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Design and conductivity optimization of La_(0.3)Sr_(0.7)TiO_(3)/L_(a0.8)Sr_(0.2)MnO_(3) bi-layer structures as tubular segmented-in-series solid oxide fuel cell interconnect
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作者 Rui Shi Yan'an Li +5 位作者 Jiutao Gao Ziyang Chen Xin Zhang Shanlin Zhang Zaheer Ud Din Babar Chengxin Li 《Journal of Rare Earths》 2025年第9期1920-1928,共9页
This study focused on meeting the stringent stability requirements of tubular segmented-in-series solid oxide fuel cells(SOFCs) in reducing and oxidizing atmospheres.To address this challenge,a bi-layer perovskite cer... This study focused on meeting the stringent stability requirements of tubular segmented-in-series solid oxide fuel cells(SOFCs) in reducing and oxidizing atmospheres.To address this challenge,a bi-layer perovskite ceramic interconnect was designed by controlling the oxygen partial pressure,because of the strong correlation between the conductivity of strontium-doped lanthanum titanate(LST) and the oxygen partial pressure.The LST powder was prepared using solid-phase and sol-gel methods,and their influence on particle size and sintering behavior was compared.LST/lanthanum strontium manganite(LSM) bi-layer ceramic interconnects with varying thicknesses were fabricated through screen printing and co-sintering.The results demonstrate favorable interfacial bonding and excellent chemical compatibility between the ceramic layers.The conductivity of the bi-layer interconnect exhibits a temperature-dependent behavior,peaking at 550℃.Simulation calculations and research findings validate that the co nductivity of the bi-layer interconnect is determined by the thickness of the LSM layer and the oxygen partial pressure at the interconnect interface.Optimal conductivity is achieved with a bilayer interconnect consisting of approximately 15 μm of LST and 4 μm of LSM.This can be attributed to the efficient regulation of oxygen partial pressure at the interface,effectively mitigating LSM decomposition caused by low oxygen partial pressure and the subsequent reduction in conductivity.These results provide valuable fundamental data and methodology for the development of high-performance interconnects for tubular segmented-in-series SOFCs. 展开更多
关键词 Tubular SOFCs Interconnects bi-layer La_(0.3)Sr_(0.7)TiO_(3)/L_(a0.8)Sr_(0.2)MnO_(3) Electrical conductivity Rareearths
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3D-printed,bi-layer,biomimetic artificial periosteum for boosting bone regeneration 被引量:4
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作者 Yage Sun Ziwei Gao +7 位作者 Xiaoping Zhang Ziyang Xu Yahan Zhang Binbin He Rong Yang Qian Zhang Qiang Yang Wenguang Liu 《Bio-Design and Manufacturing》 SCIE EI CAS CSCD 2022年第3期540-555,共16页
Periosteum,a membrane covering the surface of the bone,plays an essential role in maintaining the function of bone tissue—and especially in providing nourishment and vascularization during the bone regeneration proce... Periosteum,a membrane covering the surface of the bone,plays an essential role in maintaining the function of bone tissue—and especially in providing nourishment and vascularization during the bone regeneration process.Currently,most artificial periostea have relatively weak mechanical strength and a rapid degradation rate,and they lack integrated angiogenesis and osteogenesis functions.In this study,a bi-layer,biomimetic,artificial periosteum composed of a methacrylated gelatin–nano-hydroxyapatite(GelMA-nHA)cambium layer and a poly(N-acryloyl 2-lycine)(PACG)-GelMA-Mg^(2+)fibrous layer was fabricated via 3D printing.The GelMA-nHA layer is shown to undertake the function of improving osteogenic differentiation of rat bone marrow mesenchymal stem cells with the sustainable release of Ca^(2+) from nHA nanoparticles.The hydrogen-bonding-strengthened P(ACG-GelMA-L)-Mg^(2+)hydrogel layer serves to protect the inner defect site and prolong degradation time(60 days)to match new bone regeneration.Furthermore,the released magnesium ion exhibits a prominent effect in regulating the polarization phenotype of macrophage cells into theM2 phenotype and thus promotes the angiogenesis of the human umbilical vein endothelial cells in vitro.This bi-layer artificial periosteum was implanted into a critical-sized cranial bone defect in rats,and the 12-week post-operative outcomes demonstrate optimal new bone regeneration. 展开更多
关键词 3D printing bi-layer periosteum scaffold Immune regulation Bone regeneration
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High-Efficiency Wide-Band Cross-Polarization Conversion Using Bi-layered Metal Hole Pairs 被引量:1
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作者 Yong Zhang Xian-Ke Li Cheng-Ping Huang 《Chinese Physics Letters》 SCIE CAS CSCD 2018年第10期40-43,共4页
We present a polarization converter composed of bi-layered metal films perforated with rectangle hole pairs in each film. The proposed converter can convert the polarization of an incident linearly-polarized electroma... We present a polarization converter composed of bi-layered metal films perforated with rectangle hole pairs in each film. The proposed converter can convert the polarization of an incident linearly-polarized electromagnetic wave to its orthogonal direction with high efficiency and large bandwidth in the infrared or microwave regions.To make sure of the mechanism of polarization conversion, the current and electric-field distributions at different resonant frequencies are analyzed. It is found that the cross-polarized transmission is due to the near-field coupling between hole pairs in neighboring metal films. Finally, a prototype of the proposed converter is fabricated and measured in the microwave region. Good agreement between the experimental and simulated results is obtained. 展开更多
关键词 High-Efficiency Wide-Band Cross-Polarization Conversion Using bi-layered Metal Hole Pairs
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Fabrication of a Bi-layer Tubular Scaffold Consisted of a Dense Nanofibrous Inner Layer and a Porous Nanoyarn Outer Layer for Vascular Tissue Engineering
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作者 CHEN Jian-feng LIU Wei +4 位作者 WU Tong LI Da-wei ZHANG Jian-guang WANG Nan-ping MO Xiu-mei 《Journal of Donghua University(English Edition)》 EI CAS 2014年第5期718-722,共5页
Recent years, it has attracted more attentions to increase the porosity and pore size of nanofibrous scaffolds to provide the for the cells to grow into the small-diameter vascular grafts. In this study, a novel bi-la... Recent years, it has attracted more attentions to increase the porosity and pore size of nanofibrous scaffolds to provide the for the cells to grow into the small-diameter vascular grafts. In this study, a novel bi-layer tubular scaffold with an inner layer and an outer layer was fabricated. The inner layer was random collagen/poly ( L-lactide-co-caprolactone ) I P ( LLA- CL) ] nanofibrous mat fabricated by conventional electrospinning and the outer layer was aligned collagen/P (LLA-CL) nanoyarns prepared by a dynamic liquid dectrospinning method. Fourier transform infrared spectroscopy (FTIR) was used to characterize the chemical structure. Scanning electron microscopy ( SEM ) was employed to observe the morphology of the layers and the cross- sectioned bi-layer tubular scaffold. A liquid displacement method was employed to measure the porosities of the inner and outer layers. Stress-strain curves were obtained to evaluate the mechanical properties of the two different layers and the bi-layer membrane. The diameters of the nanofibers and the nanoyarns were (480 ± 197 ) nm and ( 19.66 ± 4.05 ) μm, respectively. The outer layer had a significantly higher porosity and a larger pore size than those of the inner layer. Furthermore, the bi-layer membrane showed a good mechanical property which was suitable as small-diameter vascular graft. The results indicated that the bi-layer tubular scaffold had a great potential application in small vascular tissue engineering. 展开更多
关键词 nanoyarn poly ( L-lactide-co-caprolactone ) [ P ( LLA-CL ) ] bi-layer tubular scaffold POROUS structure small vascular TISSUEENGINEERING
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Characterization of Micro and Nano-Scaled Co/Ni Bi-Layered Films Electrodeposited Under Influence of Magnetic Field:Effects on Structure and Morphology
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作者 LEVESQUE Alexandra LI Donggang +2 位作者 FRANCZAK Agneszka WANG Qiang CHOPART Jean-Paul 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2012年第S2期1145-1148,共4页
In this study,the possibility of obtaining micro and nano-scaled Co/Ni bi-layered films by use of the electrochemical method was investigated.The electrodeposition process was performed with presence and absence of a ... In this study,the possibility of obtaining micro and nano-scaled Co/Ni bi-layered films by use of the electrochemical method was investigated.The electrodeposition process was performed with presence and absence of a uniform external magnetic field up to 1T to examine its influence on structure and morphology of the obtained thin films. Afterwards,each sample was annealed under high magnetic field with strength up to 12 T at 623 K,what allowed compare and determine the changes in morphology and structure,before and after heat treatment.The Co/Ni bi-layered thin films were deposited onto an indium-doped tin oxide(ITO)-coated conducting glass substrate from sulfate baths with boric acid as an additive.The results show drastic changes in the morphology between macro and nano-scaled films which were strongly affected by an introduction of the magnetic field to the electrodeposition process.The annealing process allowed to determine the nucleus transition and showed that under the high temperature treatment it is possible to control the growth mode as well as the phase composition changes. 展开更多
关键词 Co/Ni bi-layered films electrodeposition onto ITO micro and nano-structure magnetic field annealing process
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Development of controlled release bi-layered tablets containing oxycodone hydrochloride
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作者 Kyung Hun Kim Kyung Soo Lee +5 位作者 Il Woo Jung Jin Seob Oh Seo Hyun Lim Sung Hoon Lee Woo Heon Song Jun Sang Park 《Asian Journal of Pharmaceutical Sciences》 SCIE CAS 2016年第1期178-178,共1页
Oxycodone hydrochloride is a semi-synthetic opioid agonist that provides very effective relief for moderate to severe pain in cancer and post-operative patients. Controlled release oxycodone formulations have been stu... Oxycodone hydrochloride is a semi-synthetic opioid agonist that provides very effective relief for moderate to severe pain in cancer and post-operative patients. Controlled release oxycodone formulations have been studied to enhance the therapeutic effect by providing constant release over the whole dosing interval and improve patient’s convenience by reducing the frequency of administration as well. 展开更多
关键词 OXYCODONE Control release bi-layered TABLET IVIVC
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An analytic model for transient heat conduction in bi-layered structures with flexible serpentine heaters
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作者 Zhao ZHAO Yuhang LI +2 位作者 Sujun DONG Yi CUI Zheng DAI 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2021年第9期1279-1296,共18页
Uniform heating of complex surfaces,especially non-developable surfaces,is a crucial problem that traditional rigid heaters cannot solve.Inspired by flexible electronic devices,a novel design for the stretchable heati... Uniform heating of complex surfaces,especially non-developable surfaces,is a crucial problem that traditional rigid heaters cannot solve.Inspired by flexible electronic devices,a novel design for the stretchable heating film is proposed with the flexible serpentine wire embedded in the soft polymer film,which can be attached to non-developable surfaces conformally.It provides a new way for the stretchable heaters to realize uniform heating of complex surfaces.However,the thermal field of flexible serpentine heaters(FSHs)depends on the configurations of the embedded serpentine heating wire,which requires accurate theoretical prediction of real-time temperature distribution.Therefore,the analytical model for the transient heat conduction in FSHs is solved by the separation of variables method and validated by the finite element analysis(FEA)in this paper.Based on this model,the effects of the geometric parameters,such as the radius and the length of the serpentine heaters,on the thermal uniformity are systematically investigated.This study can help to design and fabricate flexible heaters with uniform heating in the future. 展开更多
关键词 serpentine heater bi-layered structure transient heat conduction temperature distribution
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Developments of Cr-Si and Ni-Cr Single-Layer Thin-Film Resistors and a Bi-Layer Thin-Film Resistor with Adjustable Temperature Coefficient of Resistor
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作者 Huan-Yi Cheng Ying-Chung Chen +3 位作者 Chi-Lun Li Pei-Jou Li Mau-Phon Houng Cheng-Fu Yang 《Materials Sciences and Applications》 2016年第12期895-907,共13页
At first, Cr-Si (28 wt% Cr, 72 wt% Si) and Ni-Cr (80 wt% Ni, 20 wt% Cr) thin-film materials were deposited by using sputtering method at the same parameters, and their physical and electrical properties were investiga... At first, Cr-Si (28 wt% Cr, 72 wt% Si) and Ni-Cr (80 wt% Ni, 20 wt% Cr) thin-film materials were deposited by using sputtering method at the same parameters, and their physical and electrical properties were investigated. The resistances of Cr-Si and Ni-Cr thin-film resistors decreased with the increase of deposition time (thickness) and their resistivity had no apparent variations as the deposition time increased. The temperature coefficient of resistance (TCR) of single-layer Cr-Si thin-film resistors was negative and the TCR value of single-layer Ni-Cr thin-film resistors was positive. For that, we used Cr-Si thin films as upper (or lower) layer and Ni-Cr thin films as lower (upper) layer to investigate a bi-layer thin-film structure. The deposition time of Ni-Cr thin films was fixed at 10 min and the deposition time of Cr-Si thin films was changed from 10 min to 60 min. We had found that as Cr-Si thin films were used as upper or lower layers they had similar deposition rates. We had also found that the thickness and stack method of Cr-Si thin films had large effects on the resistance and TCR values of the bi-layer thin-film resistors. 展开更多
关键词 Cr-Si NI-CR Sputtering Method Sheet Resistance bi-layer Structure
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A bi-layer coordinated power regulation strategy considering system dynamics and economics for isolated hybrid AC/DC multi-energy microgrid
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作者 Jing ZHANG Yong LI +7 位作者 Jinjie LIN Sijia HU Yijia CAO Li HE Xusheng YANG Yong XU Lin ZENG Linjin XIE 《Science China(Technological Sciences)》 2025年第1期374-390,共17页
The isolated hybrid AC/DC multi-energy microgrid(IH-MEMG)offers an effective solution for meeting the electrical,heating,and cooling energy demands of remote and off-grid areas.For an IH-MEMG,system transient dynamics... The isolated hybrid AC/DC multi-energy microgrid(IH-MEMG)offers an effective solution for meeting the electrical,heating,and cooling energy demands of remote and off-grid areas.For an IH-MEMG,system transient dynamics(i.e.,frequency or voltage of the electricity network)and economics are critical aspects that pose the greatest concern to operators.However,these aspects are generally investigated separately owing to their different time scales.To integrate these aspects from the scope of real-time control,this study proposes a bi-layer coordinated power regulation strategy considering system dynamics and economics for the IH-MEMG.First,coupling relationships among multiple sub-networks are analyzed,and a frequency-voltage coupling model between the AC and DC sides is established.Then,a bi-layer coordinated power regulation strategy is developed for the IH-MEMG with output characteristics of different components involved:the primary layer includes a multi-entity power support mechanism used to improve the dynamics of the electricity network,wherein a cooperation principle of the combined cooling,heating,and power(CCHP)unit and energy storage unit(ESU)is designed in detailed;meanwhile,the secondary layer includes a real-time economics-oriented optimization framework used to adjust the power references of multiple units generated from the primary layer for cost efficiency improvement(notably,the primary layer can work independently).Finally,the effectiveness of the proposed strategy is verified through comprehensive simulations under varying operation scenarios. 展开更多
关键词 isolated hybrid AC/DC multi-energy microgrid bi-layer coordinated power regulation dynamics and economics combined cooling heating and power unit energy storage unit
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Deep Reinforcement Learning Based Bi-layer Optimal Scheduling for Microgrids Considering Flexible Load Control 被引量:6
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作者 Zitong Zhang Jing Shi +3 位作者 Wangwang Yang Zhaofang Song Zexu Chen Dengquan Lin 《CSEE Journal of Power and Energy Systems》 SCIE EI CSCD 2023年第3期949-962,共14页
In this paper,the bi-layer scheduling method for microgrids,based on deep reinforcement learning,is proposed to achieve economic and environmentally friendly operations.First,considering the uncertainty of renewable e... In this paper,the bi-layer scheduling method for microgrids,based on deep reinforcement learning,is proposed to achieve economic and environmentally friendly operations.First,considering the uncertainty of renewable energy,the framework of day-ahead and intra-day scheduling is established,and the implementation scheme for both price-based and incentive-based demand response(DR)for the flexible load is determined.Then,comprehensively considering the operating characteristics of the microgrid in the day-ahead and intra-day time scales,a bi-layer scheduling model of the microgrid is established.In terms of algorithms,since day-ahead scheduling has no strict requirement for dispatching time,the particle swarm optimization(PSO)algorithm is used to optimize the time-of-use electricity price and distributed power output for the next day.Considering the environmental fluctuations and requirements for rapidity of intra-day online scheduling,the deep reinforcement learning(DRL)algorithm is adopted for optimization.Finally,based on the data from the actual microgrid,the rationality and effectiveness of the proposed scheduling method is verified.The results show that the proposed bi-layer scheduling based on the PSO and DRL algorithms achieves the optimization of scheduling cost and calculation speed,and is suitable for microgrid online scheduling. 展开更多
关键词 bi-layer optimal scheduling demand response deep reinforcement learning microgrid scheduling
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A biomimetic bi-layered tissue engineering scaffolds for osteochondral defects repair 被引量:6
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作者 LIU KaiQiang LIU YanNan +2 位作者 DUAN ZhiGuang MA XiaoXuan FAN DaiDi 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2021年第4期793-805,共13页
Osteochondral defects are most commonly characterized by damages to both cartilage and underlying subchondral bone tissues,thus developing bi-layered scaffold that can concurrently regenerate these two specific lineag... Osteochondral defects are most commonly characterized by damages to both cartilage and underlying subchondral bone tissues,thus developing bi-layered scaffold that can concurrently regenerate these two specific lineages becomes challenge.In this study,the highly biomimetic bi-layered scaffolds were successfully prepared using human-like-collagen(HLC),hyaluronan(HA)and nano hydroxyapatite(HAP)particles,combined with"liquid phase synthesis"technology,freeze-drying and chemical crosslinking techniques,which was simulated the composition of natural extracellular matrix to repair osteochondral defects.This novel bilayer osteochondral graft had a seamlessly integrated layer structure,suitable pore size,high levels of porosity,and excellent mechanical properties.In vitro cell experiments of the bilayer scaffold indicated that the scaffold could promote the proliferation and adhesion of human bone marrow mesenchymal stem cells.In vivo osteochondral defects and micro-CT experiment revealed that bilayer scaffolds showed complete closure of the defect.Histology confirmed collagen and glycosaminoglycans were deposited in the new matrix of hyaline cartilage and bone in the bilayer scaffold group.Therefore,the developed bionic bilayer scaffold enhanced the regeneration of hyaline cartilage through subchondral bone formation and lateral host-tissue integration.In conclusion,this bilayer scaffold based on HLC could be used as the desired strategy for osteochondral defects regeneration. 展开更多
关键词 human-like collagen bi-layered scaffold osteochondral repair
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Analysis of the in vitro degradation and the in vivo tissue response to bi-layered 3D-printed scaffolds combining PLA and biphasic PLA/bioglass components--Guidance of the inflammatory response as basis for osteochondral regeneration 被引量:3
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作者 Mike Barbeck Tiziano Serra +7 位作者 Patrick Booms Sanja Stojanovic Stevo Najman Elisabeth Engel Robert Sader Charles James Kirkpatrick Melba Navarro Shahram Ghanaati 《Bioactive Materials》 SCIE 2017年第4期208-223,共16页
The aim of the present study was the in vitro and in vivo analysis of a bi-layered 3D-printed scaffold combining a PLA layer and a biphasic PLA/bioglass G5 layer for regeneration of osteochondral defects in vivo Focus... The aim of the present study was the in vitro and in vivo analysis of a bi-layered 3D-printed scaffold combining a PLA layer and a biphasic PLA/bioglass G5 layer for regeneration of osteochondral defects in vivo Focus of the in vitro analysis was on the(molecular)weight loss and the morphological and mechanical variations after immersion in SBF.The in vivo study focused on analysis of the tissue reactions and differences in the implant bed vascularization using an established subcutaneous implantation model in CD-1 mice and established histological and histomorphometrical methods.Both scaffold parts kept their structural integrity,while changes in morphology were observed,especially for the PLA/G5 scaffold.Mechanical properties decreased with progressive degradation,while the PLA/G5 scaffolds presented higher compressive modulus than PLA scaffolds.The tissue reaction to PLA included low numbers of BMGCs and minimal vascularization of its implant beds,while the addition of G5 lead to higher numbers of BMGCs and a higher implant bed vascularization.Analysis revealed that the use of a bi-layered scaffold shows the ability to observe distinct in vivo response despite the physical proximity of PLA and PLA/G5 layers.Altogether,the results showed that the addition of G5 enables to reduce scaffold weight loss and to increase mechanical strength.Furthermore,the addition of G5 lead to a higher vascularization of the implant bed required as basis for bone tissue regeneration mediated by higher numbers of BMGCs,while within the PLA parts a significantly lower vascularization was found optimally for chondral regeneration.Thus,this data show that the analyzed bi-layered scaffold may serve as an ideal basis for the regeneration of osteochondral tissue defects.Additionally,the results show that it might be able to reduce the number of experimental animals required as it may be possible to analyze the tissue response to more than one implant in one experimental animal. 展开更多
关键词 Bioactive glass Polylactic acid(PLA) bi-layer scaffold Multinucleated giant cells Bone substitute VASCULARIZATION Calcium phosphate glass
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Optical beam splitting and asymmetric transmission in bi-layer metagratings
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作者 Qiangshi Shi Xia Jin +5 位作者 Yangyang Fu Qiannan Wu Cheng Huang Baoyin Sun Lei Gao Yadong Xu 《Chinese Optics Letters》 SCIE EI CAS CSCD 2021年第4期77-81,共5页
In this work, inspired by advances in twisted two-dimensional materials, we design and study a new type of optical bi-layer metasurface system, which is based on subwavelength metal slit arrays with phase-gradient mod... In this work, inspired by advances in twisted two-dimensional materials, we design and study a new type of optical bi-layer metasurface system, which is based on subwavelength metal slit arrays with phase-gradient modulation, referred to as metagratings(MGs). It is shown that due to the found reversed diffraction law, the interlayer interaction that can be simply adjusted by the gap size can produce a transition from optical beam splitting to high-efficiency asymmetric transmission of incident light from two opposite directions. Our results provide new physics and some advantages for designing subwavelength optical devices to realize efficient wavefront manipulation and one-way propagation. 展开更多
关键词 asymmetric transmission high efficiency bi-layer metagratings abrupt phase control
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Quantum percolation tunneling current 1/f^γ noise model for high-κ gate stacks Bi-layer breakdown
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作者 LIU YuAn ZHANG YiQi LI Cong 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2014年第9期1637-1643,共7页
Based on the elastic trap-assisted tunneling mechanism in high-κgate stacks,a quantum percolation tunneling current 1/fγ noise model is proposed by incorporating quantum tunneling theory into the quantum percolation... Based on the elastic trap-assisted tunneling mechanism in high-κgate stacks,a quantum percolation tunneling current 1/fγ noise model is proposed by incorporating quantum tunneling theory into the quantum percolation model.We conclude that the noise amplitude of the PSD(Power Spectral Density)for three stages,namely the fresh device,one-layer BD(breakdown),and two-layer BD,increases from 10-22→10-14→10-8 A2/Hz.Meanwhile,the noise exponent γ for the three stages,has the 1/f2type(γ→2),1/fγ type(γ→1~2),and 1/f type(γ→1),respectively.The simulation results are in good agreement with the experimental results.This model reasonably interprets the correlation between the bi-layer breakdown and the tunneling 1/fγ noise amplitude dependence and 1/fγ noise exponent dependence.These results provide a theoretical basis for the high-κ gate stacks bi-layer breakdown noise characterization methods. 展开更多
关键词 1/f^γ noise quantum percolation tunneling MOSFETs high-κ gate stacks bi-layer breakdown
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基于分布式双层强化学习的区域综合能源系统多时间尺度优化调度 被引量:1
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作者 张薇 王浚宇 +1 位作者 杨茂 严干贵 《电工技术学报》 北大核心 2025年第11期3529-3544,共16页
考虑异质能源在网络中的流动时间差异性,提升系统设备在不同时间尺度下调控的灵活性,是实现区域综合能源系统(RIES)多时间尺度优化调度的关键。为此,该文提出一种面向冷-热-电RIES的分布式双层近端策略优化(DBLPPO)调度模型。首先将RIE... 考虑异质能源在网络中的流动时间差异性,提升系统设备在不同时间尺度下调控的灵活性,是实现区域综合能源系统(RIES)多时间尺度优化调度的关键。为此,该文提出一种面向冷-热-电RIES的分布式双层近端策略优化(DBLPPO)调度模型。首先将RIES内部能源的出力、储存和转换构建高维空间的马尔可夫决策过程数学模型;其次基于改进的分布式近端策略优化算法对其进行序贯决策描述,构建内部双层近端策略优化(PPO)的控制模型,局部网络采用“先耦合-再解耦”的求解思路对冷-热力系统和电力系统的设备进行多时间尺度优化决策,最终实现RIES冷-热力系统与电力系统的多时间尺度调度和协同优化运行;最后仿真结果表明,所提模型不仅能克服深度强化学习算法在复杂随机场景下的“维数灾难”问题,实现RIES各能源网络在不同时间尺度下的协同优化管理,还能加快模型的最优决策求解速度,提高系统运行的经济效益。 展开更多
关键词 区域综合能源系统 多时间尺度 分布式双层近端策略优化 深度强化学习 协同优化管理 经济效益
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面向短时过载及长期轻载的配变侧储能配置与调度双层优化 被引量:1
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作者 张旭 王淳 +4 位作者 胡奕涛 陈锐凯 刘昆 郭志东 钟俊勋 《中国电力》 北大核心 2025年第1期174-184,共11页
针对农村配电变压器短时过载、长期轻载运行的问题,提出了一种基于经济效益评价的配变侧储能配置和调度双层优化方法。上层模型以系统经济效益最优为目标,决策储能系统的额定功率和额定容量,采用莱维飞行粒子群算法求解;下层模型嵌入储... 针对农村配电变压器短时过载、长期轻载运行的问题,提出了一种基于经济效益评价的配变侧储能配置和调度双层优化方法。上层模型以系统经济效益最优为目标,决策储能系统的额定功率和额定容量,采用莱维飞行粒子群算法求解;下层模型嵌入储能寿命消耗的简化计算模型,以配变低压侧有功波动最小,储能寿命削减最小以及调度经济效益最优为目标,决策储能系统调度策略,采用商业求解器Gurobi求解。在构建配变侧储能系统经济效益评价模型时,计及电池寿命消耗以及配变动态负载率对经济效益的影响,搭建了基于等效全循环次数折算的磷酸铁锂储能系统投资成本模型以及考虑动态负载率对故障发生概率影响的配变故障风险收益模型。算例结果表明,该方法在确保配电网安全运行下能够提高配变侧接入储能系统的经济性。 展开更多
关键词 储能 农村配电变压器 经济效益评价 寿命消耗模型 双层优化
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融合Bi-LSTM与多头注意力的分层强化学习推理方法 被引量:3
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作者 李卫军 刘世侠 +3 位作者 刘雪洋 丁建平 苏易礌 王子怡 《计算机应用研究》 北大核心 2025年第1期71-77,共7页
知识推理作为知识图谱补全中一项重要任务,受到了学术界的广泛关注。针对知识推理可解释性差、不能利用隐藏语义信息和奖励稀疏的问题提出了一种融合Bi-LSTM与多头注意力机制的分层强化学习方法。将知识图谱通过谱聚类分簇,使智能体分... 知识推理作为知识图谱补全中一项重要任务,受到了学术界的广泛关注。针对知识推理可解释性差、不能利用隐藏语义信息和奖励稀疏的问题提出了一种融合Bi-LSTM与多头注意力机制的分层强化学习方法。将知识图谱通过谱聚类分簇,使智能体分别在簇与实体间进行推理,利用Bi-LSTM与多头注意力机制融合模块对智能体的历史信息进行处理,可以更有效地发现和利用知识图谱隐藏的语义信息。Hight智能体通过分层策略网络选择目标实体所在的簇,指导Low智能体进行实体间的推理。利用强化学习智能体可以有效地解决可解释性差的问题,并通过相互奖励机制对两个智能体的动作选择以及搜索路径给予奖励,以解决智能体奖励稀疏的问题。在FB15K-237、WN18RR、NELL-995三个公开数据集上的实验结果表明,提出的方法能够捕捉序列数据中的长期依赖关系对长路径进行推理,并且在推理任务中的性能优于同类方法。 展开更多
关键词 知识推理 分层强化学习 Bi-LSTM 多头注意力机制
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考虑电能量-备用-氢能耦合市场环境的加氢站优化运行方法 被引量:1
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作者 周欣 陈顺 +2 位作者 谭洪 陈代才 冉勐纮 《浙江电力》 2025年第4期28-38,共11页
为提高现场制氢HFS(加氢站)的运营收益,提出考虑电能量-备用-氢能耦合市场环境的加氢站双层随机优化模型。上层为HFS参与电能量、备用、氢能耦合日前市场及平衡市场的投标报价模型。下层为两阶段出清模型:第一阶段是在已知各市场主体的... 为提高现场制氢HFS(加氢站)的运营收益,提出考虑电能量-备用-氢能耦合市场环境的加氢站双层随机优化模型。上层为HFS参与电能量、备用、氢能耦合日前市场及平衡市场的投标报价模型。下层为两阶段出清模型:第一阶段是在已知各市场主体的投标报价信息后,开展能量、氢能、备用市场联合出清;第二阶段是针对不同负荷偏差场景下平衡市场出清。此外,设计了基于对偶理论与KKT(卡罗需-库恩-塔克)条件转化的混合整数线性规划均衡求解算法。仿真分析表明,备用以及平衡市场的参与大大增加了HFS的收益。 展开更多
关键词 加氢站 多能耦合市场 氢能市场 双层优化 联合出清
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基于双向多层级交互网络的肺部CT图像分类
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作者 龙肖 黄巍 胡凯 《计算机科学》 北大核心 2025年第S1期85-90,共6页
近年来,基于局部窗口的Self-Attention机制在视觉分类任务中表现突出。然而,由于存在感受野有限和建模能力弱的问题,其在处理复杂数据时效果不佳。肺部CT图像中的特征复杂多样,包括结节的形状、大小、密度等,给深入挖掘数据中的深层次... 近年来,基于局部窗口的Self-Attention机制在视觉分类任务中表现突出。然而,由于存在感受野有限和建模能力弱的问题,其在处理复杂数据时效果不佳。肺部CT图像中的特征复杂多样,包括结节的形状、大小、密度等,给深入挖掘数据中的深层次特征带来挑战。针对这些问题,文中提出了一个全新的双向多层级交互网络模型Bi-directional Multi-level Interaction Vision Transformer(Bi-MI ViT)。该网络通过双向多层级交互机制有效融合空间和通道信息,从而显著提升特征提取的准确性和全面性。在Transformer分支中,引入了高效的级联组注意力机制,旨在丰富注意力头特征的多样性,并增强模型对关键信息的捕捉能力。同时,在卷积神经网络(Convolutional Neural Networks,CNNs)分支中,通过设计DP block,并利用点卷积(Point-Wise Convolution,PW)和深度卷积(Depth-Wise Convolution,DW)深入挖掘局部信息,以优化模型的表达能力。此外,深度特征提取模块(Deep Feature Extraction,DFE)的建立增强了特征传播和复用,提高了数据利用效率,实现了实质性的性能改进。实验结果显示,在公开的COVID19-CT数据集和私有的LUAD-CT数据集上,所提算法优于对比的8种方法,实现了准确分类。 展开更多
关键词 肺部CT图像 双向多层级交互 卷积神经网络 TRANSFORMER 分类
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用于高温加速度传感器的铋层状压电陶瓷性能研究
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作者 侯立敏 马丞 +1 位作者 王国华 聂晶 《计算机测量与控制》 2025年第6期313-320,共8页
针对目前高温加速度传感器存在的高温压电性能差、应用温度范围窄等问题,对传感器敏感元件的压电性能及温度稳定性进行了研究;采用固相法制备了不同含量Bi_(2)O_(3)掺杂的Bi_(3.94)Ce_(0.06)Ti_(2.98)W_(0.01)Nb_(0.01)O_(12)基压电陶瓷... 针对目前高温加速度传感器存在的高温压电性能差、应用温度范围窄等问题,对传感器敏感元件的压电性能及温度稳定性进行了研究;采用固相法制备了不同含量Bi_(2)O_(3)掺杂的Bi_(3.94)Ce_(0.06)Ti_(2.98)W_(0.01)Nb_(0.01)O_(12)基压电陶瓷,采取的Bi_(2)O_(3)补偿式掺杂方案有效降低了压电陶瓷内氧空位浓度,一方面氧空位浓度的降低减少了其对电畴的钉扎作用,使压电陶瓷的压电铁电性能增强,掺杂量为0.6 mol%的样品压电常数达到了35.3 pC/N;另一方面氧空位浓度的降低有效降低了陶瓷高温下的电导率,使其温度稳定性增强,陶瓷在600℃高温处理后仍具有29.8 pC/N的压电常数;优异的压电性能和热稳定性是确保高温压电加速度传感器兼具高灵敏度及可靠温度性能的关键,实验结果证明制备的BIT基压电陶瓷在高温压电加速度传感器的应用中有巨大潜力。 展开更多
关键词 加速度传感器 高温应用 压电陶瓷 铋层状结构 钛酸铋
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