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基于领域知识辅助的机器学习方法对软磁金属玻璃性能的预测 被引量:3
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作者 李鑫 单光存 +1 位作者 赵鸿滨 石燦鴻 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2023年第1期209-219,共11页
提出一种领域知识辅助的机器学习方法,实现对软磁金属玻璃饱和磁化强度(B_(s))和临界尺寸(D_(max))的预测。基于公开的实验数据,建立软磁合金数据库。提出一个通用的特征空间,适用于面向不同预测任务的机器学习模型训练。结果表明,机器... 提出一种领域知识辅助的机器学习方法,实现对软磁金属玻璃饱和磁化强度(B_(s))和临界尺寸(D_(max))的预测。基于公开的实验数据,建立软磁合金数据库。提出一个通用的特征空间,适用于面向不同预测任务的机器学习模型训练。结果表明,机器学习模型的预测能力比基于物理知识的估计方法精度更高。此外,领域知识辅助的特征选择可在有效减少特征数量的同时,不显著降低模型的预测精度。最后,对软磁金属玻璃临界尺寸的二分类预测进行讨论。 展开更多
关键词 金属玻璃 软磁性 玻璃形成能力 机器学习 材料描述符
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Design strategies of Pd-based electrocatalysts for efficient oxygen reduction 被引量:7
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作者 Chun-Jie Li guang-cun shan +1 位作者 Chun-Xian Guo Ru-Guang Ma 《Rare Metals》 SCIE EI CAS CSCD 2023年第6期1778-1799,共22页
Oxygen reduction reaction(ORR) occurs at the cathode of fuel cells and metal-air batteries,but usually suffers from sluggish kinetics.To solve this issue,efficient electrocatalysts are highly desired.Palladium(Pd)-bas... Oxygen reduction reaction(ORR) occurs at the cathode of fuel cells and metal-air batteries,but usually suffers from sluggish kinetics.To solve this issue,efficient electrocatalysts are highly desired.Palladium(Pd)-based nanomaterials,as the most promising substitute of platinum(Pt),exhibit superior activity and stability in ORR electrocatalysis.The delicate regulation of the structure and/or composition shows great potential in improving the electrocatalytic ORR performance of Pd-based nanomaterials.In this review,we retrospect the recent advance of Pdbased ORR electrocatalysts,and analyses the relationship between nanostructure and catalytic performance.We start with the ORR mechanism and indicators of ORR performance in both alkaline and acidic media,followed by the synthetic methods for Pd-based nanoparticles.Then,we emphasize the design strategies of efficient Pd-based ORR catalysts from the perspective of composition,crystal phase,morphology,and support effects.Last but not least,we conclude with possible opportunities and outlook on Pd-based nanomaterials toward ORR. 展开更多
关键词 Oxygen reduction reaction(ORR) Palladium(Pd) ELECTROCATALYST OVERPOTENTIAL Reaction kinetics
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Graphene based functional devices: A short review 被引量:2
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作者 Rong Wang Xin-Gang Ren +3 位作者 Ze Yan Li-Jun Jiang Wei E. I. Sha guang-cun shan 《Frontiers of physics》 SCIE CSCD 2019年第1期23-42,共20页
Graphene is an ideal 2D material system bridging electronic and photonic devices. It also breaks the fundamental speed and size limits by electronics and photonics, respectively. Graphene offers multiple functions of ... Graphene is an ideal 2D material system bridging electronic and photonic devices. It also breaks the fundamental speed and size limits by electronics and photonics, respectively. Graphene offers multiple functions of signal transmission, emission, modulation, and detection in a broad band, high speed, compact size, and low loss. Here, we have a brief view of graphene based functional devices at microwave, terahertz, and optical frequencies. Their fundamental physics and computational models were discussed as well. 展开更多
关键词 GRAPHENE TERAHERTZ ANTENNA MICROWAVE
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Stacking control in graphene-based materials: A promising method for fascinating physical properties 被引量:1
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作者 Ji-Liang Zhang guang-cun shan 《Frontiers of physics》 SCIE CSCD 2019年第2期45-46,共2页
Graphene, defined as a single atomic plane of graphite, is a semimetal with a small overlap between the valence and conduction bands. The stacking of graphene up to several atomic layers can lead to diverse physical p... Graphene, defined as a single atomic plane of graphite, is a semimetal with a small overlap between the valence and conduction bands. The stacking of graphene up to several atomic layers can lead to diverse physical properties, depending on the stacking method. Bi layer graphene is also a semimetal, adopting the AB-stacked (or Bernal-stacked) structure or the rare AA-stacked structure . Trilayer or few-layer graphene (FLG) can be semimetals or semiconductors, depending on whether they adopt Bernal (ABA) stacking or rhoinbohedral (ABC) stacking. 展开更多
关键词 graphene-based MATERIALS few-layer GRAPHENE (FLG) adopt BERNAL (ABA)
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Theoretical study of photon emission from single quantum dot emitter coupled to surface plasmons
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作者 guang-cun shan Shu-ying BAO +1 位作者 Kang ZHANG Wei HUANG 《Frontiers of physics》 SCIE CSCD 2011年第3期313-319,共7页
Motivated by the recent pioneering advances on nanoscale plasmonics and also nanophotonics tech- nology based on the surface plasmons (SPs), in this work, we give a master equation model in the Lindblad form and inv... Motivated by the recent pioneering advances on nanoscale plasmonics and also nanophotonics tech- nology based on the surface plasmons (SPs), in this work, we give a master equation model in the Lindblad form and investigate the quantum optical properties of single quantum dot (QD) emitter coupled to the SPs of a metallic nanowire. Our main results demonstrate the QD luminescence results of photon emission show three distinctive regimes depending on the distance between QD and metallic nanowire, which elucidates a crossover passing from being metallic dissipative for much smaller emitter-nanowire distances to surface plasmon (SP) emission for larger separations at the vicinity of plasmonic metallic nanowire. Besides, our results also indicate that, for both the resonant case and the detuning case, through measuring QD emitter luminescence spectra and second-order correlation functions, the information about the QD emitter coupling to the SPs of the dissipative metallic nanowire can be extracted. This theoretical study will serve as an introduction to un- derstanding the nanoplasmonic imaging spectroscopy and pave a new way to realize the quantum information devices. 展开更多
关键词 quantum plasmonics quantum optics metallic nanowire surface plasmon (SP) quan-tum dot
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Steady-state property and dynamics in graphene-nanoribbon- array lasers
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作者 Xing-Hai Zhao guang-cun shan Chan-Hung Shek 《Frontiers in Biology》 CAS CSCD 2012年第5期527-532,共6页
In this work, we present a schematic configuration and device model for a graphene-nanoribbon (GNR)-array-based nanolaser, which consists of a three-variable rate equations that takes into account carrier capture an... In this work, we present a schematic configuration and device model for a graphene-nanoribbon (GNR)-array-based nanolaser, which consists of a three-variable rate equations that takes into account carrier capture and Pauli blocking in semiconductor GNR-array lasers to analyze the steady- state properties and dynamics in terms of the role of the capture rate and the gain coefficient in GNR array nanolasers. Furthermore, our GNR-array nanolaser device model can be determined as two distinct two-variable reductions of the rate equations in the limit of large capture rates, depending on their relative values. The first case leads to the rate equations for quantum well lasers, exhibiting relaxation oscillations dynamics. The second case corresponds to GNRs nearly saturated by the carriers and is characterized by the absence of relaxation oscillations. Our results here demonstrated that GNR-array as gain material embedded into a high finesse microcavity can serve as an ultralow lasing threshold nanolaser with promising applications ranging widely from optical fiber communi- cation with increasing data processing speed to digital optical recording and biology spectroscopy. 展开更多
关键词 graphene nanoribbon graphene nanoribbon laser laser theory laser model
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