applicability of Defect-Fitting 4D Scaffolds Based on Shape Conformity in Three-dimensional Curved Bone Defects
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作者 Min-Soo Ghim Se-Jin Jang +3 位作者 Eun-Yong Choi Meiling Quan Young-Yul Kim Young-Sam Cho 《Journal of Bionic Engineering》 2026年第1期550-550,共1页
The original online version of this article was revised:The layout update for Article 758 has impacted the page range in the published issue,but did not affect the scholarly content.To ensure consistency with the orig... The original online version of this article was revised:The layout update for Article 758 has impacted the page range in the published issue,but did not affect the scholarly content.To ensure consistency with the originally assigned pages(2595-2614),we will need to publish an erratum to correct the article and restore the original page range.The original article has been corrected. 展开更多
关键词 defect fitting D scaffolds layout update shape conformity three dimensional curved bone defects bone regeneration
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Automatic Recognition Algorithm of Pavement Defects Based on S3M and SDI Modules Using UAV-Collected Road Images
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作者 Hongcheng Zhao Tong Yang +1 位作者 Yihui Hu Fengxiang Guo 《Structural Durability & Health Monitoring》 2026年第1期121-137,共17页
With the rapid development of transportation infrastructure,ensuring road safety through timely and accurate highway inspection has become increasingly critical.Traditional manual inspection methods are not only time-... With the rapid development of transportation infrastructure,ensuring road safety through timely and accurate highway inspection has become increasingly critical.Traditional manual inspection methods are not only time-consuming and labor-intensive,but they also struggle to provide consistent,high-precision detection and realtime monitoring of pavement surface defects.To overcome these limitations,we propose an Automatic Recognition of PavementDefect(ARPD)algorithm,which leverages unmanned aerial vehicle(UAV)-based aerial imagery to automate the inspection process.The ARPD framework incorporates a backbone network based on the Selective State Space Model(S3M),which is designed to capture long-range temporal dependencies.This enables effective modeling of dynamic correlations among redundant and often repetitive structures commonly found in road imagery.Furthermore,a neck structure based on Semantics and Detail Infusion(SDI)is introduced to guide cross-scale feature fusion.The SDI module enhances the integration of low-level spatial details with high-level semantic cues,thereby improving feature expressiveness and defect localization accuracy.Experimental evaluations demonstrate that theARPDalgorithm achieves a mean average precision(mAP)of 86.1%on a custom-labeled pavement defect dataset,outperforming the state-of-the-art YOLOv11 segmentation model.The algorithm also maintains strong generalization ability on public datasets.These results confirm that ARPD is well-suited for diverse real-world applications in intelligent,large-scale highway defect monitoring and maintenance planning. 展开更多
关键词 Pavement defects state space model UAV detection algorithm image processing
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Atomic-scale modeling of defects in magnesium and its alloys:A review
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作者 Zhuocheng Xie Julien Guénolé +6 位作者 Hexin Wang JoéPetrazoller Fatim-Zahra Mouhib Antoine Guitton Thiebaud Richeton Stéphane Berbenni Talal Al-Samman 《Journal of Magnesium and Alloys》 2026年第1期39-67,共29页
Magnesium(Mg)and its alloys,known for their low density and high specific strength,are increasingly explored as lightweight structural materials across a broad range of industrial applications.However,their widespread... Magnesium(Mg)and its alloys,known for their low density and high specific strength,are increasingly explored as lightweight structural materials across a broad range of industrial applications.However,their widespread application remains constrained by intrinsic mechanical limitations,fundamentally rooted in the nature of crystallographic defects.Atomic-scale modeling techniques are transforming our ability to unravel the structures,energetics,and dynamics of these defects and to explore their complex interactions,thereby guiding defect engineering in Mg alloys.However,the growing body of available data can make it difficult for researchers to identify critical knowledge gaps and promising areas for further exploration.To address this challenge,we highlight key research domains with significant potential for impactful advancements,aiming to illuminate these areas while inspiring innovative approaches and encouraging deeper exploration of pivotal topics that may shape the future of Mg alloy development.This review presents a comprehensive overview of the state-of-the-art in atomic-scale modeling of defects in Mg and its alloys.We introduce key simulation methodologies,including density functional theory and atomistic simulations,and highlight their applications to defect distribution,defect dynamics,and defect-defect interactions.By bridging fundamental insights in defects with alloy design strategies,this review aims to support and inspire the broader Mg research community and to underscore the growing impact of atomic-scale modeling in the accelerated development of high-performance Mg alloys. 展开更多
关键词 MAGNESIUM Atomistic simulations Density functional theory Crystallographic defects
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A case of congenital simple hamartoma of the retinal pigment epithelium combined with fascicular nerve fibre layer defects
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作者 Hong-Tao Duan Meng Dong Lei Kang 《International Journal of Ophthalmology(English edition)》 2026年第4期827-829,共3页
Dear Editor,We observed a patient with congenital simple hamartoma of the retinal pigment epithelium(CSHRPE)using multimodal imaging,which helped to differentiate this disease from other retinal pigment epithelial dis... Dear Editor,We observed a patient with congenital simple hamartoma of the retinal pigment epithelium(CSHRPE)using multimodal imaging,which helped to differentiate this disease from other retinal pigment epithelial diseases.CSHRPE is a rare benign lesion.It is typically characterized by an isolated,round and dark black lesion located in the center of the macula,which was first described by Laqua[1].It is currently considered a congenital benign lesion,but its pathogenesis remains unclear[2-3].Ethical Approval The patient signed the informed consent form,but since it was a retrospective case report that we did not make an ethics application. 展开更多
关键词 fascicular nerve fibre layer defects congenital simple hamartoma benign lesionit multimodal imagingwhich retinal pigment epithelium cshrpe using retinal pigment epithelial diseasescshrpe congenital benign lesionbut retinal pigment epithelium
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Synergistic Optimization of Electronic Structure and Defects via Light Zn-Doping for High Performance n-Type Bi_(2)(Te,Se)_(3) Thermoelectrics in Cooling and Power Generation
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作者 Jiayi Peng Shulin Bai +12 位作者 Dongrui Liu Yi Wen Yixuan Hu Pengpeng Chen Dezheng Gao Lei Wang Suyao Liu Huiqiang Liang Xu Liu Yanling Pei Qing Tan Bingchao Qin Li-Dong Zhao 《Chinese Physics Letters》 2026年第3期346-379,共34页
The interdependence of electrical parameters has long inhibited the progress of bismuth telluride(Bi_(2)Te3),limiting its widespread application in thermoelectric cooling and power generation.This work investigates th... The interdependence of electrical parameters has long inhibited the progress of bismuth telluride(Bi_(2)Te3),limiting its widespread application in thermoelectric cooling and power generation.This work investigates the n-type Bi_(2)Te_(2.79)Se_(0.21)I_(0.004)(Bi_(2)(Te,Se)_(3),BTS)system with light Zn doping,revealing that Zn addition simultaneously enhances the Seebeck coefficient(S)and electrical conductivity(σ)through the modulation of defect composition and multi-level band regulation.The substitution of Zn atoms at Bi sites enhances S via bandgap(E_(g))widening,band flattening,and band splitting effects,contributing to a competitive power factor(PF)of∼60μW⋅cm^(−1)⋅K^(−2).Additionally,thermal conductivity is maintained at a low level,leading to an extraordinary figure-of-merit(ZT)value of∼1.3 at room temperature.Furthermore,the Bi_(2)Zn_(0.01)Te_(2.79)Se_(0.21)I_(0.004) system demonstrates impressive thermoelectric device performance,with a maximum cooling temperature difference(ΔT_(max))of∼70.0 K at 300 K,rising to∼78.0 K at 323 K and∼85.7 K at 343 K,as well as a maximum conversion efficiency(η_(max))of∼6.2%under aΔT of 200 K.This study clarifies the mechanism of Zn doping and presents a cost-effective strategy for enhancing the performance of n-type BTS thermoelectrics and their devices. 展开更多
关键词 THERMOELECTRICS modulation defect composition bismuth telluride bi te limiting power generationthis electrical conductivity electronic structure defect optimization zn doping
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Structural and Helix Reversal Defects of Carbon Nanosprings:A Molecular Dynamics Study
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作者 Alexander V.Savin Elena A.Korznikova Sergey V.Dmitriev 《Computers, Materials & Continua》 2026年第2期445-464,共20页
Due to their chiral structure,carbon nanosprings possess unique properties that are promising for nanotechnology applications.The structural transformations of carbon nanosprings in the form of spiral macromolecules d... Due to their chiral structure,carbon nanosprings possess unique properties that are promising for nanotechnology applications.The structural transformations of carbon nanosprings in the form of spiral macromolecules derived from planar coronene and kekulene molecules(graphene helicoids and spiral nanoribbons)are analyzed using molecular dynamics simulations.The interatomic interactions are described by a force field including valence bonds,bond angles,torsional and dihedral angles,as well as van derWaals interactions.While the tension/compression of such nanosprings has been analyzed in the literature,this study investigates other modes of deformation,including bending and twisting.Depending on the geometric characteristics of the carbon nanosprings,the formation of structural and helix reversal topological defects is described.During these structural transformations of the nanosprings,only van der Waals bonds break and recover,but breaking or recovery of covalent bonds does not take place.It is found that nanosprings demonstrate a significantly higher coefficient of axial thermal expansion than many metals and alloys.Under axial compression,Euler instability leads to lateral bending with continuous deformation of the nanospring axis at relatively low compression,while at high compression,bending kinks form.Various types of topological defects form on the instantly released nanospring during its relaxation from a highly stretched configuration.These results are useful for the development of nanosensors operating over a wide temperature range. 展开更多
关键词 Carbon nanospring graphene helicoid spiral nanoribbon chiral structure bending TWISTING topological defect thermal expansion molecular dynamics
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Green’s Function for Two-Dimensional Piezoelectric Quasicrystals Containing Elliptical Defects
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作者 Tangrui Lai Xiaoyu Fu +2 位作者 Xiang Mu Liangliang Zhang Yang Gao 《Acta Mechanica Solida Sinica》 2026年第1期65-80,共16页
Based on the linear elasticity theory of quasicrystals,this study addresses two defect problems in two-dimensional piezoelectric quasicrystals:rigid inclusions and holes.Using the Stroh formalism,Green’s function sol... Based on the linear elasticity theory of quasicrystals,this study addresses two defect problems in two-dimensional piezoelectric quasicrystals:rigid inclusions and holes.Using the Stroh formalism,Green’s function solutions are obtained for these defects under concentrated and uniformly distributed forces.Numerical examples are presented to analyze the mechanical behavior when loads are applied at various positions,including the center,outside,on the boundary,and at infinity of the elliptical defect.The study emphasizes the significant impact of the phonon line force on the distribution of key physical quantities.Results show that elliptical defects significantly disrupt multiple physical fields,leading to substantial variations in displacement and potential at the hole boundaries and pronounced stress concentrations.The stress in the phason field near the elliptical defect boundary exhibits complex variations under loading conditions,and the piezoelectric effect becomes more pronounced.These findings provide critical guidance for designing quasicrystal-based smart materials with controlled defect responses. 展开更多
关键词 Piezoelectric quasicrystals Stroh formalism Green’s function Analytical solutions Elliptical defect
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Soil desiccation cracking triggered by surface defects:Insight and mechanism based on strain/displacement analysis using DIC
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作者 Tao Wang Chao-Sheng Tang +3 位作者 Luan Lin Zhixiong Zeng Qing Cheng Zhengtao Shen 《Journal of Rock Mechanics and Geotechnical Engineering》 2026年第1期651-661,共11页
Soil desiccation cracking is a prevalent natural phenomenon that poses significant geotechnical and geoenvironmental challenges.Cracks typically initiate at surface defects such as air bubbles,large aggregates,tiny pi... Soil desiccation cracking is a prevalent natural phenomenon that poses significant geotechnical and geoenvironmental challenges.Cracks typically initiate at surface defects such as air bubbles,large aggregates,tiny pits,or uneven surfaces,where localized stress concentrations are readily induced.This study conducted a series of laboratory desiccation tests on slurry samples to investigate the initiation and propagation of desiccation cracks in the presence of varying types and quantities of surface defects.Digital image correlation(DIC)technology was employed to monitor the strain and displacement fields on the soil surface during the desiccation process.The results reveal that strain and displacement data derived from DIC can precisely predict the initiation sites and propagation directions of desiccation cracks.In samples with internal defects,cracks predominantly propagate through the defect,whereas external defects tend to initiate cracks along their edges.In samples with multiple defects,Y-shaped crack patterns generally form initially,followed by T-shaped and straight cracks,driven by the evolving stress field.The dynamic interplay between crack formation and tensile stress redistribution governs the initiation and propagation of desiccation cracks. 展开更多
关键词 Desiccation cracking Digital image correlation(DIC)technology DEFECT Strain/displacement field Stress concentration
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Experimental study to evaluate the impact of bubble defects on the interfacial bonding properties of the self-compacting concrete filling layer
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作者 Wei Jiang Youjun Xie +6 位作者 Yi-Qing Ni Su-Mei Wang Qiang Fu He Liu Ning Li Wenxu Li Guangcheng Long 《Railway Engineering Science》 2026年第1期85-96,共12页
The current technical standards primarily relied on experience to judge the interfacial bonding properties between the self-compacting concrete filling layer and the steam-cured concrete precast slab in CRTS Ⅲ slab b... The current technical standards primarily relied on experience to judge the interfacial bonding properties between the self-compacting concrete filling layer and the steam-cured concrete precast slab in CRTS Ⅲ slab ballastless track structure.This study sought to enhance technical standards for evaluating interfacial bonding properties by suggesting the use of the splitting tensile strength to evaluate the impact of bubble defects.Specimens were fabricated through on-site experiment.The percent of each area of 6 cm^(2)or more bubble defect was 0 in most of specimens.When the cumulative area of all bub-ble defects reached 12%,the splitting tensile strength value was 0.67 MPa,which exceeded the minimum required value of 0.5 MPa for ensuring bonding interface adhesion.Furthermore,when the cumulative area of all bubble defects reached 8%,the splitting tensile strength value was 0.85 MPa,which exceeded the minimum required value of 0.8 MPa,thereby over-coming the negative impact of each area of 10 cm^(2) or more bubble defect.Additionally,keeping the cumulative area of each area of 6 cm^(2) or more bubble defect below 6%ensured adequate bonding strength and reduced the occurrence of specimens with lower splitting tensile strength values. 展开更多
关键词 CRTSⅢslab ballastless track structure Self-compacting concrete Bubble defect Interfacial bonding property Splitting tensile strength
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MnS/MnO heterostructures with dual ion defects for high-performance aqueous magnesium ion capacitors
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作者 Minghui Liu Mudi Li +7 位作者 Siwen Zhang Yaxi Ding Ying Sun Jiazhuo Li Haixi Gu Bosi Yin Hui Li Tianyi Ma 《Journal of Magnesium and Alloys》 2025年第1期219-228,共10页
The advancement of aqueous magnesium ion energy storage devices encounters limitations due to the substantial hydration radius of magnesium ions(Mg^(2+))and their strong electrostatic interaction with the primary mate... The advancement of aqueous magnesium ion energy storage devices encounters limitations due to the substantial hydration radius of magnesium ions(Mg^(2+))and their strong electrostatic interaction with the primary material.Consequently,this study successfully developed a MnS/MnO heterostructure through a straightforward hydrothermal and annealing method,marking its initial application in aqueous magnesium ion capacitors(AMICs).The fabricated MnS/MnO heterostructure,characterized by S defects,also generates Mn defects via in-situ initiation of early electrochemical processes.This unique dual ion defects MnS/MnO heterostructure(DID-MnS/MnO)enables the transformation of MnS and MnO,initially not highly active electrochemically for Mg^(2+),into cathode materials exhibiting high electrochemical activity and superior performance.Moreover,DID-MnS/MnO enhances conductivity,improves the kinetics of surface redox reactions,and increases the diffusion rate of Mg^(2+).Furthermore,this study introduces a dual energy storage mechanism for DID-MnS/MnO,which,in conjunction with dual ion defects,offers additional active sites for Mg^(2+)insertion/deinsertion in the host material,mitigating volume expansion and structural degradation during repeated charge-discharge cycles,thereby significantly enhancing cycling reversibility.As anticipated,using a three-electrode system,the developed DID-MnS/MnO demonstrated a discharge specific capacity of 237.9 mAh/g at a current density of 0.1 A/g.Remarkably,the constructed AMIC maintained a capacity retention rate of 94.3%after 10000 cycles at a current density of 1.0 A/g,with a specific capacitance of 165.7 F/g.Hence,DID-MnS/MnO offers insightful perspectives for designing alternative clean energy sources and is expected to contribute significantly to the advancement of the clean energy sector. 展开更多
关键词 DID-MnS/MnO Dual ion defects Initial electrochemical process-induced defects Dual energy storage mechanism Aqueous magnesium ion capacitors
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Osteoclast-independent osteocyte dendrite defects in mice bearing the osteogenesis imperfecta-causing Sp7 R342C mutation
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作者 Jialiang S.Wang Katelyn Strauss +9 位作者 Caroline Houghton Numa Islam Sung-Hee Yoon Tatsuya Kobayashi Daniel J.Brooks Mary L.Bouxsein Yingshe Zhao Cristal SYee Tamara N.Alliston Marc N.Wein 《Bone Research》 2025年第5期1211-1223,共13页
Osteogenesis imperfecta(OI)is a group of diseases caused by defects in type I collagen processing which result in skeletal fragility.While these disorders have been regarded as defects in osteoblast function,the role ... Osteogenesis imperfecta(OI)is a group of diseases caused by defects in type I collagen processing which result in skeletal fragility.While these disorders have been regarded as defects in osteoblast function,the role of matrix-embedded osteocytes in OI pathogenesis remains largely unknown.Homozygous human SP7(c.946 C>T,R316C)mutation results in a recessive form of OI characterized by fragility fractures,low bone mineral density and osteocyte dendrite defects.To better understand how the OI-causing R316C mutation affects the function of SP7,we generated Sp7^(R342C)knock-in mice.Consistent with patient phenotypes,Sp7^(R342C/R342C)mice demonstrate increased cortical porosity and reduced cortical bone mineral density.Sp7^(R342C/R342C)mice show osteocyte dendrite defects,increased osteocyte apoptosis,and intracortical bone remodeling with ectopic intracortical osteoclasts and elevated osteocyte Tnfsf11 expression. 展开更多
关键词 r c mutat type i collagen processing osteogenesis imperfecta oi osteocyte dendrite defects osteoclast independent osteocyte dendrite defectsto fragility fractureslow bone mineral density skeletal fragilitywhile
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Photothermal sensitive nanocomposite hydrogel for infectious bone defects 被引量:3
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作者 Yanting Wu Xi Xie +7 位作者 Guowen Luo Jing Xie Xiuwen Ye Wanrong Gu Anchun Mo Zhiyong Qian Chenchen Zhou Jinfeng Liao 《Bone Research》 2025年第2期320-338,共19页
Infectious bone defects represent a substantial challenge in clinical practice,necessitating the deployment of advanced therapeutic strategies.This study presents a treatment modality that merges a mild photothermal t... Infectious bone defects represent a substantial challenge in clinical practice,necessitating the deployment of advanced therapeutic strategies.This study presents a treatment modality that merges a mild photothermal therapy hydrogel with a pulsed drug delivery mechanism.The system is predicated on a hydrogel matrix that is thermally responsive,characteristic of bone defect sites,facilitating controlled and site-specific drug release.The cornerstone of this system is the incorporation of mild photothermal nanoparticles,which are activated within the temperature range of 40–43°C,thereby enhancing the precision and efficacy of drug delivery.Our findings demonstrate that the photothermal response significantly augments the localized delivery of therapeutic agents,mitigating systemic side effects and bolstering efficacy at the defect site.The synchronized pulsed release,cooperated with mild photothermal therapy,effectively addresses infection control,and promotes bone regeneration.This approach signifies a considerable advancement in the management of infectious bone defects,offering an effective and patient-centric alternative to traditional methods.Our research endeavors to extend its applicability to a wider spectrum of tissue regeneration scenarios,underscoring its transformative potential in the realm of regenerative medicine. 展开更多
关键词 incorporation mild photothermal nano bone defects treatment modality bone defect advanced therapeutic strategiesthis photothermal therapy hydrogel matrix mild photothermal therapy hydrogel
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Nondestructive testing methods for rail defects detection 被引量:1
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作者 Ravikant Mordia Arvind Kumar Verma 《High-Speed Railway》 2025年第2期163-173,共11页
The rapid progress in the construction of heavy-haul and high-speed railways has led to a surge in rail defects and unforeseen failures.Addressing this issue necessitates the implementation of more sophisticated rail ... The rapid progress in the construction of heavy-haul and high-speed railways has led to a surge in rail defects and unforeseen failures.Addressing this issue necessitates the implementation of more sophisticated rail inspection methods,specifically involving real-time,precise detection,and assessment of rail defects.Current applications fail to address the evolving requirements,prompting the need for advancements.This paper provides a summary of various types of rail defects and outlines both traditional and innovative non-destructive inspection techniques,examining their fundamental features,benefits,drawbacks,and practical suitability for railway track inspection.It also explores potential enhancements to equipment and software.The comprehensive review draws upon pertinent international research and review papers.Furthermore,the paper introduces a fusion of inspection methods aimed at enhancing the overall reliability of defect detection. 展开更多
关键词 defects FATIGUE Maintenance Nondestructive testing RAIL Railway track
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Identification of defects in underground structures using machine learning aided distributed fiber optic sensing 被引量:1
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作者 Shaoqun Lin Hongjiang Ye +2 位作者 Daoyuan Tan Jing Wang Jianhua Yin 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第4期2194-2207,共14页
Despite the extensive use of distributed fiber optic sensing(DFOS)in monitoring underground structures,its potential in detecting structural anomalies,such as cracks and cavities,is still not fully understood.To contr... Despite the extensive use of distributed fiber optic sensing(DFOS)in monitoring underground structures,its potential in detecting structural anomalies,such as cracks and cavities,is still not fully understood.To contribute to the identification of defects in underground structures,this study conducted a four-point bending test of a reinforced concrete(RC)beam and uniaxial loading tests of an RC specimen with local cavities.The experimental results revealed the disparity in DFOS strain spike profiles between these two structural anomalies.The effectiveness of DFOS in the quantification of crack opening displacement(COD)was also demonstrated,even in cases where perfect bonding was not achievable between the cable and structures.In addition,DFOS strain spikes observed in two diaphragm wall panels of a twin circular shaft were also reported.The most probable cause of those spikes was identified as the mechanical behavior associated with local concrete contamination.With the utilization of the strain profiles obtained from laboratory tests and field monitoring,three types of multi-classifiers,based on support vector machine(SVM),random forest(RF),and backpropagation neural network(BP),were employed to classify strain profiles,including crack-induced spikes,non-crack-induced spikes,and non-spike strain profiles.Among these classifiers,the SVM-based classifier exhibited superior performance in terms of accuracy and model robustness.This finding suggests that the SVM-based classifier holds promise as a potential solution for the automatic detection and classification of defects in underground structures during long-term monitoring. 展开更多
关键词 Geotechnical monitoring Distributed fiber optic sensing(DFOS) Strain spikes Cracks defects Support vector machine
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Recent Progress in Laser Additive Manufacturing of Intermetallic Alloys:Defects,Microstructure,and Mechanical Properties 被引量:1
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作者 Chaoyue Chen Tingwei Cao +5 位作者 Chaojun Xie Songzhe Xu Tao Hu Hanlin Liao Jiang Wang Zhongming Ren 《Additive Manufacturing Frontiers》 2025年第1期73-96,共24页
Intermetallic alloys offer exceptional high-temperature mechanical properties and low densities,thus rendering them suitable for a wide range of applications in aviation and spacecraft.However,their inherent brittlene... Intermetallic alloys offer exceptional high-temperature mechanical properties and low densities,thus rendering them suitable for a wide range of applications in aviation and spacecraft.However,their inherent brittleness at room temperature poses challenges in the manufacture of complex geometries.Hence,Laser additive manufacturing(LAM)has emerged as a promising approach to investigate the potential limitations of these materials.This review discusses the key findings and challenges associated with the LAM of intermetallic alloys,particu-larly NiAl,Ni_(3)Al,and TiAl,whose engineering applications are substantial.It provides an overview of typical defect morphologies,formation mechanisms,and strategies to prevent cracks and pores.Additionally,it presents an analysis of the microstructural characteristics of as-built and post-treated samples compared with those of samples prepared conventionally.Furthermore,the mechanical properties of the above-mentioned alloys at both room and high temperatures are reviewed,thus highlighting the effects of post-treatment processes.This review concludes with summary tables detailing the mechanical properties,which serve as useful references for researchers. 展开更多
关键词 Additive manufacturing Intermetallic alloys Mechanical properties Cracking defects
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Weld defects detection method based on improved YOLOv5s 被引量:1
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作者 Runchao Liu Jiyang Qi +1 位作者 Dongliang Shui Tang Ebolo Micheline Hortense 《China Welding》 2025年第2期119-131,共13页
To solve the problem of low detection accuracy for complex weld defects,the paper proposes a weld defects detection method based on improved YOLOv5s.To enhance the ability to focus on key information in feature maps,t... To solve the problem of low detection accuracy for complex weld defects,the paper proposes a weld defects detection method based on improved YOLOv5s.To enhance the ability to focus on key information in feature maps,the scSE attention mechanism is intro-duced into the backbone network of YOLOv5s.A Fusion-Block module and additional layers are added to the neck network of YOLOv5s to improve the effect of feature fusion,which is to meet the needs of complex object detection.To reduce the computation-al complexity of the model,the C3Ghost module is used to replace the CSP2_1 module in the neck network of YOLOv5s.The scSE-ASFF module is constructed and inserted between the neck network and the prediction end,which is to realize the fusion of features between the different layers.To address the issue of imbalanced sample quality in the dataset and improve the regression speed and accuracy of the loss function,the CIoU loss function in the YOLOv5s model is replaced with the Focal-EIoU loss function.Finally,ex-periments are conducted based on the collected weld defect dataset to verify the feasibility of the improved YOLOv5s for weld defects detection.The experimental results show that the precision and mAP of the improved YOLOv5s in detecting complex weld defects are as high as 83.4%and 76.1%,respectively,which are 2.5%and 7.6%higher than the traditional YOLOv5s model.The proposed weld defects detection method based on the improved YOLOv5s in this paper can effectively solve the problem of low weld defects detection accuracy. 展开更多
关键词 Weld defects detection Improved YOLOv5s scSE-ASFF Feature fusion
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Influence of p-π conjugation inπ-πstacking molecules on passivating defects for efficient and stable perovskite solar cells 被引量:1
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作者 Changqing Liu Benlin He +7 位作者 Fanliang Bao Qihang Cheng Zhe Yang Meng Wei Zhiwei Ma Haiyan Chen Jialong Duan Qunwei Tang 《Journal of Energy Chemistry》 2025年第3期282-289,共8页
A comprehensive understanding of the relevance between molecular structure and passivation ability to screen efficient modifiers is essential for enhancing the performance of perovskite solar cells(PSCs).Here,three si... A comprehensive understanding of the relevance between molecular structure and passivation ability to screen efficient modifiers is essential for enhancing the performance of perovskite solar cells(PSCs).Here,three similarπ-πstacking molecules namely benzophenone(BPN),diphenyl sulfone(DPS),and diphenyl sulfoxide(DPSO)are used as back-interface modifiers in carbon-based CsPbBr_(3)PSCs.After investigation,the results demonstrate the positive effect of the p-πconjugation characteristic inπ-πstacking molecules on maximizing their passivation ability.The p-πco njugation of DPSO enables a higher coordinative activity of oxygen atom in its S=O group than that in 0=S=O group of DPS and C=O group of BPN,which gives a superior passivation effect of DPSO on defects of perovskite films.The modification of DPSO also significantly improves the p-type behavior of perovskite films and the back-interfacial energetics matching,inducing an increase of hole extraction and a decrease of energy loss.Finally,the unencapsulated carbon-based CsPbBr_(3)PSCs with DPSO achieve a maximum power conversion efficiency of 10.60%and outstanding long-term stability in high-temperature,high-humidity(85℃,85%relative humidity)air environment.This work provides insights into the influence of the structure ofπ-πstacking molecules on their ability to improve the perovskite films quality and therefore the PSCs performance. 展开更多
关键词 Carbon-based perovskite solar cells Interface modification π-πstacking p-πconjugation defects passivation
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