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Bright Sparks of Single-Atom and Nano-Islands in Catalysis:Breaking Activity-Stability Trade-Off
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作者 Xinyu Liu Suhua Chen +5 位作者 Shenglian Luo Bo Li Jiajie Wang Gaoxia Zhang Yuqi Zhu Jianping Zou 《Nano-Micro Letters》 2026年第5期181-216,共36页
Single-atom catalysts(SACs)are among the most cutting-edge catalysts in the multiphase catalysis track due to their unique geometrical and electronic properties,the highest atom utilization efficiency,and uniform acti... Single-atom catalysts(SACs)are among the most cutting-edge catalysts in the multiphase catalysis track due to their unique geometrical and electronic properties,the highest atom utilization efficiency,and uniform active sites.SACs have been facing an unresolved problem in practical applications:the opposing contradiction of activity-stability.The successful development of single-atom nano-islands(SANIs)cleverly combines the ultra-high atom utilization efficiency of SACs with the confinement effect and structural stability of nano-island structures,realizing the“moving but not aggregation”of SACs,which fundamentally solves this inherent contradiction.Although research on the precise loading of single atoms on nano-islands continues to advance,existing reviews have not yet established a closed-loop cognitive framework encompassing“models-synthesis-high stability mechanisms-high activity essence-applications.”This work fills this critical gap by systematically integrating the basic conceptual models and cutting-edge synthesis strategies of SANIs,focusing on revealing the underlying mechanisms by which SANIs overcome the stability bottleneck of SACs,elucidating the role of nano-islands and their synergistic mechanisms to clarify the high activity essence,and establishing the structure-activity relationship between atomic confinement effects and macroscopic performance,ultimately achieving breakthrough validation across catalytic systems.This review aims to open new perspectives,drive a paradigm shift in understanding the multi-dimensional advantages of SANIs,and thereby spur breakthrough progress in this frontier field. 展开更多
关键词 Single-atom catalysts Nano-islands Bright sparks Mechanisms Interactions
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Sparks of the CRISPR explosion:Applications in medicine and agriculture 被引量:4
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作者 Ji-Long Liu 《Journal of Genetics and Genomics》 SCIE CAS CSCD 2017年第9期413-414,共2页
Exactly 30 years ago,Nakata and coworkers published a paper analyzing the 1664-nucleotide sequence of a chromosomal DNA segment that contained the iap gene and its flanking regions in Escherichia coli(Ishino et al.,1... Exactly 30 years ago,Nakata and coworkers published a paper analyzing the 1664-nucleotide sequence of a chromosomal DNA segment that contained the iap gene and its flanking regions in Escherichia coli(Ishino et al.,1987). 展开更多
关键词 sparks of the CRISPR explosion:Applications in medicine and agriculture
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Tacrolimus Inhibits Vasoconstriction by Increasing Ca^(2+) Sparks in Rat Aorta
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作者 陈玉芳 王琛 +5 位作者 张蕊 王换 马嵘 金肆 向继洲 汤强 《Journal of Huazhong University of Science and Technology(Medical Sciences)》 SCIE CAS 2016年第1期8-13,共6页
The present study attempted to test a novel hypothesis that Ca^2+ sparks play an important role in arterial relaxation induced by tacrolimus. Recorded with confocal laser scanning microscopy, tacrolimus(10 μmol/L)... The present study attempted to test a novel hypothesis that Ca^2+ sparks play an important role in arterial relaxation induced by tacrolimus. Recorded with confocal laser scanning microscopy, tacrolimus(10 μmol/L) increased the frequency of Ca^2+ sparks, which could be reversed by ryanodine(10 μmol/L). Electrophysiological experiments revealed that tacrolimus(10 μmol/L) increased the large-conductance Ca^2+-activated K+ currents(BKCa) in rat aortic vascular smooth muscle cells(AVSMCs), which could be blocked by ryanodine(10 μmol/L). Furthermore, tacrolimus(10 and 50 μmol/L) reduced the contractile force induced by norepinephrine(NE) or KCl in aortic vascular smooth muscle in a concentration-dependent manner, which could be also significantly attenuated by iberiotoxin(100 nmol/L) and ryanodine(10 μmol/L) respectively. In conclusion, tacrolimus could indirectly activate BKCa currents by increasing Ca^2+ sparks released from ryanodine receptors, which inhibited the NE- or KCl-induced contraction in rat aorta. 展开更多
关键词 tacrolimus Ca^2+ sparks large-conductance Ca^2+-activated K+ channels vasoconstriction
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The Nobel Literature Prize Sparks a Mo Yan Craze
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作者 Lin Hua 《China & The World Cultural Exchange》 2012年第11期12-15,共4页
正At 19 o'clock, October 11th, Beijing time, the Swedish Academy awarded the 2012 Nobel Prize for Literature to the Chinese writer Mo Yan. Within several hours, Mo Yan's works were struck by the "Nobel ef... 正At 19 o'clock, October 11th, Beijing time, the Swedish Academy awarded the 2012 Nobel Prize for Literature to the Chinese writer Mo Yan. Within several hours, Mo Yan's works were struck by the "Nobel effect", sales shooting up in both bookstores and online marts. Some websites also jumped on the bandwagon and put up a reservation service for the new editions. 展开更多
关键词 MO The Nobel Literature Prize sparks a Mo Yan Craze
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Dog Meat Festival Sparks Controversy
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《ChinAfrica》 2013年第8期12-13,共2页
A controversial annual dog meat festival is celebrated on summer solstice, falling on June 21 or 22, in Yulin, a city in south China's Guangxi Zhuang Autonomous Region. However, the festival has drawn widespread crit... A controversial annual dog meat festival is celebrated on summer solstice, falling on June 21 or 22, in Yulin, a city in south China's Guangxi Zhuang Autonomous Region. However, the festival has drawn widespread criticism in recent years. 展开更多
关键词 Dog Meat Festival sparks Controversy
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Experimental Study on Methane Explosion Ignited by Sparks of Cable Bolt Breakage 被引量:3
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作者 马文顶 许家林 张少华 《Journal of China University of Mining and Technology》 2004年第2期184-188,共5页
An experimental device was designed for studying methane explosion ignited by sparks of cable bolt breakage. With the methane concentration being in explosion range, a series of experiments were conducted to study the... An experimental device was designed for studying methane explosion ignited by sparks of cable bolt breakage. With the methane concentration being in explosion range, a series of experiments were conducted to study the law of spark generation during cable bolt breakage and the probability of methane explosion caused by the spark. The results show that the probability of generating sparks during cable bolt breakage is 50%. The spark generated by the breakage of steel cable bolt strand can't ignite a methane explosion. A detection was carried out using infrared-ray imaging apparatus (IRIA) to measure temperature of the spark generated by cable bolt breakage. It is indicated that the maximum temperature of the spark generated by cable bolt breakage is far less than the required ignition temperature for a methane explosion. 展开更多
关键词 CABLE BOLT friction SPARK METHANE explosion infrared thermo-imaging instrument
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The Optical Diagnosis of Underwater Positive Sparks and Corona Discharges
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作者 陈聃 曾新吾 王一博 《Plasma Science and Technology》 SCIE EI CAS CSCD 2014年第12期1100-1105,共6页
In this paper, two types of underwater discharges, spark discharge and corona discharge, are investigated by optical diagnosis using a high speed framing camera (HSFC) with the framing time within nanoseconds under ... In this paper, two types of underwater discharges, spark discharge and corona discharge, are investigated by optical diagnosis using a high speed framing camera (HSFC) with the framing time within nanoseconds under the same experimental conditions. In order to capture the photographs of streamer propagation, the influence of the randomicity of the prebreakdown duration is taken into consideration. By increasing the conductivity of water, the randomicity reduces effectively. Experimental results show that, for a spark discharge, the process can be separated into three stages: the generation and propagation of a streamer, the generation and expansion of the discharge channel, and the development and annihilation of the plasma. The streamers do not directly move to the opposite electrode, but form a bush-like figure. With the increase of the number of branches, the velocity of streamer propagation slows down. The trajectory of the initial channel between electrodes is not straight. However, with the channel expanding, its shape transforms into a straight column. For a corona discharge, there are two stages: the generation and propagation of a streamer, and the stagnation and annihilation of the streamer. The initial streamer in a corona discharge is generated later than in a spark discharge. The forms of streamers for both kinds of discharge are similar; however, streamers generated by a corona discharge propagate with a slower velocity and the number of branches is less compared with a spark discharge. When the energy injection stops, the luminescence of plasma inside the discharge channel (spark discharge) or streamers (corona discharge) becomes weaker and weaker, and finally disappears. 展开更多
关键词 spark discharge corona discharge optical diagnosis HSFC
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Repeated Sparks Produce Free Energy: A Rigorous Mathematical Explanation of the Authors, by the Hidden Ampere Force Law
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作者 Panos Pappas Theocharis Pappas Eleuterios Pappas 《Journal of Applied Mathematics and Physics》 2018年第1期155-160,共6页
This is the twinned paper of the increased mass paper, “Gravity is acting at superluminous infinite speed, thus collapsing special theory of relativity of Einstein, an explanation for almost everything (according to ... This is the twinned paper of the increased mass paper, “Gravity is acting at superluminous infinite speed, thus collapsing special theory of relativity of Einstein, an explanation for almost everything (according to the authors’ rigorous mathematical proof and overwhelming experimental evidence)"?[1]. In the present paper, we describe the repeated spark or repeat current in terms of the hidden, Non-Relativistic Longitudinal Cardinal Ampere Force which is not found yet infallible for every case. The impressive finding is the fact that these repeated sparks as we shall see, have no back-emf, but forward-emf and forward-Ampere-motive-force. The only consumption is the resistive load with the very high currents needed. This means its total energy consumption is less than the released energy-output work plus heat, plus the energy recharging the batteries. All these are in excess of the consumed input energy. This means the Repeated sparking is “over-unity” efficiency and that, using super-conductive materials, we shall have constructed the first “perpetual mobile” plus producing extra electrical energy. Several previous journals that we did not mention here their names did not dare to publish our disliked papers of very important and revolutionary results but were not able to counter argue our arguments. They preferred the silence and have not answered us at all for many years now. Even some of them were involved previously with the repeated sparking which is the same topic of our present paper. 展开更多
关键词 Repeated Sparking Ampere Force Production of ENERGY Perpetual Mobile Spark Lightning REVOLUTIONARY Paper Free ENERGY
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Learning Chinese Sparks Passion for Life
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作者 ZACHARY GORDON LUNDQUIST 《China Today》 2019年第12期64-67,共4页
“One World,One Family”is a theme that conjures up images of harmony and the desire to bridge cultural divides,so it was a fitting backdrop for the 18th“Chinese Bridge”—Chinese Proficiency Competition for Foreign ... “One World,One Family”is a theme that conjures up images of harmony and the desire to bridge cultural divides,so it was a fitting backdrop for the 18th“Chinese Bridge”—Chinese Proficiency Competition for Foreign College Students held in Changsha,Hunan Province this year. 展开更多
关键词 HARMONY HUNAN SPARK
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基于Spark的电影推荐系统设计
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作者 杨健 马赞博 《牡丹江师范学院学报(自然科学版)》 2026年第1期29-36,共8页
设计一款基于Spark平台的电影推荐系统.采用协同过滤与基于内容推荐相结合的混合推荐策略,解决传统单一推荐方法的固有局限性;利用Spark分布式框架的内存计算能力,处理大规模用户行为数据.实验结果表明,基于Spark的电影推荐系统在推荐... 设计一款基于Spark平台的电影推荐系统.采用协同过滤与基于内容推荐相结合的混合推荐策略,解决传统单一推荐方法的固有局限性;利用Spark分布式框架的内存计算能力,处理大规模用户行为数据.实验结果表明,基于Spark的电影推荐系统在推荐准确性和处理效率上均有显著提升. 展开更多
关键词 SPARK 电影推荐系统 协同过滤 混合推荐 分布式计算
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失物招领处:寻找1‰秒的Soul Sparks
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作者 邴钟兴 《中国医学人文》 2015年第8期40-41,共2页
我是一名外科医生,今年30岁。30岁生日那天我在微博上写了一篇文章,题目是《你还记得那个青年医生吗?》。孔老夫子所说的"三十而立",我们究竟应该如何理解呢?是发一篇牛气闪闪的SCI吗,还是申请一项超过百万级别的科研基金呢,... 我是一名外科医生,今年30岁。30岁生日那天我在微博上写了一篇文章,题目是《你还记得那个青年医生吗?》。孔老夫子所说的"三十而立",我们究竟应该如何理解呢?是发一篇牛气闪闪的SCI吗,还是申请一项超过百万级别的科研基金呢,还是独立操作达芬奇机器人做一台手术呢,或者,我们换一栋大房子,买一辆心仪已久的跑车,还是带着心爱的姑娘去周游世界?像我们这样,30岁上下,夹在现实与理想之间,父母和孩子之间。 展开更多
关键词 青年医生 外科医生 科研基金 孔老夫子 失物招领 达芬奇机器人 SOUL sparks 心仪已久 我在 周游世界
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基于GPU和Spark框架的VLBI相关处理架构研究
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作者 谢科屹 张娟 +3 位作者 童锋贤 郑为民 童力 刘磊 《天文学进展》 北大核心 2026年第1期126-138,共13页
甚长基线干涉测量技术(VLBI)正逐渐向高灵敏度、高时空分辨率方向发展,观测台站数量和观测带宽成倍增加,以至VLBI观测数据量急剧增长,给现有数据处理系统带来了严峻挑战。为满足大规模VLBI数据相关处理的需求,提出并实现了一种基于GPU与... 甚长基线干涉测量技术(VLBI)正逐渐向高灵敏度、高时空分辨率方向发展,观测台站数量和观测带宽成倍增加,以至VLBI观测数据量急剧增长,给现有数据处理系统带来了严峻挑战。为满足大规模VLBI数据相关处理的需求,提出并实现了一种基于GPU与Spark框架的VLBI相关处理架构。测试结果表明,该架构具备高可扩展性与高可靠性,加速比随计算资源扩展呈近线性提升,能够高效处理大规模VLBI数据。这为应对未来VLBI观测任务中的海量数据处理需求奠定了技术基础,也为脉冲星测时阵列中信号合成所需的高速相关处理技术提供了有力支撑。 展开更多
关键词 VLBI 相关处理机 GPU 分布式计算 SPARK
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一种新的截止期限与成本平衡为导向的Spark作业调度算法
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作者 何玉林 莫沛恒 +1 位作者 黄哲学 Philippe Fournier-Viger 《计算机工程》 北大核心 2026年第3期318-331,共14页
大数据计算框架如Apache Spark在大数据分析任务中的重要性日益凸显,但是仅依靠本地计算资源往往难以支撑数据密集型作业任务的处理。因此,一种可行的方案是租用公共云服务商的云资源,并将Spark集群完全部署在云端。然而,这样会导致计... 大数据计算框架如Apache Spark在大数据分析任务中的重要性日益凸显,但是仅依靠本地计算资源往往难以支撑数据密集型作业任务的处理。因此,一种可行的方案是租用公共云服务商的云资源,并将Spark集群完全部署在云端。然而,这样会导致计算成本过高。为了降低成本,越来越多的用户选择使用本地资源和云资源协同的方式构建混合云计算集群。但是在混合云部署的Spark集群中,在满足多个服务水平协议需求(例如最小化成本和保证作业截止期限)的同时完成作业调度是一项具有挑战性的任务。现有的研究主要关注如何降低集群使用成本或者提高作业截止日期的满足率,而没有考虑这两个目标之间的平衡。针对这一问题,提出了一种新的期限-成本感知蚁群优化(DC-ACO)作业调度算法,该算法能够在利用混合云部署集群中不同虚拟机(VM)实例定价下优化集群VM使用成本的同时,最大限度地保证作业截止日期的满足百分比,并通过仿真实验对比提出的DC-ACO作业调度算法与基线算法的性能。实验结果表明,DC-ACO算法具有良好的可扩展性,并且能够将作业截止日期的满足百分比提升约20%,同时将混合集群的VM使用成本降低约10%。 展开更多
关键词 Spark集群 作业调度 混合云 蚁群优化算法 作业截止期限 虚拟机
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基于海量DNS流量行为追踪恶意域名
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作者 张亮 沈越欣 +1 位作者 张冠男 盛剑桥 《计算机应用与软件》 北大核心 2026年第3期369-376,382,共9页
通过对大型网络的DNS流量行为分析,实现一个恶意软件控制域名检测系统,能够有效地检测未知的恶意域名。该系统根据海量DNS请求数据,建立IP和域名的双向映射关系,能够以此表示IP请求域名这一行为;使用C&C域名黑名单和公共域名白名单... 通过对大型网络的DNS流量行为分析,实现一个恶意软件控制域名检测系统,能够有效地检测未知的恶意域名。该系统根据海量DNS请求数据,建立IP和域名的双向映射关系,能够以此表示IP请求域名这一行为;使用C&C域名黑名单和公共域名白名单标记域名得到正负样本,提取出域名的行为特征;建立机器学习模型,分类未知域名以达到预测潜在恶意域名的目的。该系统的训练和检测均在校园网的真实DNS流量中实现,对未知恶意域名的检测率达到85%,同时误报率为2.4%。 展开更多
关键词 僵尸网络 恶意域名检测 DNS流量 机器学习 SPARK
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Contribution of spontaneous L-type Ca^(2+) channel activation to the genesis of Ca^(2+) sparks in resting cardiac myocytes
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作者 Edward G LAKATTA 《Science China(Life Sciences)》 SCIE CAS 2004年第1期31-37,共7页
Ca2+ sparks are the elementary events of intracellular Ca2+ release from the sar-coplasmic reticulum in cardiac myocytes. In order to investigate whether spontaneous L-type Ca2+ channel activation contributes to the g... Ca2+ sparks are the elementary events of intracellular Ca2+ release from the sar-coplasmic reticulum in cardiac myocytes. In order to investigate whether spontaneous L-type Ca2+ channel activation contributes to the genesis of spontaneous Ca2+ sparks, we used confocal laser scanning microscopy and fluo-4 to visualize local Ca2+ sparks in intact rat ventricular myocytes. In the presence of 0.2 mmol/L CdCI2 which inhibits spontaneous L-type Ca2+ channel activation, the rate of occurrence of spontaneous Ca2+ sparks was halved from 4.20 to 2.04 events/(100 μm·s), with temporal and spatial properties of individual Ca2+ sparks unchanged. Analysis of the Cd2+-sensitive spark production revealed an open probability of-10-5 for L-type channels at the rest membrane potentials (-80 mV). Thus, infrequent and stochastic openings of sarcolemmal L-type Ca2+ channels in resting heart cells contribute significantly to the production of spontaneous Ca2+ sparks. 展开更多
关键词 CA2+ sparks L-TYPE CA2+ channels cardiac myocytes confocal microscopy.
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基于Hadoop的新闻数据分析与可视化
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作者 闫常娜 陶冶 《信息记录材料》 2026年第4期111-113,172,共4页
随着大数据的应用越来越广泛,新闻数据分析亟须能够处理多源异构的信息系统。为解决中小新闻机构因缺少数据全流程处理手段造成的低效采集与大量重复计算的问题,本文首先建立了以Hadoop生态为基础的新闻数据全生命周期管理系统,采用集... 随着大数据的应用越来越广泛,新闻数据分析亟须能够处理多源异构的信息系统。为解决中小新闻机构因缺少数据全流程处理手段造成的低效采集与大量重复计算的问题,本文首先建立了以Hadoop生态为基础的新闻数据全生命周期管理系统,采用集中式爬虫与分布式处理相融合的方式,利用Python、分布式文件系统(HDFS)以及HBase完成数据采集与分布式存储;其次,提出规则驱动和统计模型相结合的轻量化分析方法,依托Spark与动态词库实现热点追踪、主题分类以及地域关联分析;最后,运用Data Ease构建可视化平台,给出适用于区域舆情监测的具有时效性、可解释性的即用型解决方案。测试结果表明:该系统可实现单日接近1.3万条新闻数据的高效采集,军事关键词提取准确率达92.7%,可视化数据延迟8 s完成渲染更新。 展开更多
关键词 HADOOP 新闻数据分析 数据可视化 HBASE SPARK
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基于PCA-GBDT算法的电力数据用电量预测方法
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作者 刘晖 《电力大数据》 2026年第2期89-98,共10页
在电力大数据结构复杂的背景下,传统梯度提升树算法在数据维度较高时存在预测精度低、效率低下等问题。为此,提出一种考虑主成分的梯度提升树算法(principal component analysis of gradient boosting decision tree,PCA-GBDT)模型,并... 在电力大数据结构复杂的背景下,传统梯度提升树算法在数据维度较高时存在预测精度低、效率低下等问题。为此,提出一种考虑主成分的梯度提升树算法(principal component analysis of gradient boosting decision tree,PCA-GBDT)模型,并对机器学习组件和算法参数进行优化改进,以精准预测电力数据的用电量,提高电力行业工作效率。结果显示,迭代次数为5时,与支持向量机和未改进的算法相比,所提算法的误差分别降低了0.33%和0.63%。在居民用电方面,该算法的平均绝对百分比误差较未改进的算法减少了18.48%。对该算法的参数进行优化后,发现所提优化方案的用电量误差最小,均方误差和均方根误差分别为258.47万kW·h和16.34万kW·h。结果表明,所提算法能够精准预测电力数据用电量,对电力行业的发展规划和布局调整具有重要研究意义。 展开更多
关键词 机器学习 PCA-GPDT 电力数据 用电量预测 SPARK
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Advancements in titanium nanocomposites:Microstructure and fretting wear resistance via spark plasma sintering
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作者 Basant Lal Abhijit Dey 《International Journal of Minerals,Metallurgy and Materials》 2026年第1期265-281,共17页
This study investigated enhancing the wear resistance of Ti6Al4V alloys for medical applications by incorporating Ti C nanoreinforcements using advanced spark plasma sintering(SPS). The addition of up to 2.5wt% Ti C s... This study investigated enhancing the wear resistance of Ti6Al4V alloys for medical applications by incorporating Ti C nanoreinforcements using advanced spark plasma sintering(SPS). The addition of up to 2.5wt% Ti C significantly improved the mechanical properties, including a notable 18.2% increase in hardness(HV 332). Fretting wear tests against 316L stainless steel(SS316L) balls demonstrated a 20wt%–22wt% reduction in wear volume in the Ti6Al4V/Ti C composites compared with the monolithic alloy. Microstructural analysis revealed that Ti C reinforcement controlled the grain orientation and reduced the β-phase content, which contributed to enhanced mechanical properties. The monolithic alloy exhibited a Widmanstätten lamellar microstructure, while increasing the Ti C content modified the wear mechanisms from ploughing and adhesion(0–0.5wt%) to pitting and abrasion(1wt%–2.5wt%). At higher reinforcement levels, the formation of a robust oxide layer through tribo-oxide treatment effectively reduced the wear volume by minimizing the abrasive effects and plastic deformation. This study highlights the potential of SPS-mediated Ti C reinforcement as a transformative approach for improving the performance of Ti6Al4V alloys, paving the way for advanced medical applications. 展开更多
关键词 Ti6Al4V alloy TiC particle MICROSTRUCTURE wear mechanism spark plasma sintering
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智慧平台支持下的高校个性化教学策略研究
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作者 涂晓彬 《科技资讯》 2026年第5期216-220,共5页
在国家大力推进信息技术与教育教学深度融合的政策导向下,针对高校因生源多样化而导致的教学适配性不足、评价体系单一等问题,以“Spark技术及应用”课程教学为研究对象,探索智慧平台支持下的个性化教学策略。通过构建涵盖学情摸底、分... 在国家大力推进信息技术与教育教学深度融合的政策导向下,针对高校因生源多样化而导致的教学适配性不足、评价体系单一等问题,以“Spark技术及应用”课程教学为研究对象,探索智慧平台支持下的个性化教学策略。通过构建涵盖学情摸底、分层教学模块设计和综合化评价的闭环体系,辅以项目驱动等教学方法,实现差异化教学实践。结果表明,该策略有效提升了学生的学习效果与实践能力,为高校教学改革提供了可借鉴的范式,为人才培养的高质量发展提供了有效助力。 展开更多
关键词 教学改革 个性化教学 智慧化教学 Spark技术
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人工智能在高职“Spark技术”课程教学改革中的应用
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作者 庄义钿 《无线互联科技》 2026年第2期108-113,共6页
当前,高职“Spark技术”课程教学存在学生前置知识不扎实、能力分化、考核方式缺乏针对性、项目案例孤立等问题,导致学生的技能与企业的需求脱节。文章结合项目驱动与成果导向教育(Outcome Based Education,OBE)理念,将生成式人工智能(A... 当前,高职“Spark技术”课程教学存在学生前置知识不扎实、能力分化、考核方式缺乏针对性、项目案例孤立等问题,导致学生的技能与企业的需求脱节。文章结合项目驱动与成果导向教育(Outcome Based Education,OBE)理念,将生成式人工智能(Artificial Intelligence Generated Content,AIGC)融入课程教学,引入领域专用大语言模型SQLCoder-7B-2构建智能查询流程。教学案例借助Selenium技术获取租房信息,渗透“数据采集—数据清洗—数据分析”的大数据思维,详细阐述“课前—课中—课后”三阶段教学路径。该模式能有效降低Spark SQL编程学习难度,助力学生专注数据分析思维与AI工具应用能力培养,为大数据专业培育人工智能素养复合型人才提供可行教学范式。 展开更多
关键词 “Spark技术” 教学案例改革 项目驱动式 人工智能 大语言模型
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