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result(s) for
"Kim, Young Keun"
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On the chaos bound in rotating black holes
by
Kim, Keun-Young
,
Yoon, Junggi
,
Jahnke, Viktor
in
AdS-CFT Correspondence
,
Angular velocity
,
Approximation
2019
A
bstract
We study out-of-time-order correlators (OTOCs) of rotating BTZ black holes using two different approaches: the elastic eikonal gravity approximation, and the Chern-Simons formulations of 3-dimensional gravity. Within both methods the OTOC is given as a sum of two contributions, corresponding to left and right moving modes. The contributions have different Lyapunov exponents,
λ
L
±
=
2
π
β
1
1
∓
ℓ
Ω
, where Ω is the angular velocity and
ℓ
is the AdS radius. Since
λ
L
−
≤
2
π
β
≤
λ
L
+
, there is an apparent contradiction with the chaos bound. We discuss how the result can be made consistent with the chaos bound if one views the parameters
β
±
=
β
(1 ∓
ℓ
Ω) as the effective inverse temperatures of the left and right moving modes.
Journal Article
Exponential growth of out-of-time-order correlator without chaos: inverted harmonic oscillator
by
Watanabe, Ryota
,
Hashimoto, Koji
,
Huh, Kyoung-Bum
in
Black Holes
,
Chaos theory
,
Classical and Quantum Gravitation
2020
A
bstract
We provide a detailed examination of a thermal out-of-time-order correlator (OTOC) growing exponentially in time in systems without chaos. The system is a one-dimensional quantum mechanics with a potential whose part is an inverted harmonic oscillator. We numerically observe the exponential growth of the OTOC when the temperature is higher than a certain threshold. The Lyapunov exponent is found to be of the order of the classical Lyapunov exponent generated at the hilltop, and it remains non-vanishing even at high temperature. We adopt various shape of the potential and find these features universal. The study confirms that the exponential growth of the thermal OTOC does not necessarily mean chaos when the potential includes a local maximum. We also provide a bound for the Lyapunov exponent of the thermal OTOC in generic quantum mechanics in one dimension, which is of the same form as the chaos bound obtained by Maldacena, Shenker and Stanford.
Journal Article
Time-Frequency Multi-Domain 1D Convolutional Neural Network with Channel-Spatial Attention for Noise-Robust Bearing Fault Diagnosis
2023
This paper proposes a noise-robust and accurate bearing fault diagnosis model based on time-frequency multi-domain 1D convolutional neural networks (CNNs) with attention modules. The proposed model, referred to as the TF-MDA model, is designed for an accurate bearing fault classification model based on vibration sensor signals that can be implemented at industry sites under a high-noise environment. Previous 1D CNN-based bearing diagnosis models are mostly based on either time domain vibration signals or frequency domain spectral signals. In contrast, our model has parallel 1D CNN modules that simultaneously extract features from both the time and frequency domains. These multi-domain features are then fused to capture comprehensive information on bearing fault signals. Additionally, physics-informed preprocessings are incorporated into the frequency-spectral signals to further improve the classification accuracy. Furthermore, a channel and spatial attention module is added to effectively enhance the noise-robustness by focusing more on the fault characteristic features. Experiments were conducted using public bearing datasets, and the results indicated that the proposed model outperformed similar diagnosis models on a range of noise levels ranging from −6 to 6 dB signal-to-noise ratio (SNR).
Journal Article
Reflected entropy and entanglement wedge cross section with the first order correction
by
Nishida, Mitsuhiro
,
Kim, Keun-Young
,
Jeong, Hyun-Sik
in
Branes
,
Classical and Quantum Gravitation
,
Cross-sections
2019
A
bstract
We study the holographic duality between the reflected entropy and the entanglement wedge cross section with the first order correction. In the field theory side, we consider the reflected entropy for
ρ
AB
m
, where
ρ
AB
is the reduced density matrix for two intervals in the ground state. The reflected entropy in the 2d holographic conformal field theories is computed perturbatively up to the first order in
m −
1 by using the semiclassical conformal block. In the gravity side, we compute the entanglement wedge cross section in the backreacted geometry by cosmic branes with tension
T
m
which are anchored at the AdS boundary. Comparing both results we find a perfect agreement, showing the duality works with the first order correction in
m −
1.
Journal Article
Krylov complexity in free and interacting scalar field theories with bounded power spectrum
by
Nishida, Mitsuhiro
,
Jahnke, Viktor
,
Kim, Keun-Young
in
Asymptotic properties
,
Black holes
,
Classical and Quantum Gravitation
2023
A
bstract
We study a notion of operator growth known as Krylov complexity in free and interacting massive scalar quantum field theories in
d
-dimensions at finite temperature. We consider the effects of mass, one-loop self-energy due to perturbative interactions, and finite ultraviolet cutoffs in continuous momentum space. These deformations change the behavior of Lanczos coefficients and Krylov complexity and induce effects such as the “staggering” of the former into two families, a decrease in the exponential growth rate of the latter, and transitions in their asymptotic behavior. We also discuss the relation between the existence of a mass gap and the property of staggering, and the relation between our ultraviolet cutoffs in continuous theories and lattice theories.
Journal Article
Up-Sampling Method for Low-Resolution LiDAR Point Cloud to Enhance 3D Object Detection in an Autonomous Driving Environment
2022
Automobile datasets for 3D object detection are typically obtained using expensive high-resolution rotating LiDAR with 64 or more channels (Chs). However, the research budget may be limited such that only a low-resolution LiDAR of 32-Ch or lower can be used. The lower the resolution of the point cloud, the lower the detection accuracy. This study proposes a simple and effective method to up-sample low-resolution point cloud input that enhances the 3D object detection output by reconstructing objects in the sparse point cloud data to produce more dense data. First, the 3D point cloud dataset is converted into a 2D range image with four channels: x, y, z, and intensity. The interpolation on the empty space is calculated based on both the pixel distance and range values of six neighbor points to conserve the shapes of the original object during the reconstruction process. This method solves the over-smoothing problem faced by the conventional interpolation methods, and improves the operational speed and object detection performance when compared to the recent deep-learning-based super-resolution methods. Furthermore, the effectiveness of the up-sampling method on the 3D detection was validated by applying it to baseline 32-Ch point cloud data, which were then selected as the input to a point-pillar detection model. The 3D object detection result on the KITTI dataset demonstrates that the proposed method could increase the mAP (mean average precision) of pedestrians, cyclists, and cars by 9.2%p, 6.3%p, and 5.9%p, respectively, when compared to the baseline of the low-resolution 32-Ch LiDAR input. In future works, various dataset environments apart from autonomous driving will be analyzed.
Journal Article
Comparison of holographic and field theoretic complexities for time dependent thermofield double states
by
Zhang, Cheng-Yong
,
Yang, Run-Qiu
,
Kim, Keun-Young
in
Classical and Quantum Gravitation
,
Complexity
,
Elementary Particles
2018
A
bstract
We compute the time-dependent complexity of the thermofield double states by four different proposals: two holographic proposals based on the “complexity-action” (CA) conjecture and “complexity-volume” (CV) conjecture, and two quantum field theoretic proposals based on the Fubini-Study metric (FS) and Finsler geometry (FG). We find that four different proposals yield both similarities and differences, which will be useful to deepen our understanding on the complexity and sharpen its definition. In particular, at early time the complexity linearly increase in the CV and FG proposals, linearly decreases in the FS proposal, and does not change in the CA proposal. In the late time limit, the CA, CV and FG proposals all show that the growth rate is 2
E/
(πℏ) saturating the Lloyd’s bound, while the FS proposal shows the growth rate is zero. It seems that the holographic CV conjecture and the field theoretic FG method are more correlated.
Journal Article
Scrambling in hyperbolic black holes: shock waves and pole-skipping
by
Jahnke, Viktor
,
Ahn, Yongjun
,
Kim, Keun-Young
in
Black holes
,
Classical and Quantum Gravitation
,
Correlators
2019
A
bstract
We study the scrambling properties of (
d
+ 1)-dimensional hyperbolic black holes. Using the eikonal approximation, we calculate out-of-time-order correlators (OTOCs) for a Rindler-AdS geometry with AdS radius
ℓ
, which is dual to a
d
-dimensional conformal field theory (CFT) in hyperbolic space with temperature
T
= 1
/
(2
π ℓ
). We find agreement between our results for OTOCs and previously reported CFT calculations. For more generic hyperbolic black holes, we compute the butterfly velocity in two different ways, namely: from shock waves and from a pole-skipping analysis, finding perfect agreement between the two methods. The butterfly velocity
v
B
(
T
) nicely interpolates between the Rindler-AdS result
v
B
T
=
1
2
π
ℓ
=
1
d
−
1
and the planar result
v
B
T
≫
1
ℓ
=
d
2
d
−
1
.
Journal Article
Bound of diffusion constants from pole-skipping points: spontaneous symmetry breaking and magnetic field
by
Kim, Keun-Young
,
Sun, Ya-Wen
,
Jeong, Hyun-Sik
in
Broken symmetry
,
Classical and Quantum Gravitation
,
Diffusion
2021
A
bstract
We investigate the properties of pole-skipping of the sound channel in which the translational symmetry is broken explicitly or spontaneously. For this purpose, we analyze, in detail, not only the holographic axion model, but also the magnetically charged black holes with two methods: the near-horizon analysis and quasi-normal mode computations. We find that the pole-skipping points are related with the chaotic properties, Lyapunov exponent (
λ
L
) and butterfly velocity (
v
B
), independently of the symmetry breaking patterns. We show that the diffusion constant (
D
) is bounded by
D
≥
v
B
2
/
λ
L
, where
D
is the energy diffusion (crystal diffusion) bound for explicit (spontaneous) symmetry breaking. We confirm that the lower bound is obtained by the pole-skipping analysis in the low temperature limit.
Journal Article
Time evolution of the complexity in chaotic systems: a concrete example
2020
A
bstract
We investigate the time evolution of the complexity of the operator by the Sachdev-Ye-Kitaev (SYK) model with
N
Majorana fermions. We follow Nielsen’s idea of complexity geometry and geodesics thereof. We show that it is possible that the bi- invariant complexity geometry can exhibit the conjectured time evolution of the complexity in chaotic systems: i) linear growth until
t ∼ e
N
, ii) saturation and small fluctuations after then. We also show that the Lloyd’s bound is realized in this model. Interestingly, these characteristic features appear only if the complexity geometry is the most natural “non-Riemannian” Finsler geometry. This serves as a concrete example showing that the bi-invariant complexity may be a competitive candidate for the complexity in quantum mechanics/field theory (QM/QFT). We provide another argument showing a naturalness of bi-invariant complexity in QM/QFT. That is that the bi-invariance naturally implies the equivalence of the right-invariant complexity and left-invariant complexity, either of which may correspond to the complexity of a given operator. Without bi-invariance, one needs to answer why only right (left) invariant complexity corresponds to the “complexity”, instead of only left (right) invariant complexity.
Journal Article