• Title/Summary/Keyword: Quantum annealing

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Temperature-dependent Morphology of Self-assembled InAs Quantum Dots Grown on Si Substrates (Si 기판 위에 형성된 InAs 양자점의 열처리에 의한 표면 상태의 변화)

  • Yoo, Choong-Hyun
    • Journal of the Korean Institute of Electrical and Electronic Material Engineers
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    • v.20 no.10
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    • pp.864-868
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    • 2007
  • Effect of high-temperature annealing on morphology of fully coherent self-assembled InAs quantum dots' grown on Si (100) substrates at $450^{\circ}C$ by atmospheric pressure metalorganic chemical vapor deposition(APMOCVD) was investigated by atomic force microscopy(AFM). When the dots were annealed at 500 - 600$^{\circ}C$ for 15 sec - 60 min, there was no appreciable change in the dot density but the heights of the dots increased along with the reduction in the diameters. In segregation from the InAs quantum dots and/or from the 2-dimensional InAs wetting layer which was not transformed into quantum dots looked responsible for this change in the dot size. However the change rates remained almost same regardless of annealing time and temperature, which may indicate that the morphological change due to thermal annealing is done instantly when the dots are exposed to high temperature annealing.

Improving Through-thickness Thermal Conductivity Characteristic of Hybrid Composite with Quantum Annealing (Quantum annealing을 통한 hybrid composite의 두께 방향 열전도 특성 개선)

  • Sung wook Cho;Seong S. Cheon
    • Composites Research
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    • v.37 no.3
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    • pp.170-178
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    • 2024
  • This study proposes a hybrid composite where a thin copper film (Cu film) is embedded in carbon fiber reinforced plastic (CFRP), and quantum annealing is applied to derive the combination of Cu film placement that maximizes the through-thickness thermal conductivity. The correlation between each ply of CFRP and the Cu film is analyzed through finite element analysis, and based on the results, a combination optimization problem is formulated. A formalization process is conducted to embed the defined problem into quantum annealing, resulting in the formulation of objective functions and constraints regarding the quantity of Cu films that can be inserted into each ply of CFRP. The formulated equations are programmed using Ocean SDK (Software Development Kit) and Leap to be embedded into D-Wave quantum annealer. Through the quantum annealing process, the optimal arrangement of Cu films that satisfies the maximum through-thickness thermal conductivity is determined. The resulting arrangements exhibit simpler patterns as the quantity of insertable Cu films decreases, while more intricate arrangements are observed as the quantity increases. The optimal combinations generated according to the quantity of Cu film placement illustrate the inherent thermal conductivity pathways in the thickness direction, indicating that the transverse placement freedom of the Cu film can significantly affect the results of through-thickness thermal conductivity.

Structural and Optical Properties of Self-assembled InAs Quantum Dots as a Function of Rapid Thermal Annealing Temperature (급속 열처리 온도에 따른 자발 형성된 InAs 양자점의 구조 및 광학 특성)

  • Cho, Shin-Ho
    • Korean Journal of Materials Research
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    • v.16 no.3
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    • pp.183-187
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    • 2006
  • We present the effects of rapid thermal annealing (RTA) temperature on the structural and optical properties of self-assembled InAs quantum dot (QD) structures grown on GaAs substrates by molecular beam epitaxy (MBE). The photoluminescence (PL) measurements are performed in a closed-cycle refrigerator as a function of temperature for the unannealed and annealed samples. RTA at higher temperature results in the increase in island size, the corresponding decrease in the density of islands, and the redshift in the PL emission from the islands. The temperature dependence of the PL peak energy for the InAs QDs is well expressed by the Varshni equation. The thermal quenching activation energies for the samples unannealed and annealed at $600^{\circ}C$ are found to be $25{\pm}5meV$ and $47{\pm}5$ meV, respectively.

Numerical analysis of quantization-based optimization

  • Jinwuk Seok;Chang Sik Cho
    • ETRI Journal
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    • v.46 no.3
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    • pp.367-378
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    • 2024
  • We propose a number-theory-based quantized mathematical optimization scheme for various NP-hard and similar problems. Conventional global optimization schemes, such as simulated and quantum annealing, assume stochastic properties that require multiple attempts. Although our quantization-based optimization proposal also depends on stochastic features (i.e., the white-noise hypothesis), it provides a more reliable optimization performance. Our numerical analysis equates quantization-based optimization to quantum annealing, and its quantization property effectively provides global optimization by decreasing the measure of the level sets associated with the objective function. Consequently, the proposed combinatorial optimization method allows the removal of the acceptance probability used in conventional heuristic algorithms to provide a more effective optimization. Numerical experiments show that the proposed algorithm determines the global optimum in less operational time than conventional schemes.

Loading pattern optimization using simulated annealing and binary machine learning pre-screening

  • Ga-Hee Sim;Moon-Ghu Park;Gyu-ri Bae;Jung-Uk Sohn
    • Nuclear Engineering and Technology
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    • v.56 no.5
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    • pp.1672-1678
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    • 2024
  • We introduce a creative approach combining machine learning with optimization techniques to enhance the optimization of the loading pattern (LP). Finding the optimal LP is a critical decision that impacts both the reload safety and the economic feasibility of the nuclear fuel cycle. While simulated annealing (SA) is a widely accepted technique to solve the LP optimization problem, it suffers from the drawback of high computational cost since LP optimization requires three-dimensional depletion calculations. In this note, we introduce a technique to tackle this issue by leveraging neural networks to filter out inappropriate patterns, thereby reducing the number of SA evaluations. We demonstrate the efficacy of our novel approach by constructing a machine learning-based optimization model for the LP data of the Korea Standard Nuclear Power Plant (OPR-1000).

Effect of rapid thermal annealing on InGaP/InGaAlP multiple quantum well structures grown by molecular beam epitaxy (MBE 성장 InGaP/InGaAlP 다중양자우물의 RTA 에 의한 PL 특성 변화)

  • Park, Gwang-Uk;Park, Chang-Yeong;Im, Jae-Mun;Lee, Yong-Tak
    • Proceedings of the Optical Society of Korea Conference
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    • 2009.02a
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    • pp.525-526
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    • 2009
  • we investigated the effect of rapid thermal annealing (RTA) temperature on photoluminescence (PL) of 635 nm InGaP/InGaAlP multiple quantum well structure. RTA is performed with the quantum well structure with 5.5 nm of well width. The highest PL peak intensity is shown at 1 min. of RTA at $720^{\circ}C$ sample as 3 times higher as compared to the as-grown sample. The effect may be assigned to an expected reduction in number of nonradiative recombination centers in the quantum well.

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Interface between the Electroplated Copper-cobalt Thin Films and the Substrate

  • Kim, Jin-Gyu;Lee, Jung-ju;Bae, Jong-hak;Bang, Won-bae;Hong, Kim-in;Yoon, C. H.;Son, Derac;Jeong, Kee-ju
    • Journal of Magnetics
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    • v.11 no.3
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    • pp.119-122
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    • 2006
  • We electroplated copper-cobalt thin films on a silicon substrate, which had 150 nm thick copper seed layer. The adhesion between the two metallic layers could be increased by utilizing a proper organic additive, pulse plating technique, and high temperature annealing. The thin films exhibited columnar growth of the deposits and enhanced adhesion. This is attributed to the grain growth mechanism introduced by the additive and annealing.

Annealing Effects on $Zn_{0.9}Cd_{0.1}$/Se/ZnSe Strained Single Quantum Well (Zn_{0.9}Cd_{0.1}/ZnSe 변형된 단일 양자우물구조의 열처리 효과)

  • 김동렬;배인호;손정식
    • Journal of the Korean Institute of Electrical and Electronic Material Engineers
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    • v.13 no.6
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    • pp.467-471
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    • 2000
  • The thermal annealing effect of $Zn_{0.9}Cd_{0.1}$ single quantum-well structures grown by molecular beam epitaxy is investigated. As the results of before and after rapid thermal annealed samples a red shift of E1-HH1 peak by Cd interdiffusion during thermal annealing of ZnCeSe/ZnSe sample was observed. In the case of annealed sample over $450^{\circ}C$ donor and acceptor impurities related peaks were observed which seems to be due to a diffusion of Ga and As from GaAs substrate. And also interdiffusion phenomena is idenified by the results of DCX measurements and which are consisten with the PL measurements.

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ZnO films grown on GaN/sapphire substrates by pulsed laser deposition

  • Suh, Joo-Young;Song, Hoo-Young;Shin, Myoung-Jun;Park, Young-Jin;Kim, Eun-Kyu
    • Proceedings of the Korean Vacuum Society Conference
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    • 2010.08a
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    • pp.207-207
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    • 2010
  • Both ZnO and GaN have excellent physical properties in optoelectronic devices such as blue light emitting diode (LED), blue laser diode (LD), and ultra-violet (UV) detector. The ZnO/GaN heterostructure, which has a potential to achieve the cost efficient LED technology, has been fabricated by using radio frequency (RF) sputtering, pyrolysis, metal organic chemical vapor deposition (MOCVD), direct current (DC) arc plasmatron, and pulsed laser deposition (PLD) methods. Among them, the PLD system has a benefit to control the composition ratio of the grown film from the mixture target. A 500-nm-thick ZnO film was grown by PLD technique on c-plane GaN/sapphire substrates. The post annealing process was executed at some varied temperature between from $300^{\circ}C$ to $900^{\circ}C$. The morphology and crystal structural properties obtained by using atomic force microscope (AFM) and x-ray diffraction (XRD) showed that the crystal quality of ZnO thin films can be improved as increasing the annealing temperature. We will discuss the post-treatment effect on film quality (uniformity and reliability) of ZnO/GaN heterostructures.

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