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Non-Intrusive Load Identification Model Based on 3D Spatial Feature and Convolutional Neural Network 被引量:1
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作者 jiangyong liu Ning liu +3 位作者 Huina Song Ximeng liu Xingen Sun Dake Zhang 《Energy and Power Engineering》 2021年第4期30-40,共11页
<div style="text-align:justify;"> Load identification method is one of the major technical difficulties of non-intrusive composite monitoring. Binary V-I trajectory image can reflect the original V-I t... <div style="text-align:justify;"> Load identification method is one of the major technical difficulties of non-intrusive composite monitoring. Binary V-I trajectory image can reflect the original V-I trajectory characteristics to a large extent, so it is widely used in load identification. However, using single binary V-I trajectory feature for load identification has certain limitations. In order to improve the accuracy of load identification, the power feature is added on the basis of the binary V-I trajectory feature in this paper. We change the initial binary V-I trajectory into a new 3D feature by mapping the power feature to the third dimension. In order to reduce the impact of imbalance samples on load identification, the SVM SMOTE algorithm is used to balance the samples. Based on the deep learning method, the convolutional neural network model is used to extract the newly produced 3D feature to achieve load identification in this paper. The results indicate the new 3D feature has better observability and the proposed model has higher identification performance compared with other classification models on the public data set PLAID. </div> 展开更多
关键词 Non-Intrusive Load Identification Binary V-I Trajectory Feature Three-Dimensional Feature Convolutional Neural Network Deep Learning
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Modulating Electromagnetic Genes Through Bi‑Phase High‑Entropy Engineering Toward Temperature‑Stable Ultra‑Broadband Megahertz Electromagnetic Wave Absorption
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作者 Xiaoji liu Yuping Duan +14 位作者 Nan Wu Guangming Li Yuan Guo jiangyong liu Ning Zhu Qiang Wang Lin Wang Zichen Xu Hao Wei Guojun Wang Zhijia Zhang Songsong Zhang Wenjun Zhou Teng Ma Tongmin Wang 《Nano-Micro Letters》 2025年第7期254-269,共16页
Magnetic absorbers with high permeability have significant advantages in lowfrequency and broadband electromagnetic wave(EMW)absorption.However,the insufficient magnetic loss and inherent high conductivity of existing... Magnetic absorbers with high permeability have significant advantages in lowfrequency and broadband electromagnetic wave(EMW)absorption.However,the insufficient magnetic loss and inherent high conductivity of existing magnetic absorbers limit the further expansion of EMW absorption bandwidth.Herein,the spinel(FeCoNiCrCu)_(3)O_(4) high-entropy oxides(HEO)are successfully constructed on the surface of FeCoNiCr_(0.4)Cu_(0.2) high-entropy alloys(HEA)through low-temperature oxygen bath treatment.On the one hand,HEO and HEA have different magnetocrystalline anisotropies,which is conducive to achieving continuous natural resonance to improve magnetic loss.On the other hand,HEO with low conductivity can serve as an impedance matching layer,achieving magneto-electric co-modulation.When the thickness is 5 mm,the minimum reflection loss(RL)value and absorption bandwidth(RL<−5 dB)of bi-phase high-entropy composites(BPHEC)can reach−12.8 dB and 633 MHz,respectively.The RCS reduction value of multilayer sample with impedance gradient characteristic can reach 18.34 dB m^(2).In addition,the BPHEC also exhibits temperaturestable EMW absorption performance,high Curie temperature,and oxidation resistance.The absorption bandwidth maintains between 593 and 691 MHz from−50 to 150℃.This work offers a new and tunable strategy toward modulating the electromagnetic genes for temperature-stable ultra-broadband megahertz EMW absorption. 展开更多
关键词 Bi-phase high-entropy composites Electromagnetic genes Electromagnetic wave absorption Continuous natural resonance ULTRA-BROADBAND
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Redesigning and Exploring the Curriculum Framework for Human Resource Management under the New Liberal Arts Initiative
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作者 jiangyong liu 《Journal of Contemporary Educational Research》 2025年第9期232-243,共12页
As China’s higher education transitions from extensive expansion to intensive development,the‘New Liberal Arts’concept has emerged as a pivotal strategic direction for transforming humanities disciplines.This appro... As China’s higher education transitions from extensive expansion to intensive development,the‘New Liberal Arts’concept has emerged as a pivotal strategic direction for transforming humanities disciplines.This approach emphasizes interdisciplinary integration,parallel development of theory and practice,and optimizing talent cultivation models guided by societal demands.The diversified economic structure and high-quality development trajectory of the Guangdong-Hong Kong-Macao Greater Bay Area present new demands for talent cultivation,curriculum design,and pedagogical reform within university Human Resource Management(HRM)programs.Taking Guangzhou Huashang College as the research subject,this paper analyses the core competencies required for HRM programs under the New Liberal Arts framework through policy document analysis,literature review,and field research.It identifies shortcomings in the current curriculum system regarding knowledge structure,practical pathways,and cross-disciplinary integration.Guided by Outcome-Based Education(OBE)and Competency-Based Education(CBE)frameworks,a new curriculum architecture was designed comprising four pillars:general education and humanities literacy,professional core competencies,cross-disciplinary integration,and practical innovation.Practical explorations were undertaken in areas such as university-enterprise collaboration and industry-education integration.Preliminary outcomes demonstrate that the new scheme comprehensively enhances students’data comprehension,strategic awareness,and humanistic sensitivity,providing a reference paradigm for the high-quality development of HRM programs within the new liberal arts context. 展开更多
关键词 New liberal arts development Human resource management Curriculum reform Competency cultivation Industry-education integration
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Intelligent Building Load Scheduling Based on Multi-Objective Multi-Verse Algorithm
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作者 jiangyong liu Jiankang liu +3 位作者 Lv Fan Lingzhi Yi Huina Song Qingna Zeng 《Energy and Power Engineering》 2021年第4期19-29,共11页
<div style="text-align:justify;"> In the multi-objective of intelligent building load scheduling, aiming at the problem of how to select Pareto frontier scheme for multi-objective optimization algorith... <div style="text-align:justify;"> In the multi-objective of intelligent building load scheduling, aiming at the problem of how to select Pareto frontier scheme for multi-objective optimization algorithm, the current optimal scheme mechanism combined with multi-objective multi-verse algorithm is used to optimize the intelligent building load scheduling. The update mechanism is changed in updating the position of the universe, and the process of correction coding is omitted in the iterative process of the algorithm, which reduces the com-putational complexity. The feasibility and effectiveness of the proposed method are verified by the optimal scheduling experiments of residential loads. </div> 展开更多
关键词 Intelligent Building Load Scheduling Multi-Objective Optimization Multi-Objective Multi-Verse Algorithm
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Asymmetric electric field distribution enhanced hierarchical metamaterials for radar-infrared compatible camouflage 被引量:5
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作者 Tuo Zhang Yuping Duan +4 位作者 jiangyong liu Hao Lei Jingxuan Sun Huifang Pang Lingxi Huang 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2023年第15期10-18,共9页
Metamaterials are widely used in electromagnetic radiation and camouflage for their flexible wavefront manipulation and polarization over a broad spectrum ranging from microwaves to optics.However,multispectral compat... Metamaterials are widely used in electromagnetic radiation and camouflage for their flexible wavefront manipulation and polarization over a broad spectrum ranging from microwaves to optics.However,multispectral compatible camouflage faces significant challenges due to tremendous scale differences of unit cells and desired radiative properties in various spectral regimes.This study assembles a micron-scale infrared emitter,a millimeter-scale microwave absorber,and a metal reflector to propose a hierarchical metamaterial that reduces microwave scattering and reflects low-infrared waves.As a proof of concept,laser etching micro-manufactures an upper infrared shielding layer with a periodic metal pattern.At the same time,bottom square frustum metastructure composites are fabricated and optimized based on genetic algorithms.Under the normal incidence transverse electromagnetic wave with a 90°azimuth angle,the hierarchical strategy and infrared unit create an asymmetric electric field distribution of local near-field coupling,which is conducive to generating additional resonance for broadening the absorption bandwidth.Experiments verify the multispectral camouflage,which shows a high absorption efficiency of more than 90%,ranging from 3.6 to 6.2 and from 8.4 to 18 GHz with a total thickness of 4.05 mm(0.049λmax).Due to the non-reflection of surrounding thermal signals in the infrared 2-22μm region,low-infrared emissivity(0.29)metamaterials can adapt to various thermal backgrounds.This methodology can provide a novel route for fabricating multispectral camouflage devices. 展开更多
关键词 Hierarchical metamaterials Radar-infrared compatible stealth Genetic algorithm Magnetic-dielectric lossy composites Asymmetry
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Selective synthesis of triacetin from glycerol catalyzed by HZSM-5/MCM-41 micro/mesoporous molecular sieve 被引量:3
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作者 jiangyong liu Zihao Wang +3 位作者 Yunlin Sun Ruiqi Jian Panming jian Dan Wang 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2019年第5期1073-1078,共6页
HZSM-5/MCM-41 molecular sieve (H-ZM) catalysts with well-defined micro/mesoporous structures were synthesized and showed high performance for selective synthesis of triacetin via the esterification reaction of glycero... HZSM-5/MCM-41 molecular sieve (H-ZM) catalysts with well-defined micro/mesoporous structures were synthesized and showed high performance for selective synthesis of triacetin via the esterification reaction of glycerol with acetic acid. The conversion of glycerol was demonstrated to be 100% and the triacetin selectivity was over 91%, which can be attributed to the synergistic effect regarding suitable acidic property, excellent diffusion efficiency and good stability derived from the combined advantages of microporous molecular sieve HZSM-5 and mesoporous molecular sieve MCM-41. 展开更多
关键词 MESOSCALE Porous materials Molecular SIEVE TRIACETIN GLYCEROL ESTERIFICATION
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Versatile bifunctional nitrogen-doped porous carbon derived from biomass in catalytic reduction of 4-nitrophenol and oxidation of styrene 被引量:2
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作者 jiangyong liu Jinxing Li +3 位作者 Rongfei Ye Xiaodong Yan Lixia Wang Panming Jian 《Chinese Journal of Catalysis》 SCIE EI CAS CSCD 北大核心 2020年第8期1217-1229,共13页
The scarcity and weak durability of metal,especially precious metal catalysts are big obstacles for their large-scale application in many reactions.The state-of-the-art of the catalytic science prefers such type of ca... The scarcity and weak durability of metal,especially precious metal catalysts are big obstacles for their large-scale application in many reactions.The state-of-the-art of the catalytic science prefers such type of catalysts,which can replace metal-based catalysts to alleviate energy and environmental crises and exhibit catalytic performance comparable to or even exceeding these metal catalysts.Herein,we report that N-doped porous carbon(NKC)derived from cheap and abundant radish can be employed as versatile and efficient bifunctional catalysts in both the catalytic reduction of 4-nitrophenol(NRR)and oxidation of styrene(SOR).The series of NKC catalysts were prepared with a simple and facile one-pot strategy by coupling the N-doping,carbonization and KOH activation processes.These catalysts show hierarchical porosity,with the specific surface area,total pore volume and N-doping content ranging from 918.9-3062.7 m^2 g^-1,1.01-2.04 cm^3 g^-1 and 1.29-15.3 at%,respectively.Interestingly,our finding suggests that the catalytic performance is not directly related to these parameters but correlates positively with the content of graphitic N dopants,which is the dominant contributor for impelling both the NRR and SOR.Another intriguing finding is that for both reactions,the optimal catalyst was found to be the NKC-3-800 which possesses the highest graphitic N content of 3.13 at%.In addition,to gain insight into the catalytic behavior,analyses of kinetics and thermodynamics were performed,and the catalytic mechanisms were postulated.This work paves the way for the construction of biomass-derived N-doped carbon catalysts for bi-or even multi-functional applications in various organic reactions. 展开更多
关键词 NITROGEN-DOPING Carbon BIOMASS 4-NITROPHENOL STYRENE
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Cut-wire metasurface embedded in magnetic mediums for ultra-wideband polarization-insensitive absorber with environmental adaptability 被引量:1
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作者 jiangyong liu Yuping Duan +5 位作者 Tuo Zhang Yanan liu Wei Chen Yupeng Shi Lingxi Huang Huifang Pang 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2024年第11期162-170,共9页
Metamaterials with artificial designability and perfect absorption provide a novel design method for the manipulation and attenuation of microwaves.However,owing to the limitations of meta-atomic reso-nance effect and... Metamaterials with artificial designability and perfect absorption provide a novel design method for the manipulation and attenuation of microwaves.However,owing to the limitations of meta-atomic reso-nance effect and the lossless medium,it is difficult to achieve effective microwave absorption in a broad-band frequency range.Hence,an ultra-wideband metamaterial absorber(UWMA)composed of two mag-netic media and a metasurface was designed,and the absorption bandwidth of 2.9 to 18 GHz for 90%absorptivity under normal incidence was achieved,covering almost the entire S,C,X,and Ku bands.Through detailed investigation of equivalent circuit,equivalent medium theory,electromagnetic field dis-tribution and front-back interface interference,the internal physical working mechanism was clarified essentially.In addition,the multi-environment adaptabilities of the proposed absorber,including polariza-tion sensitivity,large angle incidence,dual-station radar stealth,bearing capacity and corrosion resistance,were analyzed.The proposed metamaterial absorber presents an effective way to achieve ultra-wideband absorption and compatibility with environmental adaptability,and provides a new way of thinking for intelligent full-band stealth technology. 展开更多
关键词 METAMATERIAL Microwave absorber ULTRA-WIDEBAND Environmental adaptability Polarization-insensitive
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Hierarchical OD/2D Co_3O_4 hybrids rich in oxygen vacancies as catalysts towards styrene epoxidation reaction
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作者 jiangyong liu Tingting Chen +1 位作者 Panming Jian Lixia Wang 《Chinese Journal of Catalysis》 SCIE EI CAS CSCD 北大核心 2018年第12期1942-1950,共9页
Great efforts have been devoted to the developing of simple,efficient and stable heterogeneous catalysts for the styrene epoxidation reaction(SER).Metal oxides can be of industrial importance by offering an economic a... Great efforts have been devoted to the developing of simple,efficient and stable heterogeneous catalysts for the styrene epoxidation reaction(SER).Metal oxides can be of industrial importance by offering an economic and green route for selectively converting styrene into styrene oxide(SO).Herein,by treating the pristine porous 2D Co3O4 sheets with NaBH4 solution,a novel hierarchical structure,i.e.,0D Co3O4 nanoparticles decorated on 2D porous Co3O4 sheets,was obtained.This simple solution reduction strategy not only realizes the morphology evolution,but also induces the modification of the valence states of metal ions and the simultaneous generation of surface oxygen vacancies.The hierarchical 0D/2D Co3O4 hybrids rich in oxygen vacancies(OV‐Co3O4)exhibit a much better SER performance than the Co3O4 sheets(P‐Co3O4),with the yield of SO more than doubled.The excellent catalytic performance of the OV‐Co3O4 can be ascribed to the synergistic effects regarding the hierarchical porous structure,the modification of surface chemical composition and the creation of surface oxygen vacancies. 展开更多
关键词 CO3O4 Reduction Oxygen vacancies STYRENE EPOXIDATION
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Dual-polarized and real-time reconfigurable metasurface absorber with infrared-coded remote-control system 被引量:4
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作者 jiangyong liu Yuping Duan +2 位作者 Tuo Zhang Lingxi Huang Huifang Pang 《Nano Research》 SCIE EI CSCD 2022年第8期7498-7505,共8页
The reconfigurable metasurfaces which can regulate the microwave absorption performance at the sub wavelength scale provide a possibility to construct intelligent stealth system.However,the existing reconfigurable-met... The reconfigurable metasurfaces which can regulate the microwave absorption performance at the sub wavelength scale provide a possibility to construct intelligent stealth system.However,the existing reconfigurable-metasurface-based absorbers seriously limit the medium and long-distance regulation in practical application due to the complex circuit path and regulation mode.Here,an infrared-coded dual-polarized metasurface absorber(IDMA)with remote-control mode was proposed,which realized the realtime dynamic regulation of the intensity and frequency range of absorption peaks by combining the infrared-coding remotecontrol technology with the active metasurface absorber.The proposed remote-control system can switch the 8-bit binary coding sequences stored in the microcontroller unit(MCU)by an infrared transceiver,so as to regulate the state of active devices under X-and Y-polarizations,respectively.The experimental results showed that the reflection/absorption responses can be regulated by switching different binary codes,and the reflection loss(RL)can be tuned below−7.5 dB(absorptivity over 82%)in wide range of 6.20–18 GHz.Furthermore,the corresponding equivalent circuit model was established and the distributions of surface current and electric field were analyzed to elucidate the dynamic reconfigurable mechanism of the metasurface absorber.The proposed IDMA,which combines intelligent electronic technology with active metasurface absorber,creatively realizes the remote control of active metasurface absorber and opens up a new way for the stealth technology of smart absorber in the future. 展开更多
关键词 microwave absorption active metasurface reflection/absorption infrared-coded remote-control real-time dynamic control
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