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PillarTNet:基于Transformer的三维目标检测模型
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作者 韩建栋 苏佳 《小型微型计算机系统》 北大核心 2025年第9期2168-2175,共8页
针对三维点云目标检测中传统的卷积神经网络在特征提取阶段因下采样导致分辨率降低,影响小目标的识别准确性问题,本文提出一种基于Transformer的三维目标检测模型:PillarTNet.该模型首先使用双重注意力融合模块强化特征编码,然后通过区... 针对三维点云目标检测中传统的卷积神经网络在特征提取阶段因下采样导致分辨率降低,影响小目标的识别准确性问题,本文提出一种基于Transformer的三维目标检测模型:PillarTNet.该模型首先使用双重注意力融合模块强化特征编码,然后通过区域扩张注意力模块提取特征,保持整个过程伪图像分辨率不变,更有利于小目标的检测,同时引入区域移位机制促进不同区域的信息交流.但是注意力操作会存在大量空体素,可能增加大目标的漏检与误检风险,为此,对检测头采用空体素关注模块以缓解这一问题.在KITTI数据集上的实验结果显示:PillarTNet在确保Car和Cyclist检测精度的同时,Pedestrian的检测在3个难度等级的AP 3D分别达到了62.48%、53.21%和49.57%,且本模型在推理速度和内存需求方面均表现出色,充分验证了PillarTNet的优越性和适应性. 展开更多
关键词 三维目标检测 点云 transformER 双重注意力融合 空体素关注
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Transforming growth factor-beta 1 enhances discharge activity of cortical neurons 被引量:1
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作者 Zhihui Ren Tian Li +5 位作者 Xueer Liu Zelin Zhang Xiaoxuan Chen Weiqiang Chen Kangsheng Li Jiangtao Sheng 《Neural Regeneration Research》 SCIE CAS 2025年第2期548-556,共9页
Transforming growth factor-beta 1(TGF-β1)has been extensively studied for its pleiotropic effects on central nervous system diseases.The neuroprotective or neurotoxic effects of TGF-β1 in specific brain areas may de... Transforming growth factor-beta 1(TGF-β1)has been extensively studied for its pleiotropic effects on central nervous system diseases.The neuroprotective or neurotoxic effects of TGF-β1 in specific brain areas may depend on the pathological process and cell types involved.Voltage-gated sodium channels(VGSCs)are essential ion channels for the generation of action potentials in neurons,and are involved in various neuroexcitation-related diseases.However,the effects of TGF-β1 on the functional properties of VGSCs and firing properties in cortical neurons remain unclear.In this study,we investigated the effects of TGF-β1 on VGSC function and firing properties in primary cortical neurons from mice.We found that TGF-β1 increased VGSC current density in a dose-and time-dependent manner,which was attributable to the upregulation of Nav1.3 expression.Increased VGSC current density and Nav1.3 expression were significantly abolished by preincubation with inhibitors of mitogen-activated protein kinase kinase(PD98059),p38 mitogen-activated protein kinase(SB203580),and Jun NH2-terminal kinase 1/2 inhibitor(SP600125).Interestingly,TGF-β1 significantly increased the firing threshold of action potentials but did not change their firing rate in cortical neurons.These findings suggest that TGF-β1 can increase Nav1.3 expression through activation of the ERK1/2-JNK-MAPK pathway,which leads to a decrease in the firing threshold of action potentials in cortical neurons under pathological conditions.Thus,this contributes to the occurrence and progression of neuroexcitatory-related diseases of the central nervous system. 展开更多
关键词 central nervous system cortical neurons ERK firing properties JNK Nav1.3 p38 transforming growth factor-beta 1 traumatic brain injury voltage-gated sodium currents
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Mineralogical characterization and flotation properties of rare earths in refractory iron tailings subjected to hydrogen-based mineral phase transformation 被引量:1
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作者 Jilai Ning Peng Gao +5 位作者 Yang Wang Zihao Li Shuai Yuan Yongsheng Sun Wenbo Li Zhidong Tang 《International Journal of Minerals,Metallurgy and Materials》 2025年第6期1309-1321,共13页
Hydrogen-based mineral phase transformation(HMPT)technology has demonstrated its effectiveness in separating iron and enriching rare earths from Bayan Obo refractory ores.However,further research is needed to clarify ... Hydrogen-based mineral phase transformation(HMPT)technology has demonstrated its effectiveness in separating iron and enriching rare earths from Bayan Obo refractory ores.However,further research is needed to clarify the phase composition and floatability of rare earths obtained after HMPT owing to the associated phase transformations.This study explored the mineralogical characteristics and separation behavior of rare earths in HMPT-treated iron tailings.Process mineralogy studies conducted via BGRIMM process mineralogy analysis and X-ray diffraction revealed that the main valuable minerals in the tailings included rare-earth oxides(9.15wt%),monazite(5.31wt%),and fluorite(23.52wt%).The study also examined the impact of mineral liberation and gangue mineral intergrowth on flotation performance.Flotation tests achieved a rare-earth oxide(REO)grade of 74.12wt% with a recovery of 34.17% in open-circuit flotation,whereas closed-circuit flotation resulted in a REO grade of 60.27wt% with a recovery of 73%.Transmission electron microscopy and scanning electron microscopy coupled with energy-dispersive spectroscopy revealed that monazite remained stable during the HMPT process,while bastnaesite was transformed into Ce_(7)O_(12)and CeF_(3),leading to increased collector consumption.Nonetheless,the HMPT process did not significantly affect the flotation performance of rare earths.The enrichment of fluorite in the tailings highlighted its further recovery potential.The integration of HMPT with magnetic separation and flotation presents an efficient strategy for recovering rare earths,iron,and fluorite from Bayan Obo ores. 展开更多
关键词 hydrogen-based mineral phase transformation rare-earth flotation process mineralogy study Bayan Obo refractory ores
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Stage IV malignant transformation of mature cystic teratoma palliatively treated with concurrent chemoradiotherapy:A case report
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作者 Saori Kondo Takashi Suzuki +4 位作者 Kanato Yoshiike Sakura Yamanaka Kenta Sonehara Hiroshi Nabeshima Osamu Oguchi 《World Journal of Clinical Cases》 SCIE 2025年第1期56-61,共6页
BACKGROUND Malignant transformation(MT)of mature cystic teratoma(MCT)has a poor prognosis,especially in advanced cases.Concurrent chemoradiotherapy(CCRT)has an inhibitory effect on MT.CASE SUMMARY Herein,we present a ... BACKGROUND Malignant transformation(MT)of mature cystic teratoma(MCT)has a poor prognosis,especially in advanced cases.Concurrent chemoradiotherapy(CCRT)has an inhibitory effect on MT.CASE SUMMARY Herein,we present a case in which CCRT had a reduction effect preoperatively.A 73-year-old woman with pyelonephritis was referred to our hospital.Computed tomography revealed right hydronephrosis and a 6-cm pelvic mass.Endoscopic ultrasound-guided fine-needle biopsy(EUS-FNB)revealed squamous cell carci-noma.The patient was diagnosed with MT of MCT.Due to her poor general con-dition and renal malfunction,we selected CCRT,expecting fewer adverse effects.After CCRT,her performance status improved,and the tumor size was reduced;surgery was performed.Five months postoperatively,the patient developed dis-semination and lymph node metastases.Palliative chemotherapy was ineffective.She died 18 months after treatment initiation.CONCLUSION EUS-FNB was useful in the diagnosis of MT of MCT;CCRT suppressed the disea-se and improved quality of life. 展开更多
关键词 Mature cystic teratoma Malignant transformation Squamous cell carcinoma Concurrent chemoradiotherapy Endoscopic ultrasound-guided fine-needle biopsy Case report
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Evidence-Based Practice of Nutrition Management in Chronic Heart Failure Patients Based on Knowledge-to-Action Transformation Model
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作者 Jing Zhang Junjun Liu 《Open Journal of Applied Sciences》 2025年第2期400-410,共11页
Objective: To develop a best-evidence-based optimal nutrition management plan for patients with chronic heart failure, apply it in clinical practice, and evaluate its effectiveness. Methods: Use the KTA knowledge tran... Objective: To develop a best-evidence-based optimal nutrition management plan for patients with chronic heart failure, apply it in clinical practice, and evaluate its effectiveness. Methods: Use the KTA knowledge translation model to guide evidence-based practice in nutrition management, and compare the nutritional status, cardiac function status, quality of life, and quality review indicators of chronic heart failure patients before and after the application of evidence. Results: After the application of evidence, the nutritional status indicators (MNA-SF score, albumin, hemoglobin) of two groups of heart failure patients significantly increased compared to before the application of evidence, with statistically significant differences (p Conclusion: The KTA knowledge translation model provides methodological guidance for the implementation of evidence-based practice for heart failure patients. This evidence-based practice project is beneficial for improving the outcomes of malnutrition in chronic heart failure patients and is conducive to standardizing nursing pathways, thereby promoting the improvement of nursing quality. 展开更多
关键词 Chronic Heart Failure Knowledge transformation Mode Nutrition Management Evidence-Based Practice
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TCMHTI:a Transformer-based herb-target interaction prediction model for Qingfu Juanbi Decoction in rheumatoid arthritis
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作者 Zhenzhong LIANG Changsong DING 《Digital Chinese Medicine》 2025年第2期206-218,共13页
Objective To predict the potential targets of Qingfu Juanbi Decoction(青附蠲痹汤,QFJBD)in treating rheumatoid arthritis(RA)using an improved Transformer model and investigate the network pharmacological mechanisms und... Objective To predict the potential targets of Qingfu Juanbi Decoction(青附蠲痹汤,QFJBD)in treating rheumatoid arthritis(RA)using an improved Transformer model and investigate the network pharmacological mechanisms underlying QFJBD’s therapeutic effects on RA.Methods First,a traditional Chinese medicine herb-target interaction(TCMHTI)model was constructed to predict herb-target interactions based on Transformer improvement.The per-formance of the TCMHTI model was evaluated against baseline models using three metrics:area under the receiver operating characteristic curve(AUC),precision-recall curve(PRC),and accuracy.Subsequently,a protein-protein interaction(PPI)network was built based on the predicted targets,with core targets identified as the top nine nodes ranked by degree val-ues.Gene Ontology(GO)functional and Kyoto Encyclopedia of Genes and Genomes(KEGG)pathway enrichment analyses were performed using the targets predicted by TCMHTI and the targets identified through network pharmacology method for comparison.Then,the re-sults were compared.Finally,the core targets predicted by TCMHTI were validated through molecular docking and literature review.Results The TCMHTI model achieved an AUC of 0.883,PRC of 0.849,and accuracy of 0.818,predicting 49 potential targets for QFJBD in RA treatment.Nine core targets were identified:tumor necrosis factor(TNF)-α,interleukin(IL)-1β,IL-6,IL-10,IL-17A,cluster of differentia-tion 40(CD40),cytotoxic T-lymphocyte-associated protein 4(CTLA4),IL-4,and signal trans-ducer and activator of transcription 3(STAT3).The enrichment analysis demonstrated that the TCMHTI model predicted 49 targets and enriched more pathways directly associated with RA,whereas classical network pharmacology identified 64 targets but enriched pathways showing weaker relevance to RA.Molecular docking demonstrated that the active molecules in QFJBD exhibit favorable binding energy with RA targets,while literature research further revealed that QFJBD can treat RA through 9 core targets.Conclusion The TCMHTI model demonstrated greater accuracy than traditional network pharmacology methods,suggesting QFJBD exerts therapeutic effects on RA by regulating tar-gets like TNF-α,IL-1β,and IL-6,as well as multiple signaling pathways.This study provides a novel framework for bridging traditional herbal knowledge with precision medicine,offering actionable insights for developing targeted TCM therapies against diseases. 展开更多
关键词 transformer Qingfu Juanbi Decoction Rheumatoid arthritis Deep learning Network pharmacology
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MLRT-UNet:An Efficient Multi-Level Relation Transformer Based U-Net for Thyroid Nodule Segmentation
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作者 Kaku Haribabu Prasath R Praveen Joe IR 《Computer Modeling in Engineering & Sciences》 2025年第4期413-448,共36页
Thyroid nodules,a common disorder in the endocrine system,require accurate segmentation in ultrasound images for effective diagnosis and treatment.However,achieving precise segmentation remains a challenge due to vari... Thyroid nodules,a common disorder in the endocrine system,require accurate segmentation in ultrasound images for effective diagnosis and treatment.However,achieving precise segmentation remains a challenge due to various factors,including scattering noise,low contrast,and limited resolution in ultrasound images.Although existing segmentation models have made progress,they still suffer from several limitations,such as high error rates,low generalizability,overfitting,limited feature learning capability,etc.To address these challenges,this paper proposes a Multi-level Relation Transformer-based U-Net(MLRT-UNet)to improve thyroid nodule segmentation.The MLRTUNet leverages a novel Relation Transformer,which processes images at multiple scales,overcoming the limitations of traditional encoding methods.This transformer integrates both local and global features effectively through selfattention and cross-attention units,capturing intricate relationships within the data.The approach also introduces a Co-operative Transformer Fusion(CTF)module to combine multi-scale features from different encoding layers,enhancing the model’s ability to capture complex patterns in the data.Furthermore,the Relation Transformer block enhances long-distance dependencies during the decoding process,improving segmentation accuracy.Experimental results showthat the MLRT-UNet achieves high segmentation accuracy,reaching 98.2% on the Digital Database Thyroid Image(DDT)dataset,97.8% on the Thyroid Nodule 3493(TG3K)dataset,and 98.2% on the Thyroid Nodule3K(TN3K)dataset.These findings demonstrate that the proposed method significantly enhances the accuracy of thyroid nodule segmentation,addressing the limitations of existing models. 展开更多
关键词 Thyroid nodules endocrine system multi-level relation transformer U-Net self-attention external attention co-operative transformer fusion thyroid nodules segmentation
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Interstitial-oxygen-inducedγ-phase precipitation and martensitic transformation behavior in Ni-Mn-Sn-Co alloy prepared through binder jetting and sintering 被引量:1
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作者 Shijiang Zhong Mingfang Qian +5 位作者 Xinxin Shen Shuhe Gong Liangbo Sun Ping Shen Xuexi Zhang Lin Geng 《Journal of Materials Science & Technology》 2025年第11期272-277,共6页
1.Introduction.Ni-Mn-X(X=Ga,In,Sn,or Sb)Heusler alloys have versatile properties[1-4],such as shape memory effect[1],superelastic-ity[5],magnetocaloric effect[3],elastocaloric effect[6],and even multicaloric effect[7]... 1.Introduction.Ni-Mn-X(X=Ga,In,Sn,or Sb)Heusler alloys have versatile properties[1-4],such as shape memory effect[1],superelastic-ity[5],magnetocaloric effect[3],elastocaloric effect[6],and even multicaloric effect[7],that indicate their potential for use in actu-ators,sensors,micropumps,energy harvesters,and solid-state re-frigeration[8-10].Among the alloys,Ni-Mn-Sn-based alloys are environment-friendly and cost-effective[6,7,11],and hence,they have received widespread attention. 展开更多
关键词 phase precipitation martensitic transformation SINTERING Ni Mn Sn Co alloy shape memory effect superelastic ity magnetocaloric effect elastocaloric effect interstitial oxygen binder jetting multicaloric effect
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Impact of damming on nutrient transport and transformation in river systems:A review
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作者 Jia-wen Gan Xun Wang +5 位作者 Qiu-sheng Yuan Xiao-lei Xing Sheng Liu Cheng-gong Du Yu-ran Zheng Yun-xin Liu 《Water Science and Engineering》 2025年第2期209-220,共12页
Large-scale damming has emerged as a prevalent global trend,significantly impacting nutrient transport and transformation,as well as the downstream ecological environment.Nitrogen and phosphorus are fundamental elemen... Large-scale damming has emerged as a prevalent global trend,significantly impacting nutrient transport and transformation,as well as the downstream ecological environment.Nitrogen and phosphorus are fundamental elements of primary productivity in aquatic ecosystems and serve as key limiting factors in reservoir eutrophication.This review focuses on the impact of damming on the transport and transformation of nitrogen and phosphorus,regarding changes in nutrient concentrations,fluxes,and proportions.Spatial changes in nitrogen and phosphorus concentrations primarily occur at the inlet and outlet of reservoirs,while temporal changes often exhibit seasonal patterns.At a global scale,phosphorus is preferentially removed from reservoirs compared to nitrogen.The factors influencing the transport and transformation processes of nitrogen and phosphorus in reservoirs include the physicochemical properties of water bodies and human activities.Additionally,nitrogen dynamics are affected by reservoir age,storage capacity,and water storage regulation modes,whereas phosphorus dynamics are also influenced by hydrodynamic conditions.Finally,this review summarizes the impact of damming on the downstream ecological environment and outlines future research directions,providing theoretical support for the management of river–reservoir ecosystems and promoting the green and sustainable development of hydropower in the context of carbon peaking and carbon neutrality goals. 展开更多
关键词 NITROGEN PHOSPHORUS Transport and transformation RESERVOIR FACTORS
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Acinar cystic transformation of the pancreas: A rare case report
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作者 Xiao-Ying Zhong Zi-Jian Liang +3 位作者 Meng-Long Lan Xiao-Gang Xu Li Yuan Ji-Xiao Zeng 《World Journal of Clinical Cases》 2025年第23期119-127,共9页
BACKGROUND Acinar cystic transformation(ACT)of the pancreas is a rare non-neoplastic transformation of the pancreas.Adult women are the majority of patients with ACT,but few cases have been reported in pediatric patie... BACKGROUND Acinar cystic transformation(ACT)of the pancreas is a rare non-neoplastic transformation of the pancreas.Adult women are the majority of patients with ACT,but few cases have been reported in pediatric patients.Given that there are currently no guidelines for the treatment of ACT,current treatment is based primarily on expert opinions and clinical experiences.Here,we report the case of the youngest child with ACT to date.Additionally,a literature review on pediatric ACT cases was performed to summarize previous clinical experience and treatment methods.CASE SUMMARY A 1-year-old Chinese girl presented with progressive abdominal distension for 6 months.A detailed consultation revealed an uneventful history.The patient showed no signs of fever or abdominal pain and had a good appetite and normal feces.A mass of about 20 cm×10 cm×10 cm in size was detected in the abdomen.Both abdominal ultrasound and computed tomography examination revealed a multilocular cystic mass about 21.7 cm×16.8 cm×8.9 cm in size.At first,due to the large size and the possible retroperitoneal origin of the cyst,a total resection of the lesion was not possible.A single-port laparoscopic lymphangioma puncture and Pingyangmycin injection were performed in March 2023.One month after surgery,the abdominal cyst rapidly enlarged to its pre-operative size.After consulting with the experts in the angiology department and interventional department,sclerotherapy combined with oral sirolimus was performed in May 2023.After confirming that the tumor was not sensitive to sclerotherapy combined with oral sirolimus,our surgical team performed tumor reduction in August 2023.This surgery confirmed that the polycystic mass originated from the head of the pancreas,and pathological and immunohistochemical findings diagnosed pancreatic ACT.The patient showed no signs of cyst lesions after 6 months of follow-up and remains in good health up to the time of this report.CONCLUSION ACT is a rare non-neoplastic transformation of the pancreas,more rarely seen in children.Manifestation and examinations show no specificity for diagnosis,and final diagnosis is mainly based on histological findings.To reach a specific diagnosis and rule out malignancy is a priority in clinical practice,and repeated biopsy or radical surgery should be considered before malignancy is ruled out.However,once a diagnosis of ACT is made,a conser-vative treatment with consecutive follow-up is recommended until symptoms present or obvious enlargement occurs because ACT is considered a slow-growing and benign tumor. 展开更多
关键词 Acinar cystic transformation Acinar cystic transformation of the pancreas Acinar cell cystadenoma Pancreatic cystic tumors Pancreatic neoplasm CYSTADENOMA Case report
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In-situ HRTEM observations of intermediate phase transformation in lattice reorientation in HCP rhenium
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作者 Yang He Zhengwu Fang +2 位作者 Bin Li Chongmin Wang Scott X.Mao 《Journal of Materials Science & Technology》 2025年第3期15-25,共11页
In-situ high-resolution transmission electron microscopy(HRTEM)is performed to investigate the de-formation behavior of hexagonal close-packed rhenium(Re)which is compressed along the{1-100}di-rection.Atomistic simula... In-situ high-resolution transmission electron microscopy(HRTEM)is performed to investigate the de-formation behavior of hexagonal close-packed rhenium(Re)which is compressed along the{1-100}di-rection.Atomistic simulations are also conducted to better understand the deformation mechanisms.Two types of lattice reorientation are observed during compression.The first type involves the reori-entation of one lattice by∼90°around{11-20},which is accomplished by the formation of an interme-diate face-center-cubic(FCC)phase at the interface.This transformation sequence can be described as{1-100}matrix→{111}FCC→(0001)twin.In the second type,a new grain is formed but does not satisfy any known twin relationship with the matrix,and an intermediate FCC phase is also formed.The transfor-mation sequence can be described as{1¯101}matrix→{111}FCC→(0001)grain.Mechanisms responsible for the observed lattice reorientation and sequential phase transitions are analyzed by conducting lattice correspondence analyses on the simulation results.Strain accommodation is also analyzed to explain the mechanisms for lattice reorientation and the intermediate phase transformations.The results provide new insight into the deformation behavior of HCP metals. 展开更多
关键词 Lattice reorientation Phase transformation Lattice correspondence
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The Accountant’s Role in the Era of Artificial Intelligence(AI)and Automation:Transforming Skills and Responsibilities
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作者 Adryanni Manurung Nengsyh Untari Panjaitan +1 位作者 Iskandar Muda Erlina 《Journal of Modern Accounting and Auditing》 2025年第3期197-208,共12页
The rapid advancement of Artificial Intelligence(AI)and automation has significantly transformed the accounting profession,shifting the role of accountants from routine data processors to strategic decision makers and... The rapid advancement of Artificial Intelligence(AI)and automation has significantly transformed the accounting profession,shifting the role of accountants from routine data processors to strategic decision makers and ethical stewards of technology.This conceptual study explores how AI and automation are reshaping accounting tasks,transforming required competencies,and redefining professional responsibilities.By analyzing relevant literature and theoretical frameworks,this paper identifies the evolving skill sets,both technical such as data analytics and AI literacy,and nontechnical such as critical thinking and ethical judgment,that are essential for modern accountants.The study also emphasizes the importance of continuous education,ethical integrity,and adaptive learning in navigating the digital transformation of accounting.Ultimately,this paper contributes to a deeper understanding of how accountants can maintain relevance and add value in an increasingly automated and data driven environment. 展开更多
关键词 artificial intelligence AUTOMATION ACCOUNTANT role transformation accounting skills
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Redox transformation and partitioning of arsenic during the hydrothermal aging of FeS-As coprecipitates under anoxic condition
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作者 Shaofeng Wang Huixin Yu +2 位作者 Xiangfeng Zeng Xin Wang Yongfeng Jia 《Journal of Environmental Sciences》 2025年第7期44-55,共12页
In sulfidic anoxic environments,iron sulfides are widespread solid phases that play an important role in the arsenic(As)biogeochemical cycle.This work investigated the transformation process of FeS-As coprecipitates,t... In sulfidic anoxic environments,iron sulfides are widespread solid phases that play an important role in the arsenic(As)biogeochemical cycle.This work investigated the transformation process of FeS-As coprecipitates,the concurrent behavior,and the speciation of associated As under anoxic conditions.The results showed that FeS-As coprecipitates could convert to greigite and pyrite.The transformation degree of the produced solid phases was dependent upon the pH conditions and initial As species.These results showed that the As mobilization was closely associated with the solid phase transformation.The solid phase transformationwent from disordered mackinawite to crystallinemackinawite,then greigite and finally pyrite.The As in the coprecipitates underwent a process of release,fixation,and release again.Both reduction of As(Ⅴ)and oxidation of As(Ⅲ)were observed in the aqueous and solid phases during reactions.Our study may have important implications for further understanding of As behavior and Fe/S cycling thatmay occur under an anoxic environment more comprehensively. 展开更多
关键词 ARSENIC FeS-As coprecipitates Fe sulfide minerals Redistribution Redox transformation
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基于BERT-Tiny Transformer-CRF的自动化装配命名实体识别方法
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作者 钱冠翔 于丽娅 +2 位作者 李传江 李少波 徐兆 《计算机集成制造系统》 北大核心 2025年第10期3594-3606,共13页
随着工业5.0对知识驱动的智能制造提出新要求,机械装配领域面临多模态数据稀疏、实体语义边界模糊、数据分布呈现长尾效应的挑战。为此,提出一种融合多项式损失函数的BERT-Tiny Transformer-CRF模型,旨在提升低资源场景下的领域知识抽... 随着工业5.0对知识驱动的智能制造提出新要求,机械装配领域面临多模态数据稀疏、实体语义边界模糊、数据分布呈现长尾效应的挑战。为此,提出一种融合多项式损失函数的BERT-Tiny Transformer-CRF模型,旨在提升低资源场景下的领域知识抽取效率。首先,通过知识蒸馏与语义增强技术注入领域先验知识,其次设计维度自适应特征压缩模块实现跨模态特征融合,最后构建动态边缘感知解码机制实现实体边界的精准定位。利用自主构建的自动化装配数据集,将所提方法与不同实体识别模型进行对比,实验结果表明,所提模型具有良好的泛化识别能力,以86.62%的准确率、85.27%的精确率、85.67%的召回率和85.46%的F1值优于其他模型,为工业5.0下机械自动化装配领域知识图谱的构建提供了一种有效的技术方法。 展开更多
关键词 BErt-Tiny transformer-CRF模型 数据增强 PolyLoss 自动化装配
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Microstructure evolution and mechanical properties improvement of(Ti_(8)Zr_(6)Nb_(4)V_(5)Cr_(4))_(100−x)Al_(x) lightweight high-entropy alloy by Laves phase transformation
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作者 Qin Xu Cheng-yuan Guo +3 位作者 Qi Wang Peng-yu Sun Ya-jun Yin Rui-run Chen 《Journal of Iron and Steel Research International》 2025年第6期1753-1762,共10页
(Ti_(8)Zr_(6)Nb_(4)V_(5)Cr_(4))_(100−x)Al_(x)(x=0,0.1,0.2,0.3,0.4 at.%)lightweight high-entropy alloys with different contents of Al were prepared via vacuum non-consumable arc melting method.Effects of adding varying... (Ti_(8)Zr_(6)Nb_(4)V_(5)Cr_(4))_(100−x)Al_(x)(x=0,0.1,0.2,0.3,0.4 at.%)lightweight high-entropy alloys with different contents of Al were prepared via vacuum non-consumable arc melting method.Effects of adding varying Al contents on phase constitution,microstructure characteristics and mechanical properties of the lightweight alloys were studied.Results show that Ti_(8)Zr_(6)Nb_(4)V_(5)Cr_(4)alloy is composed of body-centered cubic(BCC)phase and C15 Laves phase,while(Ti_(8)Zr_(6)Nb_(4)V_(5)Cr_(4))_(100−x)Al_(x)lightweight high-entropy alloys by addition of Al are composed of BCC phase and C14 Laves phase.Addition of Al into Ti_(8)Zr_(6)Nb_(4)V_(5)Cr_(4)lightweight high-entropy alloy can transform C15 Laves phase to C14 Laves phase.With further addition of Al,BCC phase of alloys is significantly refined,and the volume fraction of C14 Laves phase is raised obviously.Meanwhile,the dimension of BCC phase in the alloy by addition of 0.3 at.%Al is the most refined and that of Laves phase is also obviously refined.Adding Al to Ti_(8)Zr_(6)Nb_(4)V_(5)Cr_(4)alloy can not only reduce the density of(Ti_(8)Zr_(6)Nb_(4)V_(5)Cr_(4))_(100−x)Al_(x)alloy,but also improve strength of(Ti_(8)Zr_(6)Nb_(4)V_(5)Cr_(4))_(100−x)Al_(x)alloy.As Al content increased from 0 to 0.4 at.%,the density of the alloy decreased from 6.22±0.875 to 5.79±0.679 g cm^(−3).Moreover,compressive strength of the alloy by 0.3 at.%Al addition is the highest to 1996.9 MPa,while fracture strain of the alloy is 16.82%.Strength improvement of alloys mainly results from microstructure refinement and precipitation of C14 Laves by Al addition into Ti_(8)Zr_(6)Nb_(4)V_(5)Cr_(4)lightweight high-entropy alloy. 展开更多
关键词 Lightweight high-entropy alloy Phase transformation Microstructure Mechanical property REFINEMENT Strengthening
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Analysis on the adjustment of transportation structure and the logistics transformation of railway freight
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作者 Chaohe Rong Xingchan Li +1 位作者 Gaiping Zhang Xuecheng Wang 《Railway Sciences》 2025年第1期82-96,共15页
Purpose–This paper aims to provide a comprehensive analysis of the strategic adjustments in China’s transportation structure,with a particular focus on the pivotal role of railway freight and its integration into th... Purpose–This paper aims to provide a comprehensive analysis of the strategic adjustments in China’s transportation structure,with a particular focus on the pivotal role of railway freight and its integration into the modern logistics system.It seeks to address the need for a more nuanced understanding of the“road to rail”policy,emphasizing the importance of intermodal collaboration and service of fragmented market demands.Design/methodology/approach–The study employs a transport economics perspective to evaluate the achievements and shortcomings of China’s transportation structure optimization.It bases its assessment of the current state of railway freight logistics,multi-modal transportation and the broader implications for the transportation service market on data analysis.The methodology includes a review of existing policies,an examination of industry practices and a comparative analysis with global trends in railway logistics.Findings–The research underscores the importance of focusing on the development of non-bulk materials,noting the insufficiency in the development of China’s rail multi-modal transportation and highlighting the instructive value of successful cases in open-top container road-rail intermodal transportation.The study posits that the railway sector must enhance cooperation with other market entities,aligning with the lead enterprises in the logistics chain that are characterized by speed,high value and strong coordination capabilities,in order to better serve the transportation market.This approach moves away from a reliance on the railway’s own capabilities alone.Originality/value–This paper offers original insights into the transformation of railway freight in China,contributing to the body of knowledge on transportation economics and logistics.It provides valuable recommendations for policymakers and industry practitioners,emphasizing the strategic importance of railway logistics in the context of China’s economic development and intense competition in the supply chain.The value of the article lies in its comprehensive understanding of the complexities involved in the adjustment of transportation structures,providing direction for the market-oriented reform of China’s railway freight sector. 展开更多
关键词 Transportation structure optimization Railway freight Logistics transformation Multi-modal transport
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An extended(2+1)-dimensional modified Korteweg-de Vries-Calogero-Bogoyavlenskii-Schiff equation:Lax pair and Darboux transformation
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作者 Li Cheng Yi Zhang Wen-Xiu Ma 《Communications in Theoretical Physics》 2025年第3期12-20,共9页
The aim of this paper is to study an extended modified Korteweg-de Vries-Calogero-Bogoyavlenskii-Schiff(mKdV-CBS)equation and present its Lax pair with a spectral parameter.Meanwhile,a Miura transformation is explored... The aim of this paper is to study an extended modified Korteweg-de Vries-Calogero-Bogoyavlenskii-Schiff(mKdV-CBS)equation and present its Lax pair with a spectral parameter.Meanwhile,a Miura transformation is explored,which reveals the relationship between solutions of the extended mKdV-CBS equation and the extended(2+1)-dimensional Korteweg-de Vries(KdV)equation.On the basis of the obtained Lax pair and the existing research results,the Darboux transformation is derived,which plays a crucial role in presenting soliton solutions.In addition,soliton molecules are given by the velocity resonance mechanism. 展开更多
关键词 extended mKdV-CBS equation Lax pair Darboux transformation soliton solution
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Martensitic transformation induced strength-ductility synergy in additively manufactured maraging 250 steel by thermal history engineering
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作者 Shahryar Mooraj Shuai Feng +11 位作者 Matthew Luebbe Matthew Register Jian Liu Tianyi Li Baris Yavas David P.Schmidt Matthew W.Priddy Michael B.Nicholas Victor K.Champagne Mark Aindow Haiming Wen Wen Chen 《Journal of Materials Science & Technology》 2025年第8期212-225,共14页
Maraging steels are known for their exceptional strength but suffer from limited work hardening and ductility.Here,we report an intermittent printing strategy to tailor the microstructure and mechanical properties of ... Maraging steels are known for their exceptional strength but suffer from limited work hardening and ductility.Here,we report an intermittent printing strategy to tailor the microstructure and mechanical properties of maraging 250 steel via tuning the thermal history during wire-arc directed energy deposition.By introducing a dwell time between adjacent layers,the maraging 250 steel is cooled below the martensite start temperature,triggering thermally-driven martensitic transformation during the printing process.Thermal cycling during subsequent layer deposition results in the formation of reverted austenite which shows a refined microstructure and induces elemental segregation between martensite and reverted austenite.The Ni enrichment in the austenite promotes stabilization of the reverted austenite upon cooling to room temperature.The reverted austenite is metastable during deformation,leading to strain-induced martensitic transformation under loading.Specifically,a 3 min interlayer dwell time produces a maraging 250 steel with approximately 8% reverted austenite,resulting in improved work hardening via martensitic transformation induced plasticity during deformation.Meanwhile,the higher cooling rate and refined prior austenite grains lead to substantially refined martensitic grains(by approximately fivefold)together with an increased dislocation density.With 3 min interlayer dwell time,the yield strength of the printed maraging 250 steel increases from 836 MPa to 990 MPa,and the uniform elongation is doubled from 3.2% to 6.5%.This intermittent deposition strategy demonstrates the potential to tune the microstructure of maraging steels for achieving strength-ductility synergy by engineering the thermal history during additive manufacturing. 展开更多
关键词 Additive manufacturing Maraging steel Mechanical properties Martensitic transformation Thermal history
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Atomic-scale understanding of martensitic transformation and transition-induced twinning in deformed Fe-Mn alloys
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作者 ZHANG Hong-bo LI Hong-kui +2 位作者 OU Xiao-qin SHEN Jie SONG Min 《Journal of Central South University》 2025年第4期1211-1222,共12页
In the present study,molecular dynamic simulation(MD)was used to investigate the plastic deformation process of the Fe-Mn alloys with different Mn contents.The influences of Mn contents ranging from 10%to 30%(at%)on t... In the present study,molecular dynamic simulation(MD)was used to investigate the plastic deformation process of the Fe-Mn alloys with different Mn contents.The influences of Mn contents ranging from 10%to 30%(at%)on the deformation behavior and the controlling mechanism of the Fe-base alloys were analyzed.The results show that phase transformations and{112}<111>_(BCC)deformation twinning occur in all Fe-Mn alloys but follow different deformation paths.In the Fe-10%Mn alloy the deformation twinning mechanism obeys the FCC-related path,the Fe-20%Mn alloy involves both the FCC-and HCP-related paths,and the deformation of the Fe-30%Mn alloy is dominated by the HCP-related twinning path.The addition of Mn can increase the stacking fault energy and retard the activation of slip systems as well as the formation of stacking faults.Thus,a higher content of Mn can delay the FCC®ε-martensite and the subsequentε-martensite®BCC phase transition at the intersection of twoε-martensitic bands.Therefore,the addition of Mn alloying element increases the yield strength and reduces the elastic modulus of the Fe-Mn alloys.The formation of deformation twins will contribute to the work-hardening effect and delay the necking and fracture of alloys.It is expected that the results in the present study will provide theoretical reference for the design and optimization of high-performance steels. 展开更多
关键词 Fe-Mn steel tensile deformation molecular dynamics simulation phase transformation
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Atomic-scale investigation of the mechanisms of deformation-induced martensitic transformation at ultra-cryogenic temperatures
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作者 Suning Li Philip J.Withers +1 位作者 Weiqiang Chen Kun Yan 《Journal of Materials Science & Technology》 2025年第7期138-150,共13页
Liquefied natural gas storage and transportation as well as space propulsion systems have sparked inter-est in the martensitic transformation and behaviours of 316 L stainless steels(SS)under ultra-cryogenic deformati... Liquefied natural gas storage and transportation as well as space propulsion systems have sparked inter-est in the martensitic transformation and behaviours of 316 L stainless steels(SS)under ultra-cryogenic deformation.In this study,high-resolution transmission electron microscopy(HRTEM)and molecular dy-namics(MD)simulations were used to investigate the atomic arrangements and crystalline defects of deformation-induced γ-austenite→ε-martensite→α'-martensite and γ→α'martensitic transforma-tions in 316 L SS at 15 and 173 K.Theγ→εtransformation involves the glide of Shockley partial dislocations on(111)γplanes without a change in atomic spacing.The formation of anα'inclusion in a singleε-band is achieved by a continuous lattice distortion,accompanied by the formation of a tran-sition zone ofα'and the expansion of the average atomic spacings due to dislocation shuffling.Asα'grows further intoγ,the orientation relationship(OR)of theα'changes by lattice bending.This pro-cess follows the Bogers-Burgers-Olson-Cohen model despite it not occurring on intersecting shear bands.Stacking faults and twins can also serve as nucleation sites forα'at 173 K.We also found that direct transformation of γ→α'occurs by the glide of √6aγ[11(2)]/12 dislocations on every(111)γplane with misfit dislocations.Overall,this study provides,for the first time,insights into the atomic-scale mech-anisms of various two-step and one-step martensitic transformations induced by cryogenic deformation and corresponding local strain,enhancing our understanding of the role of martensitic transformation under ultra-cryogenic-temperature deformation in controlling the properties. 展开更多
关键词 Cryogenic temperature Austenitic stainless steels Atomic arrangements HrtEM Martensitic transformation
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