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Structure and wear resistance of TiN and TiAlN coatings on AZ91 alloy deposited by multi-arc ion plating 被引量:8
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作者 赵晖 王晓辉 +2 位作者 刘秋雷 陈立佳 刘正 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2010年第B07期679-682,共4页
In order to investigate the microstructure of TiN and TiAlN coatings and their effect on the wear resistance of Mg alloy, TiN and TiAlN coatings were deposited on AZ91 magnesium alloy by multi-arc ion plating technolo... In order to investigate the microstructure of TiN and TiAlN coatings and their effect on the wear resistance of Mg alloy, TiN and TiAlN coatings were deposited on AZ91 magnesium alloy by multi-arc ion plating technology.TiN and Ti70Al30N coatings were prepared on the substrate,respectively,which exhibited dark golden color and compact microstructure.The microstructures of TiN and Ti70Al30N coatings were investigated by X-ray diffractometry(XRD)and scanning electron microscopy(SEM).The micro-hardness and wear resistance of TiN and Ti70Al30N coatings were investigated in comparison with the uncoated AZ91 alloy. The XRD peaks assigned to TiN and TiAlN phases are found.The hardness of TiN coatings is two times as high as that of AZ91 alloy, and Ti70Al30N coating exhibits the highest hardness.The wear resistance of the hard coatings increases obviously as result of their high hardness. 展开更多
关键词 AZ91 magnesium alloy TiN coating TiAlN coating multi-arc ion plating microstructure HARDNESS wear resistance
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Characteristics of non-thermal AC arcs in multi-arc generator 被引量:2
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作者 Qifu Lin Yanjun Zhao +5 位作者 Wenxue Duan Guohua Ni Xinyue Jin Siyuan Sui Hongbing Xie Yuedong Meng 《Chinese Physics B》 SCIE EI CAS CSCD 2019年第12期255-267,共13页
To obtain large-volume non-thermal arc plasma(NTAP), a multiple NTAP generator with three pairs of electrodes has been developed. The arc plasma characteristics, including dynamic process, spatial distribution, and ro... To obtain large-volume non-thermal arc plasma(NTAP), a multiple NTAP generator with three pairs of electrodes has been developed. The arc plasma characteristics, including dynamic process, spatial distribution, and rotation velocity in the discharge zone, were investigated by high speed photograph and image processing methods. The results showed that the dynamic behaviors and spatial distribution of the arc plasma were strongly related to the electrode configuration.A swirl flow of multi-arc plasma was formed by adjusting the electrode configuration, and a steady luminance area was clearly observed in the center of the discharge zone. Moreover, the size of the luminance area increased by decreasing the gas flow rate. The electrical connection in series could be formed between/among these arc columns with their respective driving power supplies in the multi-arc dynamic evolution process. An approximately periodical process of acceleration and deceleration of the arc rotation velocity was observed in the multi-arc generator with swirl flow configuration. In general, the mean velocity of arc rotation was higher in the multi-arc generator with swirl flow configuration when a pair of electrodes driven by a power supply were opposite to each other rather than adjacent. 展开更多
关键词 CHARACTERISTICS multiple arc plasma multi-arc generator non-thermal arc
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EXPERIMENTAL STUDY ON SUPERFICIAL COAT OF GEARS OF NITRIDED 32Cr2MoV COATED WITH TiN FILM BY MULTI-ARC ION PLATING 被引量:2
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作者 LI Hui LI Runfang +1 位作者 XU Hongbin ZHANG Jin 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2007年第4期52-56,共5页
After 32CrMoV is selected to manufacture nitrided gears coated with TiN by multi-arc ion plating, all of these uncoated gears and coated gears run in the gearbox under the same initial conditions so as to compare thei... After 32CrMoV is selected to manufacture nitrided gears coated with TiN by multi-arc ion plating, all of these uncoated gears and coated gears run in the gearbox under the same initial conditions so as to compare their difference concerning properties and microstructure. Experiment results indicate that tooth surface of the coated-TiN gears does not suffer surface abnormalities in meshed zone. Instead, the gears with nitrided case exhibit an abrasion mark on the meshed zone of tooth surface, which results in more weight loss of nitrided gears. The morphology of the surface suggests TiN film with more than 2 000 HV is so dense and smooth that coated-TiN gears have higher wear resistance compared with the uncoated gears. The microstructure of coated-TiN gears is finer, hardness is higher and its distribution of coated-TiN gears is more reliable than uncoated ones, which makes nitride layer combined with TiN film tightly. Consequently, the wear-resistance of gears has been dramatically promoted. 展开更多
关键词 GEAR multi-arc ion plating TiN Wear-resistance
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High temperature oxidation resistance of CrN/(Ti,Al,Zr,Cr)N bilayer films deposited by multi-arc ion plating 被引量:1
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作者 Shi-lu Zhao Zhen Zhang +3 位作者 Jun Zhang Jian-ming Wang Zheng-gui Zhang Shuang-hong Wang 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2017年第3期343-349,共7页
CrN/(Ti,Al,Zr,Cr) N bilayer films were successfully deposited on cemented carbide( WC-8% Co) substrates by multi-arc ion plating process using two Ti-Al-Zr alloy targets and one pure Cr target. As a result of bila... CrN/(Ti,Al,Zr,Cr) N bilayer films were successfully deposited on cemented carbide( WC-8% Co) substrates by multi-arc ion plating process using two Ti-Al-Zr alloy targets and one pure Cr target. As a result of bilayered structure and addition of alloying elements( e. g. Al and Cr),the films exhibited excellent high temperature oxidation resistance under both short-term isothermal( up to 800 ℃) and long-term cyclic( up to 600 ℃) exposure conditions. Combined with pre-established outstanding tribological properties( e. g. maximum hardness of 4 000HV0. 01 and maximum adhesion strength over 200 N),these observations make such films quite a promising candidate to extend the cutting tool life span and boost the performance in high-productivity,high-speed and high-feed cutting or in dry machining conditions. 展开更多
关键词 NITRIDE Bilayer film Cemented carbide multi-arc ion plating High temperature oxidation resistance
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Structure and Tribological Properties of CrTiAlN Coatings Deposited by Multi-Arc Ion Plating 被引量:1
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作者 田灿鑫 杨兵 +4 位作者 何俊 王红军 王泽松 王广甫 付德君 《Plasma Science and Technology》 SCIE EI CAS CSCD 2011年第1期55-60,共6页
CrTiAIN coatings were prepared by using a home-made industrial scale multi-arc ion plating system. The coatings were found to be composites of face-center-cubic CrN and TiN. The surface roughness, microhardness, and t... CrTiAIN coatings were prepared by using a home-made industrial scale multi-arc ion plating system. The coatings were found to be composites of face-center-cubic CrN and TiN. The surface roughness, microhardness, and tribological properties of the films were significantly affected by the nitrogen pressure and dc-pulsed bias voltage applied to the substrate. The CrTiA1N coatings with the smoothest surfaces were obtained at optimum conditions of nitrogen pressure of 5.0 Pa and bias voltage of -200 V. The samples were found to exhibit a hardness of 2900 HV0.05 with an average friction coefficient of 0.16 and wear rate of 1.5× 10^-16 m^3/N.m against cemented carbide. 展开更多
关键词 multi-arc ion plating CrTiAIN MICROHARDNESS surface morphology friction coellicient wear rate
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Dynamic characteristics of multi-arc thermal plasma in four types of electrode configurations 被引量:1
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作者 Yanjun ZHAO Guohua NI +6 位作者 Wei LIU Hongmei SUN Siyuan SUI Dongdong LI Huan ZHENG Zhongyang MA Chi ZHANG 《Plasma Science and Technology》 SCIE EI CAS CSCD 2022年第5期183-194,共12页
The enhanced volume of thermal plasma is produced by a multi-arc thermal plasma generator with three pairs of discharge electrodes driven by three directed current power suppliers.Combined with a high-speed camera and... The enhanced volume of thermal plasma is produced by a multi-arc thermal plasma generator with three pairs of discharge electrodes driven by three directed current power suppliers.Combined with a high-speed camera and an oscilloscope,which acquire optical and electric signals synchronously,the dynamic behavior of different kinds of multi-arc discharge adjusted by the electrode arrangement is investigated.Also,the spatial distributions and instability of the arc discharge are analyzed in four electrode configurations using the gray value statistical method.It is found that the cathodic arcs mainly show a contracting state,while the anodic arcs have a trend of transition from shrinkage to a diffusion-like state with the increase of the discharge current.As a result of the adjustment of the electrode configuration,a high temperature region formed in the center of the discharge region in configurations of adjacent electrodes with opposite flow distribution and opposite electrodes with swirl flow distribution due to severe fluctuation of arcs.The discharge voltage rises with increased discharge current in this novel multi-arc plasma generator.It is also found that anode ablation mainly occurs on the conical surface at the copper electrode tip,while cathode erosion mainly occurs on the surface of the inserted tungsten and the nearby copper. 展开更多
关键词 multi-arc electrode configuration dynamic character EROSION
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MULTI-ARC BASIN SYSTEM OF THE KUNLUN OROGENIC BELT AND PAN-CATHYSIAN CONTINENTAL ACCRETION 被引量:1
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作者 YIN Fuguang, PAN Guitang and LI Xingzhen(Chengdu Institute of Geology and Mineral Resources, Chengdu, SC610081, China) 《Geotectonica et Metallogenia》 2003年第1期145-155,共11页
After Rodinia supercontinent was disintegrated in Late Proterozoic, an ocean, namely, Tethys Ocean, occurred between Gondwana continental group and Pan-Cathaysian continental group from Late Proterozoic to Mesozoic. F... After Rodinia supercontinent was disintegrated in Late Proterozoic, an ocean, namely, Tethys Ocean, occurred between Gondwana continental group and Pan-Cathaysian continental group from Late Proterozoic to Mesozoic. From Early Paleozoic to Mesozoic, Tethys Ocean was subducted toward Pan-Cathaysian block group, which results in backarc expansion, arc-land collision and forearc accretion. When the backarc basin expands and reaches the small oceanic basin, ophiolite melange will be generated. As accretion had already occurred in the south of the continental margin in the earlier stage, the succeeding backarc expansion and the frontal arc position were migrated toward south correspondingly. Therefore, multiple ophiolite belts and magmatic rock belts occurred, and show a trend of decreasing age from north toward south. As the continental margin was split and migrated toward south and reached a high latitude position, i.e., with the shortening and subduction of oceanic crust, the sedimentary bodies at high latitude was accreted continuously toward low latitude area together with the formation of oceanic island, mixing of cold-type and warm-type organism was generated. Moreover,blocks split and separated from Pan-Cathaysian or Gondwana continental group cannot traverse the oceanic median ridge and joins with another continental block. As a result, the Kunlun belt on the SW margin of the Pan-Cathaysian land was resulted from the multi-arc orogenesis such as the backarc seabed expansion, arc-arc collision, arc-land collision oceanic bed, and the continuous southward accretion process. 展开更多
关键词 multi-arc basin system Kunlun orogenic belt Pan-Cathaysian land continental accretion
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Oxidation behavior of TiAlZrCr/(Ti,Al,Zr,Cr)N gradient films deposited by multi-arc ion plating
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作者 Shilu ZHAO Jun ZHANG Changsheng LIU 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2010年第6期473-480,共8页
The two Ti-Al-Zr targets and one pure Cr target were used to prepare the TiAlZrCr/(Ti, Al, Zr, Cr)N gradient films on high speed steel (WlSCr4V) substrates by multi-arc ion plating technique. Short-term isothermal... The two Ti-Al-Zr targets and one pure Cr target were used to prepare the TiAlZrCr/(Ti, Al, Zr, Cr)N gradient films on high speed steel (WlSCr4V) substrates by multi-arc ion plating technique. Short-term isothermal (at 600 ℃, 700 ℃, 800℃ and 900 ℃ for 4 h) and long-terra cyclic (at 700℃ and 800℃ for 100 h) high temperature oxidation behavior of the gradient films were studied. Then the oxide scales formed on the film specimens were characterized by scanning electron microscopy (SEM), energy dispersion X-ray spectroscopy (EDS) and X-ray diffraction (XRD). It was showed that, under short-term isothermal condition, the high temperature oxidation resistance of the gradient film was excellent up to 800 ℃ and an oxide scale comprising TiO2 was observed. On the other hand, under long-term cyclic high temDerature condition, the oxidation resistance of the gradient film was excellent at about 700 ℃. 展开更多
关键词 multi-arc ion plating TiAlZrCr/(Ti Al Zr Cr)N gradient film High speed steel High temperature oxidation resistance
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Wear-resistance and anti-scuffing of multi-arc ion plating molybdenum films
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作者 WANG Hai-dou XU Bin-shi LIU Jia-jun ZHUANG Da-ming 《中国有色金属学会会刊:英文版》 CSCD 2004年第z1期391-394,共4页
The multi-arc ion plating technology was employed to prepare the molybdenum films with thickness of 3 μm on the AISI 1045 steel. The wear and scuffing tests were carried out on the ball-on-disc tester. AFM and SEM eq... The multi-arc ion plating technology was employed to prepare the molybdenum films with thickness of 3 μm on the AISI 1045 steel. The wear and scuffing tests were carried out on the ball-on-disc tester. AFM and SEM equipped with EDS were adopted to observe and analyze the morphologies and element compositions of surface,cross-section and worn scar of the Mo film. The phase structure was studied by XRD and the bonding strength between Mo film and substrate was measured by scratching tester. The tribological experiments show that the Mo film possesses a good wear-resistance and an excellent anti-scuffing property. The failure mechanism of Mo film under extreme condition is flaking off. 展开更多
关键词 multi-arc ion PLATING MOLYBDENUM film WEAR and SCUFFING
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STUDIES OF Cr-O THIN FILNS DEPOSITED BY MULTI-ARC ION PLATING
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作者 WANG Xjangdong, Beijing Vacuum Electronics Research Institute,Beijing 100016, China, and YUAN Lei Beijing Laboratory of Vacuum Physics, Academia Sinica, Beijing 100080, China 《真空科学与技术学报》 EI CAS CSCD 1992年第Z1期107-110,共4页
This paper presents the formation of Cr-O thin films on an iron substrate by multi-arc ion plating, which are intended to be used as a thermal radiation absorbent in electronic vacuum devices. Only oxygen was used as ... This paper presents the formation of Cr-O thin films on an iron substrate by multi-arc ion plating, which are intended to be used as a thermal radiation absorbent in electronic vacuum devices. Only oxygen was used as a reaction gas during deposition, the Cr-O thin film, must have high adhesion and low outgassing rate. The scratch test shows that the critical load, for an applicable Cr-O thin film deposited in oxygen atmosphere alone at a pressure of 8×10<sup>-1</sup> Pa, was as high as 6kg. 展开更多
关键词 CR ION STUDIES OF Cr-O THIN FILNS DEPOSITED BY multi-arc ION PLATING ARC
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STUDY ON HIGH TEMPERATURE PERFORMANCES OF MCrAlX COATINGS DEPOSITED BY MULTI-ARC ION PLATING 被引量:2
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作者 J. Zhang, J.B. Li, Q.Heng and X.H.Zhang Shenyang University,Shenyang 110044,China L.Q.Qi LiMing Aeroengine Manufacfruing Corperation, Shenyang 110043,China 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 1999年第5期1019-1024,共6页
NCoCrAlSiYHf and CoNiCrAlTaY coatings which belong to protective Al 2O 3 scale forming type were deposited by multi arc ion plating technique . The effect of deposition process parameters on qualities of the coat... NCoCrAlSiYHf and CoNiCrAlTaY coatings which belong to protective Al 2O 3 scale forming type were deposited by multi arc ion plating technique . The effect of deposition process parameters on qualities of the coatings was discussed. The high temperature oxidation performances isothermal oxidation with 950℃ / 500h and 1100℃ / 100h were studied. And also, the hot corrosion performances at 700℃ and 800℃, with molten mixed salt composed of 75%wt Na 2SO 4 and 25%wt NaCl were investigated. Then the high temperature protection decaying mechanisms were proposed. 展开更多
关键词 multi arc ion plating superalloy coating isothermal oxidation hotcorrosion
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High-efficiency Gas Shielded Multi-arc Welding Technology 被引量:1
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作者 TANG Yingying ZHU Zhiming +1 位作者 YANG Zhongyu YU Yingfei 《电焊机》 2016年第11期9-20,共12页
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基体偏压对CrAlYN镀层组织及性能的影响
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作者 冯园盼 李博 +1 位作者 郭巧琴 杨忠 《西安工业大学学报》 2026年第1期83-90,共8页
为了研究基体偏压对CrAlYN镀层显微组织、力学性能以及高温抗氧化性能的影响。本文采用磁控溅射/多弧离子镀复合技术在30CrNi3MoV表面制备CrAlYN复合镀层。对其微观形貌和物相组成进行检测分析,并检测镀层的硬度和结合力;对镀层在900℃... 为了研究基体偏压对CrAlYN镀层显微组织、力学性能以及高温抗氧化性能的影响。本文采用磁控溅射/多弧离子镀复合技术在30CrNi3MoV表面制备CrAlYN复合镀层。对其微观形貌和物相组成进行检测分析,并检测镀层的硬度和结合力;对镀层在900℃下进行5小时高温氧化实验,测定镀层的氧化速率和增重量。研究结果表明:随着偏压的增加,镀层表面大熔融颗粒数量先减少后增加,当偏压为-300 V时,颗粒数量最少,且镀层表面最均匀致密。镀层物相组成主要为CrN和AlN,并沿(111)晶面生长。镀层的表面硬度和结合力均随着偏压增加先增加后减小,当偏压为-300 V时,均达到最大值,分别为548.1 HV和67 N。镀层在900℃氧化5小时后,偏压为-300 V时,氧化速率最低,为0.0110 mg·cm^(-2)·s^(-1),抗高温氧化性能最佳。 展开更多
关键词 磁控溅射/多弧离子镀 30CrNi3MoV 偏压 CrAlYN镀层 高温氧化
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TC18钛合金表面沉积CrAlSiN涂层的耐磨耐蚀性能研究
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作者 陶伟琪 李睿 +7 位作者 鲁路 翟力 周志明 汪学静 张月霞 谢峰 吴亚渝 韩世伟 《广州化工》 2026年第1期87-90,共4页
通过对TC18钛合金进行等离子渗氮和物理气相沉积CrAlSiN涂层,对比研究了TC18钛合金基体、渗氮层和涂层表面的耐磨耐蚀性能。经等离子氮化处理后,TC18合金表面的显微硬度提高了1倍,CrAlSiN涂层的显微硬度提高了7.7倍,达到2818 HV_(0.05);... 通过对TC18钛合金进行等离子渗氮和物理气相沉积CrAlSiN涂层,对比研究了TC18钛合金基体、渗氮层和涂层表面的耐磨耐蚀性能。经等离子氮化处理后,TC18合金表面的显微硬度提高了1倍,CrAlSiN涂层的显微硬度提高了7.7倍,达到2818 HV_(0.05);CrAlSiN涂层的磨损机理主要为粘着磨损,涂层的磨损率为5.42×10^(-7)m^(3)/(N·m),比基体的磨损率降低了2个数量级,耐磨性能大幅提高。等离子氮化和沉积CrAlSiN涂层复合处理的自腐蚀电位比TC18基体明显正移,表面无明显腐蚀坑。表面多弧离子镀沉积CrAlSiN涂层有效提高了TC18钛合金的耐磨性和耐蚀性。 展开更多
关键词 TC18钛合金 多弧离子镀 等离子氮化 CrAlSiN涂层 耐磨性 耐蚀性
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两种加速器在精原细胞瘤术后放疗中的剂量学比较
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作者 王丽 杨月 +3 位作者 别俊 潘荣强 石先伟 唐祖阁 《四川生理科学杂志》 2026年第3期477-480,共4页
目的:探索在精原细胞瘤经腹股沟高位睾丸切除术后放疗中,医科达Synergy和Axesse直线加速器分别在动态调强放疗(Dynamic multi leaf collimator intensity modulated radiotherapy,DMLC)、容积弧形调强放疗(Volumetric modulated arc the... 目的:探索在精原细胞瘤经腹股沟高位睾丸切除术后放疗中,医科达Synergy和Axesse直线加速器分别在动态调强放疗(Dynamic multi leaf collimator intensity modulated radiotherapy,DMLC)、容积弧形调强放疗(Volumetric modulated arc therapy,VMAT)中的剂量学差异。方法:选取20例精原细胞瘤术后放疗患者,为每例患者分别设计基于Synergy和Axesse加速器的DMLC计划(D-Synergy组、D-Axesse组)、VMAT计划(VSynergy组、V-Axesse组),同一患者的四种计划采用相同的目标函数设置,比较不同计划靶区和危及器官(Organ At Risk,OAR)的剂量学参数、实际治疗时间等差异。结果:对于DMLC,相比于D-Synergy组,D-Axesse组的控制点数、实际治疗时间分别降低了11.33%、27.91%(P<0.05),但两组在PTV和OAR受量上无统计学意义(P>0.05)。对于VMAT,V-Axesse组PTV的适形度、均匀性均明显优于V-Synergy组(P<0.05),相比于V-Synergy组,V-Axesse组PTV的D_(2)、D_(5)、D_(10)、V_(105%)分别降低了2.31%、2.16%、1.96%、47.33%(P<0.05),脊髓D_(2)、小肠V_(32)、NT的V_(32)分别降低了2.34%、84.17%、72.22%(P<0.05),而右肾V_(3)提升了2.17%(P<0.05),控制点数、实际治疗时间分别降低了16.27%、34.89%(P<0.05)。结论:对于精原细胞瘤术后动态调强放疗,配备Agility MLC的Axesse加速器在提高设备使用率上比配备MLCi2 MLC的Synergy更有优势,对于容积弧形调强放疗,Axesse加速器在靶区剂量分布、对部分危及器官的保护和提高设备使用率等方面比Synergy更有优势。 展开更多
关键词 精原细胞瘤 动态调强放疗 容积弧形调强放疗 直线加速器 剂量学。
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通过多弧离子镀制备耐磨涂层的性能研究
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作者 高晓颖 孟保利 +3 位作者 王浩军 杨蕾 胡生双 朱欣怡 《包装工程》 北大核心 2026年第3期283-288,共6页
目的替代电镀硬铬在航空业中的应用,拓展新的耐磨涂层制备工艺。方法通过多弧离子镀工艺在多种基材上制备TiCN膜层,系统研究膜层的耐蚀性能、耐磨性能、结合力等性能。结果4130钢与带离子镀TiCN膜层的4130钢试样组成的电偶对,电偶腐蚀... 目的替代电镀硬铬在航空业中的应用,拓展新的耐磨涂层制备工艺。方法通过多弧离子镀工艺在多种基材上制备TiCN膜层,系统研究膜层的耐蚀性能、耐磨性能、结合力等性能。结果4130钢与带离子镀TiCN膜层的4130钢试样组成的电偶对,电偶腐蚀敏感性高(为严重的E级);TC4钛合金与带离子镀TiCN膜层的TC4钛合金试样组成的电偶对,电偶腐蚀敏感性不高(为不严重的B级);TiCN镀层在钛合金、4130钢和30CrMnSiA钢基体上的结合强度分别为30~35 N、15~20 N和15~20 N。结论采用TiCN膜层保护4130钢构件时要重视对TiCN膜层缺陷的控制,采用离子镀TiCN膜层保护TC4钛合金构件不存在显著的电偶腐蚀;多弧离子镀TiCN膜层的耐磨性能较差,不能有效提高TC4钛合金和30CrMnSiA钢的耐磨性能。 展开更多
关键词 多弧离子镀 电偶腐蚀 摩擦磨损 结合强度 TiCN镀层
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基于多特征融合与极限学习机的低压串联电弧故障检测
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作者 高启明 迟长春 赵路尧 《电工电气》 2026年第2期54-58,共5页
针对低压串联电弧故障检测问题,提出了一种基于多特征融合的极限学习机(ELM)模型,构建包含时域特征、小波能量特征、AR模型预测误差比及变分模态分解(VMD)能量熵的多特征矩阵,以提高故障识别的准确性和鲁棒性,并采用优化的ELM模型进行... 针对低压串联电弧故障检测问题,提出了一种基于多特征融合的极限学习机(ELM)模型,构建包含时域特征、小波能量特征、AR模型预测误差比及变分模态分解(VMD)能量熵的多特征矩阵,以提高故障识别的准确性和鲁棒性,并采用优化的ELM模型进行故障分类,通过对比支持向量机(SVM)、随机森林和BP神经网络验证其性能优势。实验结果表明:所提方法在复杂负载环境下能有效降低误检率,准确率由单一特征的85%提升至96%,在混合负载场景下,误检率由12%降至4%;ELM模型相较于BP神经网络,训练速度提升5倍,内存占用降低60%。该方法在噪声干扰和负载突变条件下仍具有良好鲁棒性,为智能电网安全运行提供了技术支持。 展开更多
关键词 低压串联电弧故障 多特征融合 极限学习机 小波能量 VMD能量熵
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基于机器学习的铝合金电弧增材薄壁构件成形质量预测及多目标优化
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作者 彭逸琦 高悦芳 +3 位作者 华谭智 张思睿 赵宇凡 林鑫 《稀有金属材料与工程》 北大核心 2026年第1期105-115,共11页
电弧增材制造(WAAM)在航空航天领域具有重要应用价值,但其热输入不稳定性导致铝合金薄壁构件几何符合度差与内部缺陷多的问题突出。针对传统方法在多物理场耦合优化中的局限性,本研究提出数据驱动解决方案:通过构建工艺参数(电流、扫描... 电弧增材制造(WAAM)在航空航天领域具有重要应用价值,但其热输入不稳定性导致铝合金薄壁构件几何符合度差与内部缺陷多的问题突出。针对传统方法在多物理场耦合优化中的局限性,本研究提出数据驱动解决方案:通过构建工艺参数(电流、扫描速率、送丝速率)与成形质量(路径/层间壁厚一致性、孔隙率)的数据集,建立反向传播(BP)神经网络模型,并融合遗传算法(GA)优化原始模型,结合第二代非支配排序遗传算法(NSGA-II)进行成形质量多目标寻优。结果表明:优化后的GA-BP模型显著提升了沿路径壁厚一致性和孔隙率的预测精度,但层间壁厚一致性预测优化效果有限。通过NSGA-II获得的50组Pareto解集提出4类优化策略,验证试验结果表明模型预测误差为8.89%,准确地实现了成形质量指标的协同优化。 展开更多
关键词 电弧增材制造 机器学习 多目标优化 铝合金 成形质量
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Q355ND高强钢多层多道双丝埋弧焊组织及性能分析
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作者 刘松涛 郭春富 +3 位作者 余陈 杨晨 王海燕 张宇鹏 《材料热处理学报》 北大核心 2026年第1期227-236,共10页
为探究厚板多层多道焊中不同焊道组织性能的差异,采用H10Mn2焊丝和CHF101助焊剂对30 mm厚Q355ND钢进行多层多道双丝埋弧焊,对表面焊道(SWB)和根部焊道(RWB)的微观组织性能进行分析。结果表明:表面焊道与根部焊道的微观组织与力学性能存... 为探究厚板多层多道焊中不同焊道组织性能的差异,采用H10Mn2焊丝和CHF101助焊剂对30 mm厚Q355ND钢进行多层多道双丝埋弧焊,对表面焊道(SWB)和根部焊道(RWB)的微观组织性能进行分析。结果表明:表面焊道与根部焊道的微观组织与力学性能存在一定差异:表面焊道由块状铁素体、下贝氏体和少量珠光体组成,根部焊道由铁素体、贝氏体和马氏体组成;表面焊道硬度分布呈“几”形,热影响区与熔合区硬度接近,硬度最高点位于热影响区,为207.3 HV0.3,最低点位于母材,为172.6 HV0.3;根部焊道硬度分布呈M型,硬度最高点出现在靠近焊缝中心的熔合区,最高可达218.1 HV0.3,焊缝中心硬度最低为178.0 HV0.3,略高于母材;根部焊道与表面焊道拉伸试样均断裂在远离焊缝的母材部分,根部焊道平均抗拉强度为514.84 MPa,表面焊道平均抗拉强度为512.08 MPa,为脆性断裂与韧性断裂相结合的复合断裂形式,且伴有颗粒状析出物生成;根部焊缝平均冲击吸收能量172.17 J,表面焊缝平均冲击吸收能量173.33 J,冲击试样均为脆性断裂与韧性断裂的混合断裂,但表面焊道冲击断口解理面较小,韧窝更深;表面焊缝开路电位最正,钝化区间最大,且极化曲线右移,耐蚀性相对更优。 展开更多
关键词 高强钢 多层多道焊 双丝埋弧焊 焊缝组织 电化学腐蚀
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从单智能体到多智能体:大模型智能体支持下的激励型学习活动设计与实证研究 被引量:23
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作者 黄昌勤 钟益华 +2 位作者 王希哲 韩中美 魏同权 《华东师范大学学报(教育科学版)》 北大核心 2025年第5期44-56,共13页
大模型与智能代理技术的不断进步,使得大模型智能体成为教育领域中实现教与学提质增效的重要新工具。基于大模型智能体的功能定位差异,单一智能体虽然已能够针对各类教与学任务提供诸如内容生成、智能反馈与评估等支持,但单智能体的交... 大模型与智能代理技术的不断进步,使得大模型智能体成为教育领域中实现教与学提质增效的重要新工具。基于大模型智能体的功能定位差异,单一智能体虽然已能够针对各类教与学任务提供诸如内容生成、智能反馈与评估等支持,但单智能体的交互特点、功能属性具有较高同质性,在促进深层次认知发展方面存在一定局限。相比之下,多智能体能够通过模拟多种教育主体角色,提升学习互动的多样性和深度,进而实现更为个性化和深度的学习体验。鉴于智能体在学习过程中的应用主要依靠学习者自发性,为了保障学习活动的有效开展,本研究基于ARCS动机模型分别设计基于单智能体与多智能体的激励型学习活动方案,并面向英语阅读场景开展了准实验研究。实验结果发现:基于多智能体的激励型学习活动相较单智能体能够显著提升学生在推理、评价与应用方面的学习成绩,具有更强的学习动机,且有效促进了其深层次认知发展,尤其是抽象与概括能力。研究证明了多智能体在支持学生深度学习中的价值,为未来进一步探讨多智能体在教育中的应用提供了借鉴。 展开更多
关键词 大语言模型 多智能体 ARCS动机模型 激励型学习活动 深度学习
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