• Title/Summary/Keyword: valence state

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Improvement of a Context-aware Recommender System through User's Emotional State Prediction (사용자 감정 예측을 통한 상황인지 추천시스템의 개선)

  • Ahn, Hyunchul
    • Journal of Information Technology Applications and Management
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    • v.21 no.4
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    • pp.203-223
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    • 2014
  • This study proposes a novel context-aware recommender system, which is designed to recommend the items according to the customer's responses to the previously recommended item. In specific, our proposed system predicts the user's emotional state from his or her responses (such as facial expressions and movements) to the previous recommended item, and then it recommends the items that are similar to the previous one when his or her emotional state is estimated as positive. If the customer's emotional state on the previously recommended item is regarded as negative, the system recommends the items that have characteristics opposite to the previous item. Our proposed system consists of two sub modules-(1) emotion prediction module, and (2) responsive recommendation module. Emotion prediction module contains the emotion prediction model that predicts a customer's arousal level-a physiological and psychological state of being awake or reactive to stimuli-using the customer's reaction data including facial expressions and body movements, which can be measured using Microsoft's Kinect Sensor. Responsive recommendation module generates a recommendation list by using the results from the first module-emotion prediction module. If a customer shows a high level of arousal on the previously recommended item, the module recommends the items that are most similar to the previous item. Otherwise, it recommends the items that are most dissimilar to the previous one. In order to validate the performance and usefulness of the proposed recommender system, we conducted empirical validation. In total, 30 undergraduate students participated in the experiment. We used 100 trailers of Korean movies that had been released from 2009 to 2012 as the items for recommendation. For the experiment, we manually constructed Korean movie trailer DB which contains the fields such as release date, genre, director, writer, and actors. In order to check if the recommendation using customers' responses outperforms the recommendation using their demographic information, we compared them. The performance of the recommendation was measured using two metrics-satisfaction and arousal levels. Experimental results showed that the recommendation using customers' responses (i.e. our proposed system) outperformed the recommendation using their demographic information with statistical significance.

Valence Band Photoemission Study of Co/Pd Multilayer (광전자분광법을 이용한 Co/Pd 다층박막의 전자구조연구)

  • Kang, J.-S.;Kim, S.K.;Jeong, J.I.;Hong, J.H.;Lee, Y.P.;Shin, H.J.;Olson, C.G.
    • Journal of the Korean Magnetics Society
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    • v.3 no.1
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    • pp.48-55
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    • 1993
  • We report the photoemission (PES) studies for the Co/Pd multilayter. The Co 3d PES spectrum of Co/Pd exhibits two interesting features, one near the Fermi energy, $E_{F}$, and another at ~2.5 eV below $E_{F}$. The Co 3d peak near $E_{F}$ of Co/Pd is much narrower than that of the bulk Co, consistent with the enhanced Co magnetic moment in Co/Pd compared to that in the bulk Co. The Co 3d feature at ~-2.5 eV resembles the Pd valence band structures, which suggests a substantial hybridization between the Co and Pd sublayers. The Co 3d PES spectrum of Co/Pd is compared with the existing band structures, obtained using the local spin density functional calculations. A reasonable agreement is found concerning the bandwidth of the occupied part of the Co 3d band, whereas a narrow Co 3d peak near $E_{F}$ seems not to be described by the band structure calculations.

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Electrochemical Properties of Diiron Complexes wish Conjugated Chains (공액 사슬을 갖는 철 화합물의 전기화학적 특성)

  • ;Micheal b. Sponsler
    • Journal of the Korean Institute of Electrical and Electronic Material Engineers
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    • v.15 no.6
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    • pp.511-517
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    • 2002
  • The complex 1 $([Cp*Fe(CO)_2]_2-(\mu-CH=CH-CH=CH))$ which have butadiene as a bridge were synthesized from $Cp*(CO)_2FeK$ and cis-3,4-dichlorocyclobutene. The derivatives of complex 1 where one or two carbonyl groups are replaced by phosphine ligands have been prepared by photochemical substitution. The new derivatives $([Cp*Fe(L)_2]_2-(\mu-CH=CH-CH=CH))$ where L = $(Ph_2PCH_2CH_2PPh_2)$ and $([Cp*Fe(CO)(L)]_2-(\mu-CH=CH-CH=CH))$ where L : $PPh_3$ have been characterized from $^^1H-$, $^^13C-$,$^^31P-NMR$ and elemental analysis. Obtained complexes have been studied in electrochemical experiment and UV/VIS-near-IR. The mixed-valence radical cation forms of complex 2, 3 species were found to be delocalized as the Class III. Based on the separation of the waves ($\triangle E$ : 0.470 ~ 0.605 V), the efficiency of electronic communication between two metal centers of cation species leading to stabilization relative to neutral species. The phosphine-substitute complexes (2, 3) displays two reversible oxidation waves and oxidation state of metal centers-dependent color change, electrochromism, was observed from yellow to orange and deep blue in methylene chloride.

Optical Properties of (V, Pr)-doped ZrSiO4 Green Pigments (바나듐과 프라세오디뮴을 사용한 지르콘녹색안료의 광학적 특성)

  • Pyon, Kyu-Ri;Lee, Byung-Ha
    • Journal of the Korean Ceramic Society
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    • v.47 no.3
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    • pp.249-255
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    • 2010
  • To investigate optical properties of (V, Pr)-doped $ZrSiO_4$ green pigments, samples were prepared by the ceramic method using NaF and NaCl as mineralizers. They were characterized by X-ray diffraction, UV-Vis spectroscopy and Raman spectroscopy. The changes of color in the samples during heating and effect of mineralizers were studied in terms of valence of the vanadium and praseodymium in the zircon matrix. (V, Pr)-doped $ZrSiO_4$ pigments give rise to green coloration in $800^{\circ}C$. The oxidation state of V and Pr ions of pigments in the glazed samples were confirmed by UV-Vis absorption spectra. This absorption spectra showed three typical bands of trivalent Pr at the 445, 480~490, 592 nm due to f-f transitions and two broad bands of 302~380, 400~500 nm due to f-d transitions of tetravalent Pr. According to the increasing amounts of $Pr_6O_{11}$, the two broad bands showed decreasing intensity at 290, 640 nm due to d-d transitions of tetravalent V.

Determination of Reactivities by Molecular Orbital Theory (VII). SCF-IMO Studies on the Diels-Alder Reactions between Cyclopentadiene and 2-Substituted Acrylonitriles (화학반응성의 분자궤도론적 연구 (제7보). 시클로펜타디엔과 아크릴로니트릴 치환체간의 Diels-Alder 반응에 대한 SCF-IMO 연구)

  • Lee Ikchoon;Choi Eun Wha
    • Journal of the Korean Chemical Society
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    • v.19 no.4
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    • pp.218-224
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    • 1975
  • The ground state SCF IMO theory was applied to the Diels-Alder reactions of cyclopentadiene with 2-substituted acrylonitriles. The CNDO/2 MO of the separate systems, including both $\sigma$ and $\pi$ electrons, was used as starting point. The qualitative prediction of the relative reactivity was made with the calculated primary interaction energies. Here the calculated activation energies appeared to be realistic. The stereoselectivity determined by the calculated secondary interaction energies represented the endo-selectivity for all the substituents. The reason for the slightly unsymmetrical ring closure at the transition state was discussed in terms of valence inactive electron densities of the reacting atoms.

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Determination of Plutonium Present in Highly Radioactive Irradiated Fuel Solution by Spectrophotometric Method

  • Dhamodharan, Krishnan;Pius, Anitha
    • Nuclear Engineering and Technology
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    • v.48 no.3
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    • pp.727-732
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    • 2016
  • A simple and rapid spectrophotometric method has been developed to enable the determination of plutonium concentration in an irradiated fuel solution in the presence of all fission products. An excess of ceric ammonium nitrate solution was employed to oxidize all the valence states of plutonium to +6 oxidation state. Interference due to the presence of fission products such as ruthenium and zirconium, and corrosion products such as iron in the envisaged concentration range, as in the irradiated fuel solution, was studied in the determination of plutonium concentration by the direct spectrophotometric method. The stability of plutonium in +6 oxidation state was monitored under experimental conditions as a function of time. Results obtained are reproducible, and this method is applicable to radioactive samples resulting before the solvent extraction process during the reprocessing of fast reactor spent fuel. An analysis of the concentration of plutonium shows a relative standard deviation of <1.2% in standard as well as in simulated conditions. This reflects the fast reactor fuel composition with respect to uranium, plutonium, fission products such as ruthenium and zirconium, and corrosion products such as iron.

Au Deposition on Amorphous Ga-In-Zn-O (Gallium-Indium-Zinc-Oxide) Film

  • Gang, Se-Jun;Yu, Han-Byeol;Baek, Jae-Yun;Thakur, Anup;Kim, Hyeong-Do;Sin, Hyeon-Jun;Jeong, Jae-Gwan;Lee, Jae-Cheol;Lee, Jae-Hak
    • Proceedings of the Korean Vacuum Society Conference
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    • 2011.02a
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    • pp.89-89
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    • 2011
  • a-GIZO(비정질 Ga-In-Zn-O)박막은 유연하며 광학적으로 투명하고 높은 전자의 이동도를 갖는 반도체적 특성을 갖기 때문에 차세대 display분야에서 TFT(Thin-Film-Transistor)의 high speed active-matrix layer로써 각광을 받고 있다. 이 물질의 표면은 환경 및 표면처리에 매우 민감하며 [1,2], 이 표면에 metal이 증착되는 경우에도, 선행 연구에 의하면, 다양한 chemical state가 나타남을 알 수 있었다. 이것은 metal의 증착에 따라 metal과 a-GIZO 사이의 contact 저항이 달라짐을 의미한다. 우리는 a-GIZO 박막 위에 Au를 단계적으로 증착시키면서, Au coverage 증가에 따른 core-level과 valence에서의 x-ray photoelectron spectra의 변화를 살펴봄으로써 a-GIZO박막과 Au의 계면에서 일어나는 chemical state의 변화를 알 수 있었다. 특히, Au deposition의 전 처리과정으로써 Ne ion sputtering을 두 단계로 다르게 하여 a-GIZO의 표면환경에 따른 Au 증착의 영향을 살펴보았다.

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The Study of Charge Transfer Mechanism in Single Crystal Iron Perovskite (단결정 철 페롭스카이트의 전하전이 연구)

  • Uhm Young-Rang;Rhee Chang-Kyu;Kim Chul-Sung
    • Journal of Powder Materials
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    • v.13 no.2 s.55
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    • pp.112-118
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    • 2006
  • [ $R_{1/3}Sr_{2/3}FeO_{3}$ ](R=Pr, Nd, and Sm) was synthesized and their magnetic properties and charge ordering(CO) transition related with lattice dynamics and oxygen vacancy were systematically investigated. The charge disproportion ation(CD) in $R_{1/3}Sr_{2/3}FeO_{3}$(R=Pr,Nd) was in which two kins of iron with valence state $Fe^{3+}$ and $Fe^{5+}$ were found with ratio of 2:1. In this charge ordering state a sequence of $Fe^{3+}Fe^{3+}Fe^{5+}Fe^{3+}Fe^{3+}Fe^{5+}$ exists aligned along the [111] direction of the pseudocubic perovskite structure. The charge ordering exist in distorted structure involving $t_{pd}$ hybridization. The disordering phases coexist in distorted structure as temprature in creases that is controlled amount of oxygen vacancy. The magnetic hyperfine fields indicate charge tranfering temperature as it dissapeared drastically.

Optical energy band gap of the conductive $AgGaSe_2$ layers

  • You, Sang-Ha;Hong, Kwang-Joon
    • Proceedings of the Korean Institute of Electrical and Electronic Material Engineers Conference
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    • 2009.11a
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    • pp.46-46
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    • 2009
  • The photoconductive $AgGaSe_2$(AGS) layers were grown by the hot wall epitaxy method. The AGS layer was confirmed to be the epitaxially grown layer along the <112> direction onto the GaAs(100) substrate. The band-gap variation as a function of temperature on AGS was well fitted by $E_8(T)=1.9501-8.37{\times}10^{-4}T^2/(T+224)$. The band-gap energy of AGS obtained at 293 K was determined to be 1.8111 eV.

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Electronic structure of potassium-doped copper phthalocyanine studied by photoemission spectroscopy and density functional calculations

  • Im, Yeong-Ji;Kim, Jong-Hun;Ji, Dong-Hyeon;Jo, Sang-Wan
    • Proceedings of the Korean Vacuum Society Conference
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    • 2016.02a
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    • pp.142.2-142.2
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    • 2016
  • The metal intercalation to an organic semiconductor is of importance since the charge transfer between a metal and an organic semiconductor can induce the highly enhanced conductivity for achieving efficient organic electronic devices. In this regard, the changes of the electronic structure of copper phthalocyanine (CuPc) caused by the intercalation of potassium are studied by ultraviolet photoemission spectroscopy (UPS) and density functional theory (DFT) calculations. Potassium intercalation leads to the appearance of an intercalation-induced peak between the highest molecular occupied orbital (HOMO) and the lowest molecular unoccupied orbital (LUMO) in the valence-band spectra obtained using UPS. The DFT calculations show that the new gap state is attributed to filling the LUMO+1, unlike a common belief of filling the LUMO. However, the LUMO+1 is not conductive because the ${\pi}$-conjugated macrocyclic isoindole rings on the molecule do not make a contribution to the LUMO+1. This is the origin of a metal-insulator transition through heavily potassium doped CuPc.

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