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Data-driven casting defect prediction model for sand casting based on random forest classification algorithm 被引量:1
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作者 Bang Guan Dong-hong Wang +3 位作者 da shu Shou-qin Zhu Xiao-yuan Ji Bao-de Sun 《China Foundry》 SCIE EI CAS CSCD 2024年第2期137-146,共10页
The complex sand-casting process combined with the interactions between process parameters makes it difficult to control the casting quality,resulting in a high scrap rate.A strategy based on a data-driven model was p... The complex sand-casting process combined with the interactions between process parameters makes it difficult to control the casting quality,resulting in a high scrap rate.A strategy based on a data-driven model was proposed to reduce casting defects and improve production efficiency,which includes the random forest(RF)classification model,the feature importance analysis,and the process parameters optimization with Monte Carlo simulation.The collected data includes four types of defects and corresponding process parameters were used to construct the RF model.Classification results show a recall rate above 90% for all categories.The Gini Index was used to assess the importance of the process parameters in the formation of various defects in the RF model.Finally,the classification model was applied to different production conditions for quality prediction.In the case of process parameters optimization for gas porosity defects,this model serves as an experimental process in the Monte Carlo method to estimate a better temperature distribution.The prediction model,when applied to the factory,greatly improved the efficiency of defect detection.Results show that the scrap rate decreased from 10.16% to 6.68%. 展开更多
关键词 sand casting process data-driven method classification model quality prediction feature importance
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每日工作重塑和恢复体验与次日职业倦怠的关系:个人资源和工作资源的中介作用
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作者 张晓龙 笪姝 +1 位作者 高春荣 张西超 《心理科学》 CSSCI CSCD 北大核心 2024年第3期648-656,共9页
在日常工作中,员工会采用不同策略应对压力,这些策略会对职业倦怠产生不同的影响。基于工作要求-资源模型,关注每日工作重塑、恢复体验和员工次日职业倦怠的关系以及个人资源和工作资源的中介作用。以112名全职员工为研究对象,开展连续1... 在日常工作中,员工会采用不同策略应对压力,这些策略会对职业倦怠产生不同的影响。基于工作要求-资源模型,关注每日工作重塑、恢复体验和员工次日职业倦怠的关系以及个人资源和工作资源的中介作用。以112名全职员工为研究对象,开展连续10个工作日的日记法研究。结果表明:每日工作重塑通过个人资源和工作资源与次日的职业倦怠负相关;员工每日恢复体验通过个人资源与次日的职业倦怠负相关。结果验证了职业倦怠的状态理论,对于未来每天的职业倦怠应对研究具有积极的意义。 展开更多
关键词 职业倦怠 工作重塑 恢复体验 个人资源 工作资源
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睡眠与工作:相互作用机制 被引量:14
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作者 盛小添 刘耔含 +3 位作者 张西超 郭恒 笪姝 周诗怡 《心理科学进展》 CSSCI CSCD 北大核心 2018年第10期1844-1856,共13页
睡眠问题在现代社会的职场人士中日益严重,受到研究者广泛关注。本文基于近年来国内外重要的实证研究,对工作场所中睡眠问题的界定、测量、影响因素与影响后果进行了系统梳理。总体来看,研究者主要从睡眠时长、睡眠质量两个维度衡量个... 睡眠问题在现代社会的职场人士中日益严重,受到研究者广泛关注。本文基于近年来国内外重要的实证研究,对工作场所中睡眠问题的界定、测量、影响因素与影响后果进行了系统梳理。总体来看,研究者主要从睡眠时长、睡眠质量两个维度衡量个体睡眠情况,并通过客观的仪器记录和主观的自我报告两种方式进行测量。影响个体睡眠情况的因素可分为环境因素、认知因素和行为因素三类,同时不良的睡眠情况又会对员工的心理层面与行为层面产生消极影响,引发组织偏离行为和工作事故等。未来的研究可深入探讨睡眠的研究方法,关注纵向设计与实验室实验等方法,并着眼于影响睡眠的因素与相关调节变量,为管理政策的制定提出意见,同时关注高龄工作者的睡眠问题以及工作–家庭冲突对睡眠的影响。 展开更多
关键词 睡眠 工作场所 情绪 工作绩效 干预
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心理健康素养的概念、测量及影响因素 被引量:31
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作者 郭恒 盛小添 +2 位作者 笪姝 贾子豪 张西超 《中国健康教育》 北大核心 2017年第10期918-922,共5页
心理健康素养是指帮助个体认识、管理、防护有关心理疾患的知识或信念,测量方法包括情景案例访谈法与量表测量等,现有工具信度、效度有待提高,测量成分有待全面。诸多因素能够影响心理健康素养,心理障碍高危群体与周围人群的心理健康素... 心理健康素养是指帮助个体认识、管理、防护有关心理疾患的知识或信念,测量方法包括情景案例访谈法与量表测量等,现有工具信度、效度有待提高,测量成分有待全面。诸多因素能够影响心理健康素养,心理障碍高危群体与周围人群的心理健康素养水平值得关注,过低的心理健康素养可能延迟求助行为、减弱心理治疗的效果。未来可构建完整的心理健康素养概念内涵与开发有效的测量工具。 展开更多
关键词 心理健康 心理健康素养 心理障碍
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A review of refractory high-entropy alloys 被引量:6
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作者 Yu-sheng TIAN Wen-zhe ZHOU +6 位作者 Qing-biao TAN Ming-xu WU Shen QIAO Guo-liang ZHU An-ping DONG da shu Bao-de SUN 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2022年第11期3487-3515,共29页
This work reviews recent progress in the alloy design,microstructure,and mechanical properties of refractory high-entropy alloys(RHEAs).What’s more,the underlying strengthening mechanisms and deformation behavior are... This work reviews recent progress in the alloy design,microstructure,and mechanical properties of refractory high-entropy alloys(RHEAs).What’s more,the underlying strengthening mechanisms and deformation behavior are discussed.Composed mainly of near-equimolar refractory elements,RHEAs have superior mechanical properties,especially at high temperatures.However,many of them have limited room-temperature ductility.Much work has been done to solve this trade-off,and some of the RHEAs have the potential to be used for high-temperature applications in the future.In addition to their mechanical properties,RHEAs have other attractive properties,such as biocompatibility and wear resistance,which are discussed.Finally,current problems and future suggestions for RHEAs are discussed. 展开更多
关键词 refractory high-entropy alloys MICROSTRUCTURE high-temperature strength mechanical properties dislocations
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Effect of trace boron on grain refinement of commercially pure aluminum by Al-5Ti-1B 被引量:2
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作者 Fei XIAO Ming-xu WU +8 位作者 Yi-xiao WANG Wen-zhe ZHOU shu-bin WANG Dong-hong WANG Guo-liang ZHU Michael JIANG da shu Jia-wei MI Bao-de SUN 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2022年第4期1061-1069,共9页
The effect of boron content on grain refinement of commercially pure aluminum by Al-5Ti-1B was quantitatively assessed.When the boron content is less than 0.03 wt.%,the refining performance of Al-5Ti-1B gradually is w... The effect of boron content on grain refinement of commercially pure aluminum by Al-5Ti-1B was quantitatively assessed.When the boron content is less than 0.03 wt.%,the refining performance of Al-5Ti-1B gradually is weakened as the boron content increases,which is attributed to the reaction of boron with the Al_(3)Ti interlayer on TiB_(2)and the consumption of solute Ti.On the contrary,when the boron content exceeds 0.03 wt.%,the refining performance of Al-5Ti-1B gradually recovers with increasing boron content,which is related to the formation of primary AlB_(2)particles that provide additional nucleant substrates. 展开更多
关键词 aluminum alloy casting Al-5Ti-1B grain refinement boron treatment NUCLEATION
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Nano-size carbide-reinforced Ni matrix composite prepared by selective laser melting 被引量:2
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作者 Rui Wang Guoliang Zhu +6 位作者 Chao Yang Wei Wang Donghong Wang Anping Dong da shu Liang Zhang Baode Sun 《Nano Materials Science》 CAS 2020年第4期316-322,共7页
Thermally stable nano-size ceramic particles are the preferred reinforcements for superalloys as they improve the alloys'microstructural stability and high-temperature properties.In this work,very dense and crack-... Thermally stable nano-size ceramic particles are the preferred reinforcements for superalloys as they improve the alloys'microstructural stability and high-temperature properties.In this work,very dense and crack-free carbidereinforced GTD222(nickel-based superalloy)composites were prepared via selective laser melting(SLM).The distribution of TiC nanoparticles presents a three-dimensional(3D)network structure in the SLMed TiC/GTD222 composite.Mechanical testing revealed that the SLMed TiC/GTD222 composite has superior strength(UTS?1320 MPa,YS?1100 MPa)compared to the SLMed GTD222 superalloy.The GTD22 alloy reinforced with carbide nanoparticles’distinctive microstructure and its excellent mechanical properties for is discussed. 展开更多
关键词 TiC/GTD222 composite Three-dimensional network structure Selective laser melting Microstructure Mechanical properties
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Heat treatment effects on the metastable microstructure,mechanical property and corrosion behavior of Al-added CoCrFeMnNi alloys fabricated by laser powder bed fusion
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作者 Decheng Kong Li Wang +10 位作者 Guoliang Zhu Yiqi Zhou Xiaoqing Ni Jia Song Liang Zhang Wenheng Wu Wei Wu Cheng Man da shu Baode Sun Chaofang Dong 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2023年第7期171-182,共12页
With the development of aerospace and transportation,high-strength structural materials manufactured by additive manufacturing techniques get more attention,which allows the production of counterparts with complex str... With the development of aerospace and transportation,high-strength structural materials manufactured by additive manufacturing techniques get more attention,which allows the production of counterparts with complex structures.This work investigates Al-added CoCrFeMnNi high-entropy alloys(Al-HEAs)pre-pared by laser powder bed fusion(PBF-LB),adding 4.4 wt.%Al reducing approximately 7%density.The contribution of post-heat-treatment to microstructure,mechanical properties,and corrosion behaviors are explored.Hot cracking along with grain boundaries in the as-built PBF-LB Al-HEAs is determined,which comes from the residual liquid film as a larger solidification temperature range by adding Al.The PBF-LB Al-HEAs mainly consist of a face-centered cubic(FCC)matrix with Al/Ni/Mn decorated dislocation cells therein and a minor body-centered cubic(BCC)phase.Upon 850℃ annealing treatment,massive BCC phases(ordered NiAl and disordered Cr-rich precipitates)generate at the dislocation cell/grain bound-aries and the dislocation cells are still retained.However,the volume fraction of BCC phases and the dislocation cells vanish after 1150℃ solution treatment.As a result,Al-HEA850 shows an over 1000 MPa yield strength with nearly no ductility(<3%);the Al-HEA1150 exhibits considerable strength-ductility properties.Meanwhile,the Al-HEA850 demonstrates the worst pitting corrosion resistance due to the preferential dissolution of the NiAl precipitates in chloride-containing solutions.After comparatively de-liberating the evolution of strength-ductility and localized corrosion,we built a framework about the effects of the heat treatment on the mechanical property and degradation behavior in additively manu-factured Al-added high-strength HEAs. 展开更多
关键词 High entropy alloy Laser powder bed fusion Heat treatment Dislocation cell Mechanical property Corrosion behavior
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纳米WC增强Ni基涂层组织及摩擦磨损性能 被引量:7
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作者 疏达 崔祥祥 +5 位作者 李铸国 孙际超 王刚 司武东 戴思超 陈许 《激光与光电子学进展》 CSCD 北大核心 2020年第21期178-186,共9页
为增强42CrMo钢表面硬度及耐磨性,利用半导体激光器在基体表面制备了质量分数分别为0、10%、20%、30%及40%nano-WC粉末的Ni60增强涂层。采用OM、SEM、EDS、XRD对试样的微观组织与相成分进行表征,利用数显显微硬度计和高温摩擦磨损试验... 为增强42CrMo钢表面硬度及耐磨性,利用半导体激光器在基体表面制备了质量分数分别为0、10%、20%、30%及40%nano-WC粉末的Ni60增强涂层。采用OM、SEM、EDS、XRD对试样的微观组织与相成分进行表征,利用数显显微硬度计和高温摩擦磨损试验机进行力学性能及摩擦磨损性能测试。结果表明,nano-WC增强Ni60涂层表面成形良好。增强涂层的组织形貌呈条状、树枝状、鱼骨状、块状和粒状;物相以奥氏体Ni-Fe相为主,nano-WC一部分保留下来,一部分形成了W2C新相;涂层中还生成有Cr23C6、M6C、Cr7C3复合碳化物及CrB和NiW等复杂化合物。nano-WC增强涂层的显微硬度最大可达1256 HV0.2,比Ni60合金涂层提高了约50%。增强涂层的最小磨损体积为1.29mm 3,仅为Ni60合金涂层的1/7;增强涂层平均摩擦系数可低至0.275,而Ni60合金涂层平均摩擦系数为0.530,降低了约48%。摩擦磨损研究表明nano-WC增强涂层磨损机制主要为黏着磨损,同时还伴有轻微的磨粒磨损。 展开更多
关键词 激光光学 纳米碳化钨 激光熔覆 NI60合金 微观组织 摩擦磨损性能
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Relationship of particle stimulated nucleation,recrystallization and mechanical properties responding to Fe and Si contents in hot-extruded 7055 aluminum alloys 被引量:13
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作者 Huan She da shu +3 位作者 Anping Dong Jun Wang Baode Sun Hongchang Lai 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2019年第11期2570-2581,共12页
The variations of coarse intermetallic particles in hot-extruded 7055 aluminum alloys with 0.041 wt%Fe and 0.024 wt%Si increasing to 0.272 wt%Fe and 0.134 wt%Si were investigated.The particle stimulated nucleation(PSN... The variations of coarse intermetallic particles in hot-extruded 7055 aluminum alloys with 0.041 wt%Fe and 0.024 wt%Si increasing to 0.272 wt%Fe and 0.134 wt%Si were investigated.The particle stimulated nucleation(PSN)behaviors for different kind of coarse particles were detailly analyzed by EBSD.Moreover,the effect of PSN responding to Fe and Si contents on recrystallization and tensile properties of 7055 alloys was evaluated.With increasing Fe and Si contents,the size and number density of coarseη/S particles are reduced,while the number densities of coarse Al7Cu2 Fe and Mg2Si particles are both increased and the coarse Al7Cu2 Fe particles transform from rod-like to irregular.More PSN recrystallized grains with predominant orientations deviated from the extruded fiber textures are stimulated by the irregular Al7Cu2 Fe and Mg2Si particles,because a higher degree of local non-uniform deformation is produced.The rod-like Al7Cu2 Fe particles cause the greatest degree of local non-uniform deformation owing to the largest aspect ratio,but the shape also restricts the area of particle deformation zone(PDZ)resulting in fewer PSN recrystallized grains.The irregularη/S particles give rise to the lowest degree of local non-uniform deformation and fewest PSN recrystallized grains with the major orientations close to the extruded fiber textures.Consequently,despite the number and size of coarseη/S particles are reduced,the proportion of high angle grain boundaries(HAGBs)is increased and the extruded fiber textures are weakened with Fe and Si contents increasing,because of the increased Al7Cu2 Fe and Mg2Si particles.The strength is slightly declined by the weakened<111>//ED(extrusion direction)fiber texture,while the elongation is reduced for a larger number of coarse particles and more HAGBs with higher Fe and Si contents. 展开更多
关键词 7055 aluminum alloy PARTICLES RECRYSTALLIZATION TEXTURE Mechanical properties
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Effects of Mg Addition on Inclusions Formation and Resultant Solidification Structure Changes of Ti-stabilized Ultra-pure Ferritic Stainless Steel 被引量:4
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作者 Ying-tie XU Zhao-ping CHEN +3 位作者 Mao-tao GONG da shu Yue-mei TIAN Xiang-qian YUAN 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2014年第6期583-588,共6页
The effects of Mg addition on the formation of nonmetallic inclusions and solidification structure of Ti-sta- bilized ultra-pure ferritie stainless steels were investigated by experimentally casting ingots with differ... The effects of Mg addition on the formation of nonmetallic inclusions and solidification structure of Ti-sta- bilized ultra-pure ferritie stainless steels were investigated by experimentally casting ingots with different composi tions. Thermodynamic analyses on the formation of complex inclusions after adding Mg into steels were carried out combined with the scanning electron microscopy energy dispersive spectrometry (SEM EDS) analysis. And the EDS analysis showed that in steel samples with Mg addition, a new spinel crystal phase combined with AI2O3- TiOx formed. It was also found that after Mg addition, the proportions of equiaxed grain zone of 409L, 4003, 439 and 443NT steels increased from 10.2%, 21.8%, 13.4% and 18.6% to 84.3%, 92.3%, 91.1% and 100.0%, respec tively. Since the planar disregistry between spinel and TiN is 5. 1%0, spinel could promote the precipitation of TiN and increase the number density of TiN inclusions in steel melts. The mechanism of solidification structure refinement after adding Mg into steels supposed that the complex inclusions of spinel and TiN in high number density enhanced columnar-to-equiaxed transition, since the planer disregistry between δ phase and spinel is 1.4 %. 展开更多
关键词 ferritic stainless steel Mg additionl inclusion TiN solidification structurel disregistry
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Dislocation glide and mechanical twinning in a ductile VNbTi medium entropy alloy 被引量:3
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作者 Mingxu Wu shubin Wang +4 位作者 Fei Xiao Guoliang Zhu Chao Yang da shu Baode Sun 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2022年第15期210-215,共6页
An equiatomic VNbTi medium-entropy alloy with outstanding tensile properties and unique deformation behavior is reported.The screw dislocation glide,deformation twinning,and dislocation accumulation induced kink bands... An equiatomic VNbTi medium-entropy alloy with outstanding tensile properties and unique deformation behavior is reported.The screw dislocation glide,deformation twinning,and dislocation accumulation induced kink bands are identified as three deformation mechanisms that contribute to a large elongation above 20%.The{112}<111>twins are activated at the beginning of the yield stage accompanied by sudden stress-drop and pronounced acoustic emission.Dislocations dominate subsequent tensile deformation,and the prevalent multiplanar dislocation slip promotes the formation of complex dislocation configurations(e.g.,debris,dipoles,and loops)and dense dislocation networks.The twin bands and kink bands can further impede the dislocation motion meanwhile effectively alleviate stress concentration.The synergistic activation of these deformation mechanisms provides new opportunities to design ductile refractory medium-and high-entropy alloys. 展开更多
关键词 Medium-entropy alloy Mechanical twinning Screw dislocation Multiplanar slip Tensile deformation
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Influence Factors of Aluminum–Slag Interfacial Reaction Under Electric Field
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作者 Xin-Yu Lv An-Ping Dong +2 位作者 Jun Wang da shu Bao-De Sun 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2017年第8期753-761,共9页
The interfacial reaction between aluminum melt and molten slag under an electric field plays a significant role in aluminum electro-slag refining. Here we studied this interracial reaction within 680 and 820 ℃ under ... The interfacial reaction between aluminum melt and molten slag under an electric field plays a significant role in aluminum electro-slag refining. Here we studied this interracial reaction within 680 and 820 ℃ under an electric field between 0 and 9 V. The evolution of aluminum composition was analyzed by inductively coupled plasma atomic emission spectroscopy. The dominant factor during the interfacial reaction was identified through orthogonal experiments, in which the slag-to-aluminum mass ratio, initial silicon concentration, electric voltage, reaction time, and temperature were selected as the influence factors. The greatest influence factor on the interracial reaction was found to be the reaction time. Also, single-factor experiments revealed that the reaction kinetic processes largely obeyed an irreversible kinetic model, and the silicon removal efficiency was enhanced by increasing the voltage and slag/metal ratio. 展开更多
关键词 Molten salts Interfacial reaction SILICON Electric field ALUMINUM Kinetic model
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In Situ Investigation of Si-Poisoning Effect in Al-Cu-Si Alloys Inoculated by Al-5Ti-1B
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作者 Yiwang Jia Dongfu Song +3 位作者 Nan Zhou Kaihong Zheng Yanan Fu da shu 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2022年第1期146-156,共11页
In situ synchrotron X-radiography was carried out on Al-13 Cu and Al-13 Cu-7 Si alloys with and without addition of Al-5 Ti-1 B master alloy.The effects of Si content on grain growth and the solute-suppressed nucleati... In situ synchrotron X-radiography was carried out on Al-13 Cu and Al-13 Cu-7 Si alloys with and without addition of Al-5 Ti-1 B master alloy.The effects of Si content on grain growth and the solute-suppressed nucleation zone(SSNZ)were quantitatively studied.The average grain size can be refined to 164μm of Al-13 Cu alloy inoculated by Al-5 Ti-1B.After addition of 7%Si content,a large number of TiB 2 sites in the melt lost the inoculating ability due to"Si poisoning."The radius of the dendrite tip curvature of Al-13 Cu is more than two times as large as that of Al-13 Cu-7 Si.The sharper tip is able to disperse the solute more effectively and thus grains can grow more rapidly.This causes that the dendrite arm growth rate with addition of 7%Si solute is about 2.6 times that of no Si addition.In addition,the solute enrichment in the SSNZ of Al-13 Cu is faster,and the area change of SSNZ is slower than that of Al-13 Cu-7 Si.Thus more nucleation sites in the SSNZ cannot be activated with addition of Si.This study will shed light on the understanding of Si poisoning in casting Al-Cu-Si alloys. 展开更多
关键词 Al-Si alloy Dendrite tip Si poisoning X-ray radiography Al-5Ti-1B
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苍山
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作者 大树 《中国诗歌》 2017年第1期124-124,共1页
关键词 苍山 山东 父亲
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钓鱼
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作者 大树 《中国诗歌》 2017年第1期124-124,共1页
关键词 钓鱼 老人
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无常
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作者 大树 《中国诗歌》 2017年第1期124-125,共2页
关键词 无常
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不分左右的波密藏靴
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作者 达叔 《西藏人文地理》 2019年第3期102-102,共1页
在西藏林芝市波密县,有一个被桃花笼罩的乡镇——多吉乡。多吉乡位于帕隆藏布上游的曲宗藏布南岸,有近六百户人家,三千多人。多吉乡有“西巴斗熊戏”、“波央”(波密当地一种民歌演唱形式)、“达颇夏卓”(战舞)、“帕雄热巴”(舞蹈)、... 在西藏林芝市波密县,有一个被桃花笼罩的乡镇——多吉乡。多吉乡位于帕隆藏布上游的曲宗藏布南岸,有近六百户人家,三千多人。多吉乡有“西巴斗熊戏”、“波央”(波密当地一种民歌演唱形式)、“达颇夏卓”(战舞)、“帕雄热巴”(舞蹈)、“说白”(说唱)、竹编筐、达大赛马、藏靴等多项非物质文化遗产。 展开更多
关键词 非物质文化遗产 演唱形式 多吉
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