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Realization of Large Magnetocaloric Effect in the Kagome Antiferromagnet Gd3BWO9 for Sub-Kelvin Cryogenic Refrigeration
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作者 Fangyuan Song Xinyang Liu +10 位作者 Chao Dong Jin Zhou Xinlong Shi yuyan han Langsheng Ling Huifen Ren Songliu Yuan Shun Wang Junsen Xiang Peijie Sun Zhaoming Tian 《Chinese Physics Letters》 2025年第12期253-268,共16页
Rare-earth based frustrated magnets have attracted great attention as excellent candidates for magnetic refrigeration at sub-Kelvin temperatures,while the experimental identification of systems exhibiting both large v... Rare-earth based frustrated magnets have attracted great attention as excellent candidates for magnetic refrigeration at sub-Kelvin temperatures,while the experimental identification of systems exhibiting both large volumetric cooling capacity and reduced working temperatures far below 1K remains a challenge.Here,through ultra-low temperature magnetism and thermodynamic characterizations,we unveil the large magnetocaloric effect(MCE)realized at sub-Kelvin temperatures in the frustrated Kagome antiferromagnet Gd_(3)BWO_(9)with T_(N)∼1.0 K.The isothermal magnetization curves indicate the existence of field(B)induced anisotropic magnetic phase diagrams,where four distinct magnetic phases for B‖c-axis and five magnetic phases for B‖ab-plane are identified at T<T_(N).The analysis of magnetic entropy S(B,T)data and direct adiabatic demagnetization tests reveal remarkable cooling performance at sub-Kelvin temperatures featured by a large volumetric entropy density of 502.2 mJ/K/cm^(3)and a low attainable minimal temperature T_(min)∼168mK from the initial cooling condition of 2K and 6 T,surpassing most Gd-based refrigerants previously documented in temperature ranges of 0.25–4 K.The realized T_(min)∼168mK far below T_(N)∼1.0K in Gd_(3)BWO_(9)is related to the combined effects of magnetic frustration and criticality-enhanced MCE,which together leave substantial magnetic entropy at reduced temperatures by enhancing spin fluctuations. 展开更多
关键词 magnetic refrigeration GD BWO magnetocaloric effect kagome antiferromagnet thermodynamic characterizationswe magnetocaloric effect mce realized frustrated magnets sub kelvin refrigeration
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Planar Hall effect without chiral anomaly in layered topological semimetal candidate GaGeTe
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作者 Cheng Wang Ankang Zhu +8 位作者 Ziyi Fan Peng Huang Xue Liu Xuegang Chen yuyan han Zheng Chen Xiangde Zhu Mingliang Tian Wenshuai Gao 《Chinese Physics B》 2025年第6期486-491,共6页
We systematically investigate the planar transport properties of the two-dimensional layered compound GaGeTe. The results reveal distinct anisotropies in both the longitudinal and planar Hall resistances as the magnet... We systematically investigate the planar transport properties of the two-dimensional layered compound GaGeTe. The results reveal distinct anisotropies in both the longitudinal and planar Hall resistances as the magnetic field is rotated within the plane, which are well-captured by the planar Hall effect(PHE) model. Further analysis indicates that the primary contribution to the PHE in GaGeTe arises from its ferromagnetic component and anisotropic orbital resistance, rather than topologically nontrivial chiral anomaly. This work deepens our understanding of the PHE mechanism and offers valuable insights for the development of planar Hall sensors based on two-dimensional materials. 展开更多
关键词 planar Hall effect anisotropic orbital resistance ferromagnetic component chiral anomaly
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High-Magnetic-Field-Induced First-Order Magnetic Transition and Tricritical Phenomenon in Antiferromagnetic Semimetal NdSb
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作者 Jun Zhao Azizur Rahman +7 位作者 Wei Liu Langsheng Ling yuyan han Chuanying Xi Li Pi Zhe Qu Hao Gao Lei Zhang 《Chinese Physics Letters》 2025年第2期125-131,共7页
The antiferromagnetic(AFM)semimetal NdSb is well known for the interplay between its exotic magnetism and topological properties.However,its magnetism remains poorly understood.In this study,we thoroughly investigated... The antiferromagnetic(AFM)semimetal NdSb is well known for the interplay between its exotic magnetism and topological properties.However,its magnetism remains poorly understood.In this study,we thoroughly investigated the magnetization of NdSb single crystals with a high magnetic field(H)of up to 30T applied in various directions.We found that the AFM phase is suppressed by a magnetic field of 9.41T when H‖[100]and 11.25T when H‖[110],whereas the suppression field ranges from 9.41 to 10.67T with a hysteresis of 1.26T when H‖[111].The magnetization of H‖[100],which is an easy direction with a typical magnetic transition,was studied in detail.The AFM phase with H‖[100]was suppressed at lower temperatures,disappearing at approximately 6.25 K.The critical exponents β=0.234(3),γ=0.824(6),and δ=4.90(6)were obtained for H‖[100],and aligned with a tricritical mean-field model.Analysis of the critical behavior suggests a fieldinduced tricritical phenomenon for H‖[100].An H-T phase diagram for an NdSb single crystal was constructed for H‖[100],revealing a field-induced first-order transition and a tricritical point(TCP)at T_(tr)=6.25K and H_(tr)=9.41 T.The clarification of the multiple magnetic phases and transitions in NdSb provides crucial insights into the correlation between its magnetism and topology. 展开更多
关键词 critical MAGNETIZATION Transition
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Supplementary Material to‘High-magnetic-Field-induced frst-order magnetictransition and tricritical phenomenon in antiferromagnetic semimetal NdSb’
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作者 Jun Zhao Azizur Rahman +7 位作者 Wei Liu Langsheng Ling yuyan han Chuanying Xi Li Pi Zhe Qu Hao Gao Lei Zhang 《Chinese Physics Letters》 2025年第2期132-134,共3页
Ⅰ.SAMPLE SYNTHESIS.Single erystals of NdSb were synthesized by an In-fhux method.High purity chemical elements of Nd(99.9% purity,Alfa Aesar),8b(99.999%,Aladdin),and In beads(99.99%,Aladdin)were thoroughly mixed in a... Ⅰ.SAMPLE SYNTHESIS.Single erystals of NdSb were synthesized by an In-fhux method.High purity chemical elements of Nd(99.9% purity,Alfa Aesar),8b(99.999%,Aladdin),and In beads(99.99%,Aladdin)were thoroughly mixed in a glove-box filledwith argon atmosphere,maintaining an atomie ratio of Nd:Sb:in=1:1:20. 展开更多
关键词 method PURITY magnetic
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A Review on Swarm Intelligence and Evolutionary Algorithms for Solving Flexible Job Shop Scheduling Problems 被引量:46
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作者 Kaizhou Gao Zhiguang Cao +3 位作者 Le Zhang Zhenghua Chen yuyan han Quanke Pan 《IEEE/CAA Journal of Automatica Sinica》 EI CSCD 2019年第4期904-916,共13页
Flexible job shop scheduling problems(FJSP)have received much attention from academia and industry for many years.Due to their exponential complexity,swarm intelligence(SI)and evolutionary algorithms(EA)are developed,... Flexible job shop scheduling problems(FJSP)have received much attention from academia and industry for many years.Due to their exponential complexity,swarm intelligence(SI)and evolutionary algorithms(EA)are developed,employed and improved for solving them.More than 60%of the publications are related to SI and EA.This paper intents to give a comprehensive literature review of SI and EA for solving FJSP.First,the mathematical model of FJSP is presented and the constraints in applications are summarized.Then,the encoding and decoding strategies for connecting the problem and algorithms are reviewed.The strategies for initializing algorithms?population and local search operators for improving convergence performance are summarized.Next,one classical hybrid genetic algorithm(GA)and one newest imperialist competitive algorithm(ICA)with variables neighborhood search(VNS)for solving FJSP are presented.Finally,we summarize,discus and analyze the status of SI and EA for solving FJSP and give insight into future research directions. 展开更多
关键词 EVOLUTIONARY algorithm flexible JOB SHOP scheduling REVIEW SWARM INTELLIGENCE
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Spin freezing in the van der Waals material Mn_(2)Ga_(2)S_(5)
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作者 Jie Shen Xitong Xu +3 位作者 Miao He Yonglai Liu yuyan han Zhe Qu 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第6期109-114,共6页
Geometrical frustration in low-dimensional magnetic systems has been an intriguing research aspect,where the suppression of conventional magnetic order may lead to exotic ground states such as spin glass or spin liqui... Geometrical frustration in low-dimensional magnetic systems has been an intriguing research aspect,where the suppression of conventional magnetic order may lead to exotic ground states such as spin glass or spin liquid.In this work we report the synthesis and magnetism study of the monocrystalline Mn_(2)Ga_(2)S_(5),featuring both the van derWaals structure and a bilayered triangular Mn lattice.Magnetic susceptibility reveals a significant antiferromagnetic interaction with a Curie-Weiss temperature θ_(w)~-260 K and a high spin S=5/2 Mn^(2+) state.However,no long range magnetic order has been found down to 2 K,and a spin freezing transition is found to occur at around 12 K well below its θ_(w).This yields a frustration index of f=-θ_(w)/T_(f)≈22,an indication that the system is highly frustrated.The absence of a double-peak structure in magnetic specific heat compared with the TM_(2)S_(4) compounds implies that the spin freezing behavior in Mn_(2)Ga_(2)S_(5)is a result of the competition between exchange interactions and the 2D crystalline structure.Our results suggest that the layered Mn_(2)Ga_(2)S_(5)would be an excellent candidate for investigating the physics of 2D magnetism and spin disordered state. 展开更多
关键词 geometrical frustration van der Waals material spin freezing
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Planar Hall Effect in the Charge-Density-Wave Bi_(2)Rh_(3)Se_(2)
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作者 蔡明桔 陈正 +7 位作者 杨扬 朱相德 孙浩翔 朱安康 刘学 韩玉岩 高文帅 田明亮 《Chinese Physics Letters》 SCIE EI CAS CSCD 2024年第7期126-131,共6页
We systematically investigate in-plane transport properties of ternary chalcogenideBi_(2)Rh_(3)Se_(2).Upon rotating the magnetic field within the plane of the sample, one can distinctly detect the presence of both pla... We systematically investigate in-plane transport properties of ternary chalcogenideBi_(2)Rh_(3)Se_(2).Upon rotating the magnetic field within the plane of the sample, one can distinctly detect the presence of both planar Hall resistance and anisotropic longitudinal resistance, and the phenomena appeared are precisely described by the theoretical formulation of the planar Hall effect (PHE). In addition, anisotropic orbital magnetoresistance rather than topologically nontrivial chiral anomalies dominates the PHE in Bi_(2)Rh_(3)Se_(2). The finding not only provides another platform for understanding the mechanism of PHE, but could also be beneficial for future planar Hall sensors based on two-dimensional materials. 展开更多
关键词 materials PLANAR ANISOTROPIC
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Observation of Charge Density Wave in Layered Hexagonal Cu1.89Te Single Crystal
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作者 高文帅 陈正 +15 位作者 韦文森 闫超 王莎莎 汤进 张冉冉 程礼迅 南鹏飞 王杰 韩玉岩 郗传英 葛炳辉 何林 杜海峰 宁伟 朱相德 田明亮 《Chinese Physics Letters》 SCIE EI CAS CSCD 2023年第1期37-42,共6页
We report comprehensive transport, electron microscopy and Raman spectroscopy studies on transition-metal chalcogenides Cu1.89Te single crystals. The metallic Cu1.89Te displays successive metal-semiconductor transitio... We report comprehensive transport, electron microscopy and Raman spectroscopy studies on transition-metal chalcogenides Cu1.89Te single crystals. The metallic Cu1.89Te displays successive metal-semiconductor transitions at low temperatures and almost ideal linear MR when magnetic field up to 33 T. Through the electron diffraction patterns, the stable room-temperature phase is identified as a 3 × 3 × 2 modulated superstructure based on the Nowotny hexagonal structure. The superlattice spots of transmission electron microscopy and scanning tunneling microscopy clearly show the structural transitions from the room-temperature commensurate Ⅰ phase, named as C-Ⅰ phase, to the low temperature commensurate Ⅱ(C-Ⅱ) phase. All the results can be understood in terms of charge density wave(CDW) instability, yielding intuitive evidences for the CDW formations in Cu1.89Te. The additional Raman modes below room temperature further reveal that the zone-folded phonon modes may play an important role on the CDW transitions. Our research sheds light on the novel electron features of Cu1.89Te at low temperature, and may provide potential applications for future nano-devices. 展开更多
关键词 structure TRANSITIONS CRYSTAL
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Non-Monotonic Evolution of Carrier Density and Mobility under Thermal Cycling Treatments in Dirac Semimetal Cd_(3)As_(2) Microbelts
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作者 Zheng Chen Min Wu +5 位作者 Yequn Liu Wenshuai Gao yuyan han Jianhui Zhou Wei Ning Mingliang Tian 《Chinese Physics Letters》 SCIE CAS CSCD 2021年第4期91-95,共5页
Tunable carrier density plays a key role in the investigation of novel transport properties in three-dimensional topological semimetals.We demonstrate that the carrier density,as well as the mobility,of Dirac semimeta... Tunable carrier density plays a key role in the investigation of novel transport properties in three-dimensional topological semimetals.We demonstrate that the carrier density,as well as the mobility,of Dirac semimetal Cd_(3)As_(2) nanoplates can be effectively tuned via in situ thermal treatment at 350 K for one hour,resulting in non-monotonic evolution by virtue of the thermal cycling treatments.The upward shift of Fermi level relative to the Dirac nodes blurs the surface Fermi-arc states,accompanied by an anomalous phase shift in the oscillations of bulk states,due to a change in the topology of the electrons.Meanwhile,the oscillation peaks of bulk longitudinal magnetoresistivity shift at high fields,due to their coupling to the oscillations of the surface Fermi-arc states.Our work provides a thermal control mechanism for the manipulation of quantum states in Dirac semimetal Cd_(3)As_(2) at high temperatures,via their carrier density. 展开更多
关键词 density. DIRAC FERMI
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不确定工时下多目标柔性作业车间调度问题的进化求解方法 被引量:13
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作者 钟小玉 韩玉艳 +2 位作者 姚香娟 巩敦卫 孙永征 《中国科学:信息科学》 CSCD 北大核心 2023年第4期737-757,共21页
在实际工业生产中,调度环境的复杂性与不确定性使得调度问题求解难度大大提高.针对加工时间不确定的柔性作业车间调度问题,采用不确定参数描述随机工时波动程度和约束条件允许违背程度,构建工时波动服从指数分布的多目标柔性车间调度模... 在实际工业生产中,调度环境的复杂性与不确定性使得调度问题求解难度大大提高.针对加工时间不确定的柔性作业车间调度问题,采用不确定参数描述随机工时波动程度和约束条件允许违背程度,构建工时波动服从指数分布的多目标柔性车间调度模型.基于机会约束规划理论,将不确定调度问题转化为加工时间确定的柔性作业车间调度问题,求解得到一定程度上具有鲁棒性能的调度方案.在执行过程中,采用工序移动调整和重调度方法对作业排产方案进行动态调整.基于双链式编码以及贪婪插入法解码规则,提出了基于变邻域搜索的混合NSGA-Ⅱ算法.针对车间调度问题的多约束性和计算复杂度高等特点,设计了基于机器选择的复合启发式规则,包括依据概率的最小累计机器负载和最短工序加工时间规则,以获取更加接近Pareto前沿的均匀分布初始种群.采用改进工序和设备交叉策略以提高算法的全局搜索能力.此外,基于关键工序和机器选择的多种邻域结构,设计了变邻域搜索策略,以进一步提高算法的局部搜索能力.通过Kacem和Brandimarte标准算例的数值仿真以及与多种代表算法的统计比较,验证了所提算法的有效性.本文所提算法为不确定柔性作业车间调度问题提供了更优的调度方案. 展开更多
关键词 多目标优化 柔性作业车间调度 NSGA-Ⅱ 变邻域搜索 不确定工时 机会约束规划
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A review of intelligent optimization for group scheduling problems in cellular manufacturing 被引量:3
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作者 Yuting WANG yuyan han +1 位作者 Dunwei GONG Huan LI 《Frontiers of Engineering Management》 CSCD 2023年第3期406-426,共21页
Given that group technology can reduce the changeover time of equipment,broaden the productivity,and enhance the flexibility of manufacturing,especially cellular manufacturing,group scheduling problems(GSPs)have elici... Given that group technology can reduce the changeover time of equipment,broaden the productivity,and enhance the flexibility of manufacturing,especially cellular manufacturing,group scheduling problems(GSPs)have elicited considerable attention in the academic and industry practical literature.There are two issues to be solved in GSPs:One is how to allocate groups into the production cells in view of major setup times between groups and the other is how to schedule jobs in each group.Although a number of studies on GSPs have been published,few integrated reviews have been conducted so far on considered problems with different constraints and their optimization methods.To this end,this study hopes to shorten the gap by reviewing the development of research and analyzing these problems.All literature is classified according to the number of objective functions,number of machines,and optimization algorithms.The classical mathematical models of single-machine,permutation,and distributed flowshop GSPs based on adjacent and position-based modeling methods,respectively,are also formulated.Last but not least,outlooks are given for outspread problems and problem algorithms for future research in the fields of group scheduling. 展开更多
关键词 cellular manufacturing group scheduling FLOWSHOP literature review
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Intelligent Optimization Under Multiple Factories: Hybrid Flow Shop Scheduling Problem with Blocking Constraints Using an Advanced Iterated Greedy Algorithm 被引量:3
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作者 Yong Wang Yuting Wang +3 位作者 yuyan han Junqing Li Kaizhou Gao Yusuke Nojima 《Complex System Modeling and Simulation》 EI 2023年第4期282-306,共25页
The distributed hybrid flow shop scheduling problem(DHFSP),which integrates distributed manufacturing models with parallel machines,has gained significant attention.However,in actual scheduling,some adjacent machines ... The distributed hybrid flow shop scheduling problem(DHFSP),which integrates distributed manufacturing models with parallel machines,has gained significant attention.However,in actual scheduling,some adjacent machines do not have buffers between them,resulting in blocking.This paper focuses on addressing the DHFSP with blocking constraints(DBHFSP)based on the actual production conditions.To solve DBHFSP,we construct a mixed integer linear programming(MILP)model for DBHFSP and validate its correctness using the Gurobi solver.Then,an advanced iterated greedy(AIG)algorithm is designed to minimize the makespan,in which we modify the Nawaz,Enscore,and Ham(NEH)heuristic to solve blocking constraints.To balance the global and local search capabilities of AIG,two effective inter-factory neighborhood search strategies and a swap-based local search strategy are designed.Additionally,each factory is mutually independent,and the movement within one factory does not affect the others.In view of this,we specifically designed a memory-based decoding method for insertion operations to reduce the computation time of the objective.Finally,two shaking strategies are incorporated into the algorithm to mitigate premature convergence.Five advanced algorithms are used to conduct comparative experiments with AIG on 80 test instances,and experimental results illustrate that the makespan and the relative percentage increase(RPI)obtained by AIG are 1.0%and 86.1%,respectively,better than the comparative algorithms. 展开更多
关键词 BLOCKING distributed hybrid flow shop neighborhood search iterated greedy algorithm
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Distributed Flow Shop Scheduling with Sequence-Dependent Setup Times Using an Improved Iterated Greedy Algorithm 被引量:14
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作者 Xue han yuyan han +5 位作者 Qingda Chen Junqing Li Hongyan Sang Yiping Liu Quanke Pan Yusuke Nojima 《Complex System Modeling and Simulation》 2021年第3期198-217,共20页
To meet the multi-cooperation production demand of enterprises,the distributed permutation flow shop scheduling problem(DPFSP)has become the frontier research in the field of manufacturing systems.In this paper,we inv... To meet the multi-cooperation production demand of enterprises,the distributed permutation flow shop scheduling problem(DPFSP)has become the frontier research in the field of manufacturing systems.In this paper,we investigate the DPFSP by minimizing a makespan criterion under the constraint of sequence-dependent setup times.To solve DPFSPs,significant developments of some metaheuristic algorithms are necessary.In this context,a simple and effective improved iterated greedy(NIG)algorithm is proposed to minimize makespan in DPFSPs.According to the features of DPFSPs,a two-stage local search based on single job swapping and job block swapping within the key factory is designed in the proposed algorithm.We compare the proposed algorithm with state-of-the-art algorithms,including the iterative greedy algorithm(2019),iterative greedy proposed by Ruiz and Pan(2019),discrete differential evolution algorithm(2018),discrete artificial bee colony(2018),and artificial chemical reaction optimization(2017).Simulation results show that NIG outperforms the compared algorithms. 展开更多
关键词 distributed permutation flow shop iterated greedy local search swapping strategy
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Photophysical and electrical properties of organic waveguide nanorods of perylene-3,4,9,10-tetracarboxylic dianhydride
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作者 yuyan han Wei Ning +6 位作者 Liang Cao Xiaotao Xu Tian Li Fapei Zhang Li Pi Faqiang XU Mingliang Tian 《Nano Research》 SCIE EI CAS CSCD 2016年第7期1948-1955,共8页
The single crystalline nanostructure of organic semiconductors provides a very promising class of materials for applications in modern optoelectronic devices. However, morphology control and optoelectronic property mo... The single crystalline nanostructure of organic semiconductors provides a very promising class of materials for applications in modern optoelectronic devices. However, morphology control and optoelectronic property modulation of high quality single crystalline samples remain a challenge. Here, we report the morphology-controlled growth of single crystalline nanorod arrays of perylene- 3,4,9,10-tetracarboxylic dianhydride (IrFCDA). We demonstrate that, unlike FTCDA film, PTCDA nanorods exhibits optical waveguide features, enhanced absorption, and Frenkel excitation emission in the visible region. Additionally, we measured the electrical properties of PTCDA nanorods, including the conductivity along the growth direction of the nanorod, which is roughly 0.61 S-m i (much higher than that of pure crystalline PTCDA films). 展开更多
关键词 organic semiconductor single crystalline nanorod optical waveguide photoluminescence electrical conductivity
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Transport signatures of the topological surface state induced by the size effect in superconductor β-PdBi_(2)
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作者 Ankang Zhu Zheng Chen +9 位作者 yuyan han Mengcheng Zhu Huanhuan Wang Minglong han Liang Li Xue Liu Guolin Zheng Xiangde Zhu Wenshuai Gao Mingliang Tian 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2023年第7期94-101,共8页
The superconductivity and nontrivial topological electronic state are key hallmarks of topological superconductors.Here,we focus on the transport signals of possible topological surface state in the topological superc... The superconductivity and nontrivial topological electronic state are key hallmarks of topological superconductors.Here,we focus on the transport signals of possible topological surface state in the topological superconductor candidate β-PdBi_(2) nanoflake with a thickness of 21 nm.The resistance demonstrates a semiconductor-metal transition followed by an upturned behavior as the temperature decreases.A large and unsaturated longitudinal magnetoresistance(MR),accompanied by distinct Shubnikov-de Hass oscillation in Hall resistance,is observed.An analysis of Hall resistance reveals that the carriers present the characteristics of relativistic particles with small effective mass and extremely high mobility.The angle-dependent quantum oscillations demonstrate a two-dimensional Fermi surface topology.A giant anisotropic MR as large as 98%is detected when rotating the magnetic field.These results provide the possible transport signals of a nontrivial topological electronic state,establishing a further understanding of the topological properties of the low-dimensional topological superconductor candidate β-PdBi_(2). 展开更多
关键词 MAGNETOTRANSPORT surface state LOW-DIMENSIONAL
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A Penalty Groups-Assisted Iterated Greedy Integrating Idle Time Insertion:Solving the Hybrid Flow Shop Group Scheduling with Delivery Time Windows
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作者 Qianhui Ji yuyan han +2 位作者 Yuting Wang Biao Zhang Kaizhou Gao 《Complex System Modeling and Simulation》 EI 2024年第2期137-165,共29页
The hybrid flow shop group scheduling problem(HFGSP)with the delivery time windows has been widely studied owing to its better flexibility and suitability for the current just-in-time production mode.However,there are... The hybrid flow shop group scheduling problem(HFGSP)with the delivery time windows has been widely studied owing to its better flexibility and suitability for the current just-in-time production mode.However,there are several unresolved challenges in problem modeling and algorithmic design tailored for HFGSP.In our study,we place emphasis on the constraint of timeliness.Therefore,this paper first constructs a mixed integer linear programming model of HFGSP with sequence-dependent setup time and delivery time windows to minimize the total weighted earliness and tardiness(TWET).Then a penalty groups-assisted iterated greedy integrating idle time insertion(PG IG ITI)is proposed to solve the above problem.In the PG IG ITI,a double decoding strategy is proposed based on the earliest available machine rule and the idle time insertion rule to calculate the TWET value.Subsequently,to reduce the amount of computation,a skip-based destruction and reconstruction strategy is designed,and a penalty groups-assisted local search is proposed to further improve the quality of the solution by disturbing the penalized groups,i.e.,early and tardy groups.Finally,through comprehensive statistical experiments on 270 test instances,the results prove that the proposed algorithm is effective compared to four state-of-the-art algorithms. 展开更多
关键词 hybrid flow shop group scheduling iterated greedy algorithm delivery time windows sequence-dependent setup time
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