• Title/Summary/Keyword: Nearby

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Speed Prediction and Analysis of Nearby Road Causality Using Explainable Deep Graph Neural Network (설명 가능 그래프 심층 인공신경망 기반 속도 예측 및 인근 도로 영향력 분석 기법)

  • Kim, Yoo Jin;Yoon, Young
    • Journal of the Korea Convergence Society
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    • v.13 no.1
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    • pp.51-62
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    • 2022
  • AI-based speed prediction studies have been conducted quite actively. However, while the importance of explainable AI is emerging, the study of interpreting and reasoning the AI-based speed predictions has not been carried out much. Therefore, in this paper, 'Explainable Deep Graph Neural Network (GNN)' is devised to analyze the speed prediction and assess the nearby road influence for reasoning the critical contributions to a given road situation. The model's output was explained by comparing the differences in output before and after masking the input values of the GNN model. Using TOPIS traffic speed data, we applied our GNN models for the major congested roads in Seoul. We verified our approach through a traffic flow simulation by adjusting the most influential nearby roads' speed and observing the congestion's relief on the road of interest accordingly. This is meaningful in that our approach can be applied to the transportation network and traffic flow can be improved by controlling specific nearby roads based on the inference results.

A Study on the Successful Adoption of IoT Services : Focused on iBeacon and Nearby (IoT 서비스의 성공적 수용에 관한 연구 : iBeacon과 Nearby를 중심으로)

  • Kim, Yonghee;Choi, Byeongmoo;Choi, Jeongil
    • Journal of Information Technology Services
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    • v.14 no.1
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    • pp.217-236
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    • 2015
  • The purpose of this study is to propose the effective location-based IoT service acceptance model by integrating ELM (Elaboration Likelihood Model) with UTAUT (Unified Theory of Acceptance and Use of Technology). The Partial Least Squares was used to analyze the causal relationships with respect to the effects of central route and peripheral route on acceptance intention. The results shows that central route has more significant impacts on perceived usefulness than peripheral route and CFIP (Concern for Information Privacy) weaken the relationship of acceptance intention and perceived usefulness. Our findings indicate some meaningful implications in the acceptance research of IOT services. First, we noted that the easy of use significantly affects the adoption of location-based IoT service. Furthermore, it is important to build the secured mechanism of privacy protection to adopt of location-based IoT service. Second, we tried to attempt the newly integrated approach to technical acceptance using UTAUT's variables and ELM by Petty and Cacioppo (1986). Finally this research empirically analyzed the adoption case of location-based IoT service which is not well-known yet within our country.

A MULTI-WAVELENGTH STUDY OF PAH-SELECTED STARBURST GALAXIES

  • Takagi, T.;Matsuhara, H.;Wada, T.;Ohyama, Y.;Oyabu, S.
    • Publications of The Korean Astronomical Society
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    • v.27 no.4
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    • pp.321-324
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    • 2012
  • Using extensive mid-IR datasets from AKARI, i.e. 9-band photometry covering the wavelength range from $2{\mu}m$ to $24{\mu}m$ and the unbiased spectroscopic survey for sources with $S_{\nu}$($9{\mu}m$)>0.3 mJy, we study starburst galaxies specifically at the redshift of z ~ 0.5, whose mid-IR spectra are clearly dominated by the PAH emission features. PAH-selected galaxies, selected with extremely red mid-IR colour due to PAHs, have high rest-frame PAH-to-stellar luminosity ratios, comparable to those in the most active regions in nearby starburst galaxies. Thus, they seem to have active starburst regions spreading over the whole body. Furthermore, some of PAH-selected galaxies are found to have peculiar rest-frame 11-to-$8{\mu}m$ flux ratios, which is systematically smaller than nearby starburst/AGN spectral templates. This may indicate a systematic difference in the physical condition of ISM between nearby and distant starburst galaxies.

AKARI-SDSS-GALEX SURVEYS: SPECTRAL ENERGY DISTRIBUTIONS OF NEARBY GALAXIES

  • Buat, V.;Yuan, F.T.;Takeuchi, T.T.;Giovannoli, E.;Heinis, S.
    • Publications of The Korean Astronomical Society
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    • v.27 no.4
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    • pp.317-320
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    • 2012
  • A sample of nearby galaxies was built from the AKARI/FIS all sky survey cross-correlated with the SDSS and GALEX surveys. The spectral energy distributions from 0.15 to 160 microns of these galaxies are analysed to study dust attenuation and star formation properties. The calibrations of the amount of dust attenuation as a function of the IR-to-UV flux ratio and the FUV-NUV colour are re-investigated: the former one is confirmed to be robust and accurate whereas the use of the FUV-NUV colour to measure dust attenuation is found highly uncertain. The current star formation rate given by the SED fitting process is compared to that directly obtained from the UV and total IR luminosities. It leads to an accurate estimate of dust heating by old stars. We emphasize the importance of such a sample as a reference for IR selected star forming galaxies in the nearby universe.

Study on Location Estimation of Nearby Ships from Whistle Blast(1) (선박 기적음을 활용한 위치추정 시스템 개발(1))

  • Roh, Chang-Su;Do, Sung-Chan;Lee, Jong-Soo
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.4 no.1
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    • pp.32-38
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    • 2011
  • Collisions of nearby ships are reported frequently because of bad weathers. A lot of efforts, using radar warning or other navigation security devices, were given to reduce the collisions, but the number of accidents could not be reduced. The main cause is that the ship personel are not watching carefully. In the paper, we propose a novel technique estimating the locations of nearby ships from their whistle blast and delivering the location information using mobile phones. We realized the technique using LabVIEW and showed its usefulness.

On Mode Correlation of Solar Acoustic Oscillations

  • Chang, Heon-Young
    • Journal of Astronomy and Space Sciences
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    • v.26 no.3
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    • pp.287-294
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    • 2009
  • In helioseismology it is normally assumed that p-mode oscillations are excited in a statistically independent fashion. Unfortunately, however, this issue is not clearly settled down in that two experiments exist, which apparently look in discrepancy. That is, Appourchaux et al. (2000) looked at bin-to-bin correlation and found no evidence that the assumption is invalid. On the other hand, Roth (2001) reported that p-mode pairs with nearby frequencies tend to be anti-correlated, possibly by a mode-coupling effect. This work is motivated by an idea that one may test if there exists an excess of anticorrelated power variations of pairs of solar p-modes. We have analyzed a 72-day MDI spherical-harmonic time series to examine temporal variations of p-mode power and their correlation. The power variation is computed by a running-window method after the previous study by Roth (2001), and then distribution function of power correlation between mode pairs is produced. We have confirmed Roth's result that there is an excess of anti-correlated p-mode pairs with nearby frequencies. On the other hand, the amount of excess was somewhat smaller than the previous study. Moreover, the distribution function does not exhibit significant change when we paired modes with non-nearby frequencies, implying that the excess is not due to mode coupling. We conclude that the origin of this excess of anticorrelations may not be a solar physical process, by pointing out the possibility of statistical bias playing the central role in producing the excess.

Evaluation of Volatile Organic Compounds Levels in Industrial Complex and Nearby Residential Areas of Daegu (대구지역 공단과 인근 주거지역의 휘발성유기화합물질 오염도 평가)

  • Jo, Wan Geun;Lee, Jin U
    • Journal of Environmental Science International
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    • v.13 no.6
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    • pp.519-525
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    • 2004
  • Air pollution from the Daegu industrial complex (Die) in Korea has been a common nuisance and cause of complaints for nearby residents. The current study measured the indoor and outdoor levels of six VOC (benzene, toluene, ethylbenzene, and three isomeric xylenes) at two residential areas with a different proximity to the ODIC, plus the ambient levels at two industrial areas within the boundary of the DDIC. The QA/QC program included the range of correlation coefficient (0.94-0.99) for calibration curves, within the permissible range. Toluene was the most abundant VOC in the ambient air both in residential and industrial areas. Both indoor and outdoor air concentrations of all target VOC except benzene were higher in residential area near the DIC compared to that further away from the DIC. Moreover, the ambient air concentrations of all target VOC except benzene for two industrial sites (A and B) were significantly higher than the outdoor or indoor air concentrations in the two residential areas. The findings further suggested that VOC ambient levels measured in a residential area near the DIC be used as a potential indicator of odor-causing unidentified air pollutants transported from the DIC. Moreover, it was found that the elevated ambient toluene levels outweighed the indoor sources with respect to the environmental exposure of residents nearby the DIC. However, in the residential area further away from the DIC, the toluene indoor sources outweighed the outdoor sources.

The Contribution of Mergers on Star Formation Activities in Nearby Galaxies

  • Lim, Gu;Im, Myungshin;Choi, Changsu;Yoon, Yongmin
    • The Bulletin of The Korean Astronomical Society
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    • v.41 no.2
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    • pp.31.2-31.2
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    • 2016
  • We present our study of the correlation between the UV luminosity and the merging activities of nearby galaxies (d < 300 Mpc). Our study uses ~600 UV-selected galaxies with deep optical imaging data, where the UV selection is made using the GALEX Atlas of Galaxies (Gil de Paz et al. 2007) and the updated UV catalog of nearby galaxies (Yu Bai et al. 2015). Deep optical images allow us to classify merger features using visual inspection, and we also estimate unobscured SFR using UV continuum luminosity. The fraction of galaxies with merger features in each UV luminosity bins are obtained to see if how the fraction of galaxies with merging features changes as a function of UV luminosity, Finally, we will show, above what UV luminosity (or SFR), the merging mechanism becomes an important process in enhancing star formation of galaxies.

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An Experiment Study on the Structure-borne Noise Reduction of Building Nearby the Road by Using Ballast Mat Pavement Method (도상 매트 공법 도로포장에 의한 자동차 도로 인근 건축물의 고체전파음 저감효과에 관한 실험적 연구)

  • 이익주;유제남
    • Transactions of the Korean Society for Noise and Vibration Engineering
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    • v.14 no.11
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    • pp.1153-1160
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    • 2004
  • In contemporary society, vibration and noise in the road nearby buildings have become social problems as vehicles operation has increased. Especially. in the case of the building used to art performance, available suitability of the building is tested by the indoor noise class. Therefore, the Purpose of this paper is the measurement of the structure-borne noise of Seoul Art Center nearby Umyeonsan tunnel and analyzing the effects of countermeasure to it. To measure the effects of countermeasure, not only structure-borne noise is measured, but also the vibration is measured, before and after the construction of Pavement using pad and porous asphalt. Consequently, the sound pressure level in art center 1st floor is reduced after mat pavement method, structure-borne noise that was high In 25Hz wide-band before pavement decreased regardless of experimental vehicle's velocity Using porous asphalt pavement the noise was reduced about 3 dB(A).

A Study on the Construction Records and Architectural Type of Unsoo-sa Daeoong-jeon in Busan (부산 운수사 대웅전의 조영기록과 건축형식 연구)

  • Seo, Chi-Sang;Kim, Yoon-Jeong
    • Journal of architectural history
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    • v.22 no.5
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    • pp.47-64
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    • 2013
  • The purpose of this paper is to examine the foundation and subsequent reconstruction years of Unsoo-sa Daeoong-jeon in Busan, especially based on the five records of this building. Moreover, this paper aims to analyze the possibility of the architectural type changes by comparison with nearby Buddhist buildings. The results of this study are summarized as follows. First, Unsoo-sa Daeoong-jeon was built in 1655. Afterward, it had been repaired through five times, but most members of it's wood-framework were found to had been prepared and constructed in 1655. Second, such as the gongpo type, roof type, module system, intercolumnar distance and proportion of intercolumnar distance and column-height, the architectural type of this building is similar to nearby Sinhung-sa Daekwang-jeon. This was because the identical monk-craftsmen carried out the many constructions of nearby temples with their architectural skills at the same period. Third, in particular, the style and created-time of the front gongpos are different from those of the rear gongpos. That is why the front gongpos were replaced when Unsoo-sa Daeoong-jeon was reconstructed in 1771.