Search Results - "Lee, Kookjin"
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The predictive skill of convolutional neural networks models for disease forecasting
Published in PloS one (09-07-2021)“…In this paper we investigate the utility of one-dimensional convolutional neural network (CNN) models in epidemiological forecasting. Deep learning models, in…”
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Multiple machine learning approach to characterize two-dimensional nanoelectronic devices via featurization of charge fluctuation
Published in NPJ 2D materials and applications (04-01-2021)“…Two-dimensional (2D) layered materials such as graphene, molybdenum disulfide (MoS 2 ), tungsten disulfide (WSe 2 ), and black phosphorus (BP) provide unique…”
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Model reduction of dynamical systems on nonlinear manifolds using deep convolutional autoencoders
Published in Journal of computational physics (01-03-2020)“…•Two model-reduction methods that project dynamical systems on nonlinear manifolds.•Analysis including conditions under which the two methods are equivalent.•A…”
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A group-based communication scheme based on the location information of MTC devices in cellular networks
Published in 2012 IEEE International Conference on Communications (ICC) (01-06-2012)“…Recent standardization efforts in the 3rd Generation Partnership Project (3GPP) have made the Long Term Evolution (LTE) system a very attractive radio access…”
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Conference Proceeding -
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Model reduction of dynamical systems on nonlinear manifolds using deep convolutional autoencoders
Published in Journal of computational physics (15-11-2019)“…Nearly all model-reduction techniques project the governing equations onto a linear subspace of the original state space. Such subspaces are typically computed…”
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Projection-based model reduction of dynamical systems using space–time subspace and machine learning
Published in Computer methods in applied mechanics and engineering (01-02-2022)“…This paper considers the creation of parametric surrogate models for applications in science and engineering where the goal is to predict high-dimensional…”
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Climate modeling with neural advection–diffusion equation
Published in Knowledge and information systems (01-06-2023)“…Owing to the remarkable development of deep learning technology, there have been a series of efforts to build deep learning-based climate models. Whereas most…”
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Gate-Induced-Drain-Leakage (GIDL) in CMOS Enhanced by Mechanical Stress
Published in IEEE transactions on electron devices (01-04-2022)“…The impact of mechanical stress (MS) on MOSFET gate-induced drain leakage (GIDL) current is investigated. The tests were performed on planar short-channel p-…”
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Calibrating hypersonic turbulence flow models with the HIFiRE-1 experiment using data-driven machine-learned models
Published in Computer methods in applied mechanics and engineering (01-11-2022)“…In this paper we study the efficacy of combining machine-learning methods with projection-based model reduction techniques for creating data-driven surrogate…”
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10
Hot-Electron-Induced Punch-Through (HEIP) Effect in p-MOSFET Enhanced by Mechanical Stress
Published in IEEE electron device letters (01-10-2021)“…Hot-carrier-induced degradation of short p-channel field-effect transistors in the presence of externally applied vertical mechanical force is investigated…”
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Unsupervised physics-informed disentanglement of multimodal materials data
Published in Materials today (Kidlington, England) (01-09-2024)Get full text
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12
Enhanced alternating energy minimization methods for stochastic galerkin matrix equations
Published in BIT (01-09-2022)“…In uncertainty quantification, it is commonly required to solve a forward model consisting of a partial differential equation (PDE) with a spatially varying…”
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Impact of Externally Induced Local Mechanical Stress on Electrical Performance of Decananometer MOSFETs
Published in IEEE transactions on electron devices (01-09-2022)“…Vertical, gigapascal-level mechanical stress (MS) is induced at different locations along the channel of 40-nm effective gate length planar CMOS field-effect…”
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Model reduction for nonlinear dynamical systems using deep convolutional autoencoders
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Conference Proceeding -
15
Understanding tunable photoresponsivity of two-dimensional multilayer phototransistors: Interplay between thickness and carrier mobility
Published in Applied physics letters (04-05-2020)“…Thickness-dependent bandgap and carrier mobility of two-dimensional (2D) van der Waals (vdW) layered materials make them a promising material as a…”
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16
Experiment on the flammability variation of micron-sized aluminum powder depending on combustion environment for burning of aluminum-diluted oxygen
Published in Acta astronautica (01-01-2021)“…Experimental research was conducted to study the combustion characteristics of clouds composed of micrometer-sized aluminum particles with an oxidizer blend of…”
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17
On surrogate learning for linear stability assessment of Navier-Stokes Equations with stochastic viscosity
Published in Applications of mathematics (Prague) (01-12-2022)“…We study linear stability of solutions to the Navier-Stokes equations with stochastic viscosity. Specifically, we assume that the viscosity is given in the…”
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Metal-Contact Improvement in a Multilayer WSe2 Transistor through Strong Hot Carrier Injection
Published in ACS applied materials & interfaces (20-01-2021)“…Hot carrier injection (HCI), occurring when the horizontal electric field is strongly applied, usually affects the degradation of nanoelectronic devices. In…”
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Modeling and Understanding the Compact Performance of h‐BN Dual‐Gated ReS2 Transistor
Published in Advanced functional materials (01-06-2021)“…In this study, high‐performance few‐layered ReS2 field‐effect transistors (FETs), fabricated with hexagonal boron nitride (h‐BN) as top/bottom dual gate…”
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Metal-Contact Improvement in a Multilayer WSe 2 Transistor through Strong Hot Carrier Injection
Published in ACS applied materials & interfaces (20-01-2021)“…Hot carrier injection (HCI), occurring when the horizontal electric field is strongly applied, usually affects the degradation of nanoelectronic devices. In…”
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Journal Article