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Achieving superior strength-ductility synergy of 2205 duplex stainless steel via dual-heterogeneous structure design 被引量:1
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作者 Wenxin Wang Xi Wang +5 位作者 Gang Lu Xutao Huang Bo Li Yujie Liu Jianjun Wang Chunming Liu 《Journal of Materials Science & Technology》 2025年第5期202-213,共12页
The trade-offbetween strength and ductility remains a persistent obstacle in the development of advanced structural materials.In the present study,a novel dual-heterogeneous structure with a bimodal grain distribution... The trade-offbetween strength and ductility remains a persistent obstacle in the development of advanced structural materials.In the present study,a novel dual-heterogeneous structure with a bimodal grain distribution in both ferrite and austenite phases was fabricated via cold rolling and partial recrystallization annealing on solution-treated 2205 duplex stainless steel(DSS).The processed steel exhibited superior mechanical properties,with the yield strength increasing from 586 MPa to 903 MPa,and the ultimate tensile strength from 796 MPa to 1082 MPa,while maintaining a high total elongation of 35.3%.Based on in-situ electron backscatter diffraction(EBSD)and scanning electron microscope(SEM)analyses,the microstructural deformation behavior and strengthening mechanisms of the dual-heterostructured 2205 DSS were elucidated.The outstanding combination of strength and ductility was ascribed to the synergistic effects of grain refinement,dislocation strengthening,and hetero-deformation induced(HDI)strengthening.Moreover,the high ductility in DSS was attributed to the coactivation of cross-slip systems in ferrite{110}and{112}along with the single-slip systems in austenite{111}.These findings provide a new strategy for the design and development of high-strength and ultra-high-strength DSSs. 展开更多
关键词 Heterostructured duplex stainless steel Bimodal grain Hetero-deformation induced hardening In-situ EBSD-SEM Slip system
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Ultra-high strength and ductility of eutectic high-entropy alloy with duplex heterostructure at room and cryogenic temperatures 被引量:1
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作者 Xiangkui Liu Jingying Liu +8 位作者 Chenglong Zhou Weixia Dong Xuecong Zhang Qianye Wang Huiqing Xu Xulong An Dandan Wang Wei Wei Zhenfei Jiang 《Journal of Materials Science & Technology》 2025年第18期187-193,共7页
Traditional metals often exhibit a trade-offbetween strength and plasticity,limiting their wide application of metals in aerospace,transportation,energy industry and other fields[1-3].In order to overcome this dilemma... Traditional metals often exhibit a trade-offbetween strength and plasticity,limiting their wide application of metals in aerospace,transportation,energy industry and other fields[1-3].In order to overcome this dilemma,high-entropy alloys(HEAs),proposed by Yeh et al.and Cantor et al.,are currently of great interest in the materials community due to their excellent mechanical properties[4-7].To further promote the wide application of HEAs in industrial production,Lu et al.developed a new eutectic high-entropy alloy(EHEAs)by combining the potential advantages of traditional eutectic alloys and HEAs[8-11]. 展开更多
关键词 room temperature DUCTILITY eutectic high entropy alloy strength ultra high strength trade off traditional metals duplex heterostructure
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Progress in weldability research of super and hyper duplex stainless steels
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作者 Aiguo Liu 《China Welding》 2025年第2期159-168,共10页
Super duplex stainless steels(SDSSs)and hyper duplex stainless steels(HDSSs),with more alloying elements content,are more corrosion resistant than the standard grades.Progresses of research works on weldability of SDS... Super duplex stainless steels(SDSSs)and hyper duplex stainless steels(HDSSs),with more alloying elements content,are more corrosion resistant than the standard grades.Progresses of research works on weldability of SDSSs and HDSSs in recent years are reviewed in this paper.If proper heat input is provided,SDSSs and HDSSs can be welded with most fusion welding processes,while tungsten inert gas welding is the most popular process.SDSSs and HDSSs are more prone to secondary phases precipitation than the standard and lean grades,and heat input for SDSSs and HDSSs welding is restricted to a smaller range.Matching filler materials are usually recommended for SDSSs and HDSSs welding,rather than Ni-riched ones for standard and lean grades.Nitrogen addition in shielding gas is always beneficial.Post weld heat treatment with slow cooling rate will be harmful.Hot cracking tendency of SDSSs and HDSSs joints is not high,but sometimes they can suffer from hydrogen induced stress cracking. 展开更多
关键词 WELDABILITY Super duplex stainless steel Hyper duplex stainless steel Phases balance Secondary phase CRACKING
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Corrosion and passivation behavior of sensitized SAF 2507 super-duplex stainless steel in hot concentrated seawater
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作者 Wen-bin Gao Yi Gu +4 位作者 Qing-lin Han Xiao-yan Gu Wei Guan Sheng-bin Zhao Wen-hang Li 《Journal of Iron and Steel Research International》 2025年第9期3026-3045,共20页
The precipitation behavior,corrosion,and passivation performance of solutionized and severely sensitized SAF 2507 super-duplex stainless steel subjected to a temperature of 900℃for 10 h are investigated in a twofold ... The precipitation behavior,corrosion,and passivation performance of solutionized and severely sensitized SAF 2507 super-duplex stainless steel subjected to a temperature of 900℃for 10 h are investigated in a twofold concentrated seawater at 60℃.The sensitized alloy exhibits 66.1%γphases and 33.9%σphases,and the originalαphases have completely decomposed through eutectoid transformation,resulting in a microstructure characterized by coarse blockyσ/γ2 aggregates.High defect densities and an increased amount of oxyhydroxides and hydroxides are present in the passive film on the sensitized alloy,thereby enhancing n-type semiconducting character.The inferior performance of the passive film on the sensitized alloy is ascribed to the increased potential drop across the film/solution interface,the high defect densities,and the pronounced n-type character of the passive film resulting from the variations in its constituents.The precipitation ofσphase during sensitization significantly increases intergranular corrosion susceptibility and decreases critical pitting temperature,breakdown potential,and polarization resistance in hot concentrated seawater. 展开更多
关键词 SENSITIZATION duplex stainless steel CORROSION PASSIVATION Sigma phase
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A Novel Cu-Modified 20Cr Lean Duplex Stainless Steel with Exceptional Combination of Mechanical Properties and Corrosion Resistance
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作者 Zheng-Hong Liu Ying Han +4 位作者 Jia-Peng Sun Ming-Kun Jiang Ying Song Guo-Qing Zu Xu Ran 《Acta Metallurgica Sinica(English Letters)》 2025年第8期1361-1370,共10页
Over the past few years,the Cu element has attracted much attention in duplex stainless steels.It undoubtedly holds advantageous in regulating the two-phase proportion and austenite stability and is also one of the cr... Over the past few years,the Cu element has attracted much attention in duplex stainless steels.It undoubtedly holds advantageous in regulating the two-phase proportion and austenite stability and is also one of the crucial factors affecting the corrosion resistance.However,the systematic research on the impact of Cu addition to lean duplex stainless steels remains insufficient.In this study,a novel Cu-alloyed Mn-N-type 20Cr lean duplex stainless steel was developed and the effect of Cu on the strain hardening capacity and corrosion resistance was analyzed.The results show that the Cu addition increases the volume fraction and stability of the austenite,retards the martensitic transformation,and extends the transformation-induced plasticity effect to a wider strain range.Compared to the Cu-free steel,the plasticity of Cu-containing steel can be increased by~26%.Additionally,the addition of Cu redistributes the Cr and N elements in the ferrite and austenite phases,thereby improving the corrosion resistance of the lean duplex stainless steel. 展开更多
关键词 Lean duplex stainless steel ALLOYING Strain hardening behavior Phase transformation Corrosion
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Formation of late-stage passive-roof duplexes in fold-and-thrust belts:Thrusting sequence and thermochronologic constraints from the Northern Apennines(Italy)
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作者 Marco Bonini Daniele Maestrelli +2 位作者 Domenico Montanari Federico Sani Maria Laura Balestrieri 《Geoscience Frontiers》 2025年第4期1-23,共23页
Passive-roof duplexes accommodate shortening at the mountain front of many fold-and-thrust belts worldwide.These structures typically manifest at the surface by hinterland-verging backthrusts that decouple thin-skinne... Passive-roof duplexes accommodate shortening at the mountain front of many fold-and-thrust belts worldwide.These structures typically manifest at the surface by hinterland-verging backthrusts that decouple thin-skinned thrust sheets from underlying foreland-verging duplexes.Although the main fac-tors controlling the development of passive-roof duplexes have mostly been identified,some of their intrinsic characteristics are still poorly defined.These relate to their spatio-temporal relationships to thrust faults located further inland in orogens,and their ability to transport younger rocks over older ones.This study explores these issues in the Casentino-Romagna axial sector of the Northern Apennines,which expose regional forethrusts and backthrusts.Detailed field mapping and analysis of superposed tectonic structures were integrated with apatite fission-track dating for constraining the tim-ing of rock exhumation and correlated tectonic events.Collectively,the results have allowed us to inter-pret the evolution of the study area in terms of two main deformation stages.Specifically,a first,long phase(D_(1))progressed from NE-directed,in-sequence thrusting(∼18 to∼10-9 Ma)to late out-of-sequence thrusting(∼8-5 Ma).A successive deformation phase,that we refer to as D_(2)(∼4-2 Ma),con-sisted of backthrusts and associated folds that were ubiquitous and systematically overprinted onto the foreland-verging D_(1)structures.Such retrovergent structures identify a late deformation phase dom-inated by the development of passive-roof duplexes that propagated hinterlandward into the orogen up to beyond the primary watershed ridge.Orogen-scale processes controlled the evolution of forelandward D_(1)-phase thrusts,although late erosion could have played a major role by bringing the Apennine thrust wedge toward an undercritical state.The latter conditions could have contributed to keeping the out-of-sequence thrusts active,and eventually promoted the development of the D_(2)passive-roof duplexes. 展开更多
关键词 Passive-roof duplexes Structural analysis Apatite fission-track dating Northern Apennines Critical wedge stability
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Finite time hybrid synchronization of heterogeneous duplex complex networks via time-varying intermittent control
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作者 Cheng-Jun Xie Xiang-Qing Lu 《Chinese Physics B》 2025年第4期354-363,共10页
This paper study the finite time internal synchronization and the external synchronization(hybrid synchronization)for duplex heterogeneous complex networks by time-varying intermittent control.There few study hybrid s... This paper study the finite time internal synchronization and the external synchronization(hybrid synchronization)for duplex heterogeneous complex networks by time-varying intermittent control.There few study hybrid synchronization of heterogeneous duplex complex networks.Therefore,we study the finite time hybrid synchronization of heterogeneous duplex networks,which employs the time-varying intermittent control to drive the duplex heterogeneous complex networks to achieve hybrid synchronization in finite time.To be specific,the switch frequency of the controllers can be changed with time by devise Lyapunov function and boundary function,the internal synchronization and external synchronization are achieved simultaneously in finite time.Finally,numerical examples are presented to illustrate the validness of theoretical results. 展开更多
关键词 finite time synchronization time-varying intermittent control duplex heterogeneous networks complex networks
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Hot deformation behavior of 2707 hyper duplex stainless steel
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作者 Ai-qin Wang Pei Liu +2 位作者 Chen-lu Liu Hang Wang Jing-pei Xie 《China Foundry》 2025年第6期691-700,共10页
The hot deformation behavior of 2707 hyper duplex stainless steel(HDSS)was investigated through a hot compression test at 950℃ to 1,250℃ at strain rates of 0.01 s^(-1) to 10 s^(-1).Observations from the flow stress ... The hot deformation behavior of 2707 hyper duplex stainless steel(HDSS)was investigated through a hot compression test at 950℃ to 1,250℃ at strain rates of 0.01 s^(-1) to 10 s^(-1).Observations from the flow stress curves reveal a balance between work hardening and dynamic recovery at the beginning of the deformation and subsequently demonstrate various softening mechanisms with the increase of strain.At high strain rates,dynamic recovery is the prevailing mechanism,whereas,at medium and low strain rates,dynamic recrystallization becomes dominant.The constitutive equation was constructed,and the deformation activation energy was calculated to be 645.46 kJ·mol^(-1).The hot processing map was drawn based on the dynamic material model at a strain of 0.8.The results indicate that the hot workability of 2707 HDSS decreases due to its high alloying content.The microstructure evolution of 2707 HDSS at 1,050℃ was identified by means of electron backscatter diffraction and transmission electron microscopy.The results demonstrate that the ferrite completes dynamic recrystallization at the strain rate of 1 s^(-1).The softening process of austenite is influenced by ferrite and mainly experiences dynamic recovery.The austenite located at the α/γ phase boundaries tends to undergo dynamic recrystallization. 展开更多
关键词 hyper duplex stainless steel hot deformation constitutive equation softening mechanism
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Influence of alternating magnetic field on corrosion and microstructure of 2205 duplex stainless steel welded joints
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作者 Yu-cheng Xing Zhen-bang Sun +1 位作者 Yong-quan Han Da-xing Zhang 《Journal of Iron and Steel Research International》 2025年第5期1341-1355,共15页
An alternating magnetic field(AMF)was introduced into the narrow gap laser-arc hybrid welding process for 2205 duplex stainless steel thick plates.The corrosion performance of the welded joints was evaluated through e... An alternating magnetic field(AMF)was introduced into the narrow gap laser-arc hybrid welding process for 2205 duplex stainless steel thick plates.The corrosion performance of the welded joints was evaluated through electrochemical studies.The results revealed that joints welded with the application of AMF had a lower corrosion current density compared to those welded without an external AMF.Additionally,these joints showed higher pitting potential and polarization resistance.Microscopic electrochemical analysis indicated that joints subjected to AMF exhibited minimal cathodic current in simulated seawater,with only slight fluctuations in the anodic current peak.Overall,the corrosion levels on the joint surfaces were relatively low.After 4 h of immersion in the corrosive medium,the average impedance of joints exposed to AMF increased by 60.7%compared to those not influenced by a magnetic field.These findings suggest that applying AMF during the narrow gap laser-arc hybrid welding process can significantly improve the corrosion resistance of duplex stainless steel welded joints,reducing their susceptibility to stress corrosion in seawater-like environments. 展开更多
关键词 duplex stainless steel Narrow gap welding Laser-arc hybrid welding Alternating magnetic field Corrosion resistance
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组织配分对2002双相不锈钢晶间腐蚀敏感性的影响
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作者 胡骞 刘馨雅 +2 位作者 康远程 黄峰 刘静 《武汉科技大学学报》 北大核心 2026年第1期24-30,共7页
针对经济型双相不锈钢2002组织配分与其晶间腐蚀敏感性的相关性问题,采用电化学测试手段,结合微观形貌观察和成分分析,研究了固溶处理对DSS 2002中两相占比和元素分布的影响规律,探讨了时效DSS 2002的晶间腐蚀机理。结果表明,经时效处... 针对经济型双相不锈钢2002组织配分与其晶间腐蚀敏感性的相关性问题,采用电化学测试手段,结合微观形貌观察和成分分析,研究了固溶处理对DSS 2002中两相占比和元素分布的影响规律,探讨了时效DSS 2002的晶间腐蚀机理。结果表明,经时效处理后的DSS 2002在DL-EPR测试后会同时呈现组织选择性腐蚀和晶间腐蚀两种局部腐蚀现象。组织选择性腐蚀归因于固溶过程α和γ相中合金元素含量差异导致的耐蚀性差异,而晶间腐蚀则源于时效过程富Cr相在晶界的析出。随着α相占比增大,Cr元素在α相中的含量下降,富Cr相在在α相晶间析出的敏感性也随之降低,富Cr相的团聚现象愈发轻微且不连续,伴随着富Cr相团聚析出贫Cr区占比也不断减少,晶间腐蚀敏感性由3.87%下降至0.91%。 展开更多
关键词 双相不锈钢 元素配分 晶间腐蚀 DL-EPR测试 选择性腐蚀
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基于深度学习的双相不锈钢应力-应变场预测模型
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作者 邓彩艳 丁汉星 +2 位作者 马艳文 刘永 龚宝明 《天津大学学报(自然科学与工程技术版)》 北大核心 2026年第1期25-30,共6页
通过人工智能技术深度解析金属材料多尺度构效关系,构建基于深度学习的成分-工艺-性能高通量逆向设计范式,在材料研发的过程中具有重要作用.本研究提出了一种基于条件生成对抗网络(CGAN)的端到端深度学习模型,用于研究双相不锈钢微观组... 通过人工智能技术深度解析金属材料多尺度构效关系,构建基于深度学习的成分-工艺-性能高通量逆向设计范式,在材料研发的过程中具有重要作用.本研究提出了一种基于条件生成对抗网络(CGAN)的端到端深度学习模型,用于研究双相不锈钢微观组织与力学性能之间的关系.该模型结合了博弈论思想,通过整合双相不锈钢微观组织图像及仪器化压痕试验获取的相组织力学性能数据,实现了微观组织-性能关系的直接预测.模型数据库通过基于微观组织的有限元模拟方法构建,确保了训练数据的高保真性.结果表明,该模型能够直接从双相不锈钢的微观组织预测应力-应变场,其预测结果与有限元模拟和实验数据高度吻合. 展开更多
关键词 双相不锈钢 纳米压痕 条件生成对抗网络 微观组织 应力-应变场
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Duplex PCR快速检测松材线虫 被引量:4
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作者 赵立荣 钟国强 廖金铃 《植物检疫》 北大核心 2004年第6期324-326,共3页
利用duplexPCR技术对松材线虫 (Bursaphelenchusxylophilus)与拟松材线虫 (B .mu cronatus)的rDNA部分核苷酸序列扩增。根据松材线虫与拟松材线虫的ITS1序列区别 ,设计出特异性引物 ,检测松材线虫的存在 ;在 5 8S ,2 8S保守序列区设计... 利用duplexPCR技术对松材线虫 (Bursaphelenchusxylophilus)与拟松材线虫 (B .mu cronatus)的rDNA部分核苷酸序列扩增。根据松材线虫与拟松材线虫的ITS1序列区别 ,设计出特异性引物 ,检测松材线虫的存在 ;在 5 8S ,2 8S保守序列区设计通用引物 。 展开更多
关键词 拟松材线虫 PCR快速检测 保守序列 特异性引物 通用引物 核苷酸序列 利用 扩增 PCR技术 DNA
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Characteristics of microstructure and performance of laser-treated electroless Ni-P/Ni-W-P duplex coatings 被引量:3
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作者 刘宏 郭荣新 刘铸 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2012年第12期3012-3020,共9页
Characteristics of microstructures of electroless Ni-P/Ni-W-P duplex coatings were investigated using SEM/EDX and XRD analysis techniques. Microhardness and wear behaviour of the coatings before and after laser crysta... Characteristics of microstructures of electroless Ni-P/Ni-W-P duplex coatings were investigated using SEM/EDX and XRD analysis techniques. Microhardness and wear behaviour of the coatings before and after laser crystallization were evaluated by measurements of hardnesses of coating surface and cross-section, and by unlubricated friction and wear experiments. The results indicate that it is possible to prepare electroless Ni-P/Ni-W-P duplex coatings by sequential immersion in two different plating baths. After laser crystallization, the microstructures of electroless Ni-P/Ni-W-P duplex coatings present the characteristics of higher degree of crystallization and larger grain size for outer layer Ni-W-P than inner Ni-P, but outer layer has a higher hardness. The wear resistance of laser-treated duplex coatings in a given process parameter conditions is superior to the as-plated ones. Laser treatment was performed directly in air without argon protection, which provides the possibility for application of industrialized production. 展开更多
关键词 electroless plating Ni-P/Ni-W-P duplex coating laser treatment adhesive wear NANOCRYSTALLIZATION
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测控计算机系统双工管理软件设计与优化
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作者 唐沛蓉 冯丽 范斐 《现代信息科技》 2026年第2期109-113,共5页
针对航天测控任务计算机系统的双机热备需求开展双工管理软件系统架构和功能设计,对状态检测、切换控制等关键流程进行了详细阐述,可满足物理机、虚拟机等多种部署要求。基于Linux操作系统调用机制提出了系统运行优化策略,经测试验证该... 针对航天测控任务计算机系统的双机热备需求开展双工管理软件系统架构和功能设计,对状态检测、切换控制等关键流程进行了详细阐述,可满足物理机、虚拟机等多种部署要求。基于Linux操作系统调用机制提出了系统运行优化策略,经测试验证该策略能够将双工软件心跳信号收发最大时延降低到10 ms以内,确保复杂环境下双工软件低延迟状态同步和高效稳定运行,为测控任务实施提供可靠保障。 展开更多
关键词 双工 心跳 故障检测
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老年脑缺血患者颅外段颈动脉的Duplex、MRA、DSA检查结果分析(附105例报告) 被引量:1
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作者 叶建荣 《心肺血管病杂志》 CAS 1996年第1期4-6,共3页
本文报告105例老年脑缺血患者作颅外段颈动脉彩色超声(Duplex)或/和磁共振造影(MRA)、数控减影血管造影(DSA)、手术探查的检查结果。甲组短暂性脑缺血(TIA)患者77例,经上述检查发现颈动脉存在不同程度的... 本文报告105例老年脑缺血患者作颅外段颈动脉彩色超声(Duplex)或/和磁共振造影(MRA)、数控减影血管造影(DSA)、手术探查的检查结果。甲组短暂性脑缺血(TIA)患者77例,经上述检查发现颈动脉存在不同程度的斑块性狭窄有44例(51.1%),乙组脑梗塞恢复后患者28例,颈动脉存在不同程度狭窄有14例(50.0%)。全组105例检出颈动脉有斑块性狭窄58例(55.2%)。作者在讨论中指出对脑缺血患者的颈动脉病变的筛选检查方法首选为彩色超声扫描。作者认为确诊颈动脉存在70%以上狭窄者,颈动脉内膜剥脱术是最好的治疗方法。 展开更多
关键词 短暂性 脑缺血 MRI DSA duplex
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2205双相不锈钢高氮焊材焊接接头组织与性能分析
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作者 任军 宋广军 +1 位作者 伍光风 陈晨 《热加工工艺》 北大核心 2026年第1期149-153,160,共6页
采用高氮焊条电弧焊焊接20 mm厚2205双相不锈钢板,分析接头的组织及力学性能。结果表明,接头强度、低温冲击韧性均达到标准要求,焊缝的强度高于母材的,冲击韧性以母材最好,热影响区次之,焊缝最差。焊缝组织主要由铁素体相和奥氏体相组成... 采用高氮焊条电弧焊焊接20 mm厚2205双相不锈钢板,分析接头的组织及力学性能。结果表明,接头强度、低温冲击韧性均达到标准要求,焊缝的强度高于母材的,冲击韧性以母材最好,热影响区次之,焊缝最差。焊缝组织主要由铁素体相和奥氏体相组成,奥氏体以块状、长条状等多种形态分布于铁素体基体上,在熔合线附近的焊缝中,奥氏体主要以短棒状和条状分布;在焊缝底部,出现了粗大的奥氏体晶粒;在焊缝底部热影响区的铁素体基体中心析出了二次奥氏体相。与焊态相比,固溶处理后焊缝中奥氏体含量增大,且随着固溶温度升高焊缝中奥氏体相比例升高。接头的硬度从焊缝中心到母材呈逐步降低的梯度分布。 展开更多
关键词 2205双相不锈钢 高氮焊条 固溶处理
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Duplex超声在脾肾静脉分流中的临床应用价值
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作者 杨卫平 蔡伟耀 +5 位作者 陈皓 邓侠兴 周光文 严佶祺 邵堂雷 李宏为 《上海医学》 CAS CSCD 北大核心 2001年第9期575-576,F003,共3页
关键词 门静脉高压症 脾肾静脉分流 duplex超声 血液动力学
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成对角接触球轴承的凸出量与力热性能关系研究
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作者 朱美彦 赵宏安 +2 位作者 阮崇禄 刘家禧 王智 《组合机床与自动化加工技术》 北大核心 2026年第1期168-174,共7页
凸出量是成对角接触球轴承选配过程中的重要参数之一,为了得到符合成对轴承性能需求的凸出量范围,建立了考虑凸出量的五自由度成对轴承拟静态力学模型,并考虑了联合载荷、轴承转速及轴承不同配置的影响,通过改进的牛顿迭代算法进行求解... 凸出量是成对角接触球轴承选配过程中的重要参数之一,为了得到符合成对轴承性能需求的凸出量范围,建立了考虑凸出量的五自由度成对轴承拟静态力学模型,并考虑了联合载荷、轴承转速及轴承不同配置的影响,通过改进的牛顿迭代算法进行求解,得到了凸出量与3种配置的成对轴承受力分配、载荷分布、刚度、生热量以及疲劳寿命等力热性能之间的影响关系。结果表明,串联配置成对轴承的力热性能受凸出量影响最大,并分析得到了定载荷工况对应凸出量的参考范围。 展开更多
关键词 成对角接触球轴承 凸出量 刚度 生热量 疲劳寿命
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多尺度特征融合与可解释机器学习在双相不锈钢冲击韧性预测中的应用
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作者 姜峒伯 朱德鑫 +6 位作者 商春磊 马浩林 汪水泽 高军恒 赵海涛 张朝磊 吴宏辉 《华北理工大学学报(自然科学版)》 2026年第1期29-38,共10页
铸态双相不锈钢因其高强高韧及优异耐点蚀特性,已广泛应用于海洋平台、石化管道及核电等苛刻环境。然而,传统以目标性能为导向的试错法成本高、周期长,难以满足材料快速设计的需求。本研究通过整合文献数据,收集铸态双相不锈钢的冲击韧... 铸态双相不锈钢因其高强高韧及优异耐点蚀特性,已广泛应用于海洋平台、石化管道及核电等苛刻环境。然而,传统以目标性能为导向的试错法成本高、周期长,难以满足材料快速设计的需求。本研究通过整合文献数据,收集铸态双相不锈钢的冲击韧性相关数据,构建涵盖“成分—工艺—组织—性能”的多尺度特征空间,提出“机器学习—SHAP—最优子集”建模框架。采用八种主流机器学习算法构建预测模型,十折交叉验证结果表明,XGBoost算法表现最优,其决定系数R2=0.767。结合SHAP分析与最优子集选择的解释性方法,将特征降维至6个关键指标,分别为Mn、N、铁素体含量、抗拉强度、时效温度及时效时间。通过逐级递进引入并量化多尺度特征的边际增益,模型R2提升至0.875。该研究不仅为双相不锈钢冲击韧性的低成本快速预测与优化提供了数据驱动支撑,也为其他钢种的相关研究奠定了基础。 展开更多
关键词 双相不锈钢 冲击韧性 机器学习 特征工程 SHAP分析
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多机器人协作系统在FPGA上的构建
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作者 张锦辉 邢晓曼 《集成电路与嵌入式系统》 2026年第2期34-42,共9页
针对现有相关研究中鲜有提出适合于FPGA平台的多机器人协作系统通用架构这一研究空白,介绍了一种基于FPGA的多机器人协作系统,该系统以UART通信协议为基础构建了机器人间的通信网络,通过设计的信息传递机制使得FPGA能接收所有机器人的... 针对现有相关研究中鲜有提出适合于FPGA平台的多机器人协作系统通用架构这一研究空白,介绍了一种基于FPGA的多机器人协作系统,该系统以UART通信协议为基础构建了机器人间的通信网络,通过设计的信息传递机制使得FPGA能接收所有机器人的数据并控制所有机器人,同时为应对异常情况,还为系统设计了报警机制和遥控模式。经过实际搭建起多机器人协作系统,并逐一验证其功能,证实了多机器人协作系统设计理念的可行性。 展开更多
关键词 FPGA UART 多机器人协作 全双工通信
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