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Data-driven modeling of power system dynamics:Challenges,state of the art,and future work
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作者 Heqing Huang Yuzhang Lin +3 位作者 Yifan Zhou Yue Zhao Peng Zhang Lingling Fan 《iEnergy》 2023年第3期200-221,共22页
With the continual deployment of power-electronics-interfaced renewable energy resources,increasing privacy concerns due to deregulation of electricity markets,and the diversification of demand-side activities,traditi... With the continual deployment of power-electronics-interfaced renewable energy resources,increasing privacy concerns due to deregulation of electricity markets,and the diversification of demand-side activities,traditional knowledge-based power system dynamic modeling methods are faced with unprecedented challenges.Data-driven modeling has been increasingly studied in recent years because of its lesser need for prior knowledge,higher capability of handling large-scale systems,and better adaptability to variations of system operating conditions.This paper discusses about the motivations and the generalized process of datadriven modeling,and provides a comprehensive overview of various state-of-the-art techniques and applications.It also comparatively presents the advantages and disadvantages of these methods and provides insight into outstanding challenges and possible research directions for the future. 展开更多
关键词 Data-driven modeling machine learning model construction parameter identification power system dynamics system identification
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Co-,Fe-,Ni-doped and co-doped rutile GeO_(2):insights from ab-initio calculations
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作者 R Essajai E Salmani +4 位作者 M Bghour A Labrag F Goumrhar M Fahoume H Ez-Zahraouy 《Communications in Theoretical Physics》 SCIE CAS CSCD 2022年第4期113-126,共14页
Rutile germanium oxide(rutile GeO_(2)),a semiconductor,can act as a half-metallic compound and is a promising material for spintronic and optoelectronic applications.Calculations were performed using the Korringa–Koh... Rutile germanium oxide(rutile GeO_(2)),a semiconductor,can act as a half-metallic compound and is a promising material for spintronic and optoelectronic applications.Calculations were performed using the Korringa–Kohn–Rostoker(KKR)approach and the coherent potential approximation(CPA),which were further combined with two approximations,the local density approximation(LDA)and the self-interaction corrected LDA approximation(LDA-SIC),to study the electronic structure of bulk rutile GeO_(2) doped and co-doped with three transition-metal impurities:Fe,Co,and Ni.The doping value was set to 10%,while the co-doping level was set to 5%for each impurity.The main findings of this work are:(1)a direct ultrawide bandgap of4.80 eV is observed and the rutile GeO_(2) exhibits an N-type semiconducting property.(2)Doped and co-doped GeO_(2) acquire a magnetic behavior and exhibit half-metallicity.(3)The mechanism responsible for these properties is also studied.(4)The critical temperature can reach 334 K when GeO_(2) is doped with Fe,while it rises to 398 K when it is co-doped with Fe and Co.(5)The spin polarization can be improved by co-doping.It can be inferred that rutile GeO_(2) doped or codoped with(Co,Fe)transition metals can be considered to be potential candidates for spintronic and optoelectronic applications. 展开更多
关键词 LDA approximation SPINTRONIC Curie temperature spin polarization LDA-SIC approximation rutile germanium oxide
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Highly sensitive 2D X-ray absorption spectroscopy via physics informed machine learning 被引量:1
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作者 Zeyuan Li Thomas Flynn +4 位作者 Tongchao Liu Sizhan Liu Wah-Keat Lee Ming Tang Mingyuan Ge 《npj Computational Materials》 CSCD 2024年第1期1941-1949,共9页
Improving the spatial and spectral resolution of 2D X-ray near-edge absorption structure(XANES)has been a decade-long pursuit to probe local chemical reactions at the nanoscale.However,the poor signal-to-noise ratio i... Improving the spatial and spectral resolution of 2D X-ray near-edge absorption structure(XANES)has been a decade-long pursuit to probe local chemical reactions at the nanoscale.However,the poor signal-to-noise ratio in the measured images poses significant challenges in quantitative analysis,especially when the element of interest is at a low concentration.In this work,we developed a postimaging processing method using deep neural network to reliably improve the signal-to-noise ratio in the XANES images. 展开更多
关键词 ABSORPTION XANES HIGHLY
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FINITE ELEMENT APPROXIMATIONS FOR SCHRDINGER EQUATIONS WITH APPLICATIONS TO ELECTRONIC STRUCTURE COMPUTATIONS 被引量:7
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作者 Xin-Gao Gong Lihua Shen +1 位作者 Dier Zhang Aihui Zhou 《Journal of Computational Mathematics》 SCIE CSCD 2008年第3期310-323,共14页
In this paper, both the standard finite element discretization and a two-scale finite element discretization for SchrSdinger equations are studied. The numerical analysis is based on the regularity that is also obtain... In this paper, both the standard finite element discretization and a two-scale finite element discretization for SchrSdinger equations are studied. The numerical analysis is based on the regularity that is also obtained in this paper for the Schroedinger equations. Very satisfying applications to electronic structure computations are provided, too. 展开更多
关键词 Error analysis Finite element EIGENVALUE Quantum chemistry Schroedinger equation TWO-SCALE
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Thick Electrode Design for Facile Electron and Ion Transport:Architectures,Advanced Characterization,and Modeling 被引量:3
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作者 David J.Arnot Karthik S.Mayilvahanan +6 位作者 Zeyu Hui Kenneth J.Takeuchi Amy C.Marschilok David C.Bock Lei Wang Alan C.West Esther S.Takeuchi 《Accounts of Materials Research》 2022年第4期472-483,共12页
CONSPECTUS:The demand for lithium ion batteries continues to expand for powering applications such as portable electronics,grid-scale energy storage,and electric vehicles.As the application requirements advance,the in... CONSPECTUS:The demand for lithium ion batteries continues to expand for powering applications such as portable electronics,grid-scale energy storage,and electric vehicles.As the application requirements advance,the innovation of lithium ion batteries toward higher energy density and power output is required.Along with the investigation of new materials,an important strategy for increasing battery energy content is to design electrodes with high areal loading to minimize the fraction of nonactive materials such as current collectors,separators,and packaging components,resulting in significant gains in energy content and the reduction of the system-level cost.However,the adoption of thick high areal loading electrodes has been impeded by sluggish charge transport and mechanical instability.With conventional slurry cast electrodes,battery function significantly deteriorates with increases in electrode thickness due to high cell polarization and the incomplete utilization of active materials.Thus,a consideration of approaches that facilitate an understanding and eventual adoption of high-loading electrodes is warranted to enable the deliberate advancement of next-generation batteries. 展开更多
关键词 BATTERY LITHIUM Electron
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Optimization of CHARMM force field parameters for the chalcone fragment
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作者 ZHANG Hui YAO Yuan +1 位作者 QI XiaoLi LI ZeSheng 《Science China Chemistry》 SCIE EI CAS 2012年第12期2580-2586,共7页
In this work,we developed the CHARMM all-atom force field parameters for the nonstandard biological residue chalcone,followed by the standard protocol for the CHARMM27 force field development.Target data were generate... In this work,we developed the CHARMM all-atom force field parameters for the nonstandard biological residue chalcone,followed by the standard protocol for the CHARMM27 force field development.Target data were generated via ab initio calculations at the MP2/6-31G* and HF/6-31G* levels.The reference data included interaction energies between water and the model compound F(a fragment of chalcone).Bond,angle,and torsion parameters were derived from the ab initio calculations and renormalized to maintain compatibility with the existing CHARMM27 parameters of standard residues.The optimized CHARMM parameters perform well in reproducing the target data.We expect that the extension of the CHARMM27 force field parameters for chalcone will facilitate the molecular simulation studies of the reaction mechanism of intramolecular cyclization of chalcone catalyzed by chalcone isomerase. 展开更多
关键词 CHARMM force field parameters CHALCONE
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Blow-up behavior of Hammerstein-type delay Volterra integral equations
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作者 Zhanwen YANG Hermann BRUNNER 《Frontiers of Mathematics in China》 SCIE CSCD 2013年第2期261-280,共20页
We consider the blow-up behavior of Hammerstein-type delay Volterra integral equations (DVIEs). Two types of delays, i.e., vanishing delay (pantograph delay) and non-vanishing delay (constant delay), are conside... We consider the blow-up behavior of Hammerstein-type delay Volterra integral equations (DVIEs). Two types of delays, i.e., vanishing delay (pantograph delay) and non-vanishing delay (constant delay), are considered. With the same assumptions of Volterra integral equations (VIEs), in a similar technology to VIEs, the blow-up conditions of the two types of DVIEs are given. The blow-up behaviors of DVIEs with non-vanishing delay vary with different initial functions and the length of the lag, while DVIEs with pantograph delay own the same blow-up behavior of VIEs. Some examples and applications to delay differential equations illustrate this influence. 展开更多
关键词 Delay Volterra integral equation (DVIE) non-vanishing delay vanishing delay blow-up of solution
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Understanding Interfacial Chemistry Interactions in Energy-Dense Lithium-Ion Electrodes
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作者 Donghee Gueon Miguel A.Gonzalez +3 位作者 Kenneth J.Takeuchi Esther S.Takeuchi Amy C.Marschilok Elsa Reichmanis 《Accounts of Materials Research》 2023年第2期156-167,共12页
For the past two decades,conversion and alloying-type materials have been heralded as the natural heir to commercially available graphite anodes due to their ability to deliver high gravimetric/volumetric power.Commer... For the past two decades,conversion and alloying-type materials have been heralded as the natural heir to commercially available graphite anodes due to their ability to deliver high gravimetric/volumetric power.Commercialization of batteries with these high-energy-density active materials could impact a variety of sectors including electric vehicles,grid storage,and consumer electronics and contribute toward an ever-increasing electrified world.However,the various failure mechanisms from inherent interfacial chemical instabilities associated with these materials make them unable to be merely substituted into currently available electrode fabrication and formulation processing techniques.As a result,realizing the high theoretical capacity and achieving commercial viability of these materials will rely on the careful manipulation of interfacial chemical interactions that dictate and control various kinetic and transport processes across multiple scales of the composite electrode.This has led to a plethora of research that has focused on systematically understanding properties of the different electrode components and designing carefully constructed electrode formulations to achieve composite electrodes with increased chemical stability,enhanced local mixed conductivities,or improved mechanical resilience.This Account relates recent progress in the understanding of synergetic opportunities for energy-dense,resilient composite anodes.By understanding the interplay between components of the composite electrode,we can construct enhanced well-integrated electrodes with performance metrics that surpass empirically derived architectures.Due to the increased complexity of high-volume-expanding electrodes,performance is more than the cumulative contributions of the individual components,and therefore energy and compatibility matching are important for robust electrochemical performance across cycling,rate capability,facile lithium-ion transport,and stability.In this Account,synergistic opportunities are framed from a chemistry perspective as we focus on examining interfacial interactions that span all electrode components:the active material surface,conductive agent linkage,and polymeric binder mesoscale.Control of key interfacial chemistry can be achieved through chemical functionalization,physical interactions,and other types of linkages and thereby lead to utilization of high-energy-density active materials in robust composite electrodes.Leveraging several techniques such as the Hanson solubility parameter(HSP)analysis,X-ray photoelectron spectroscopy(XPS),and Fourier transform infrared(FT-IR)spectroscopy among others can be important in gaining mechanistic insights for key kinetic and transport phenomena that occur across multiple interface length scales.Importantly,understanding the underlying effect of interfacial manipulation on the mechanisms of transport and kinetic processes leads to the development of experimental toolsets and design frameworks applicable to not just current material classes but to forward-looking chemistries that can be applied to next-generation battery materials.Herein,we discuss interfacial control of the composite electrodes via chemical modification techniques toward the creation of reliable,long-lasting,energy-dense lithium-ion batteries. 展开更多
关键词 composite INTERFACIAL ELECTRODE
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