• Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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• 2012.10a
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• pp.945-947
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• 2012

This paper shows the early result of the study on university timetabling system for naval academy. Naval academy has limitation of number of professors and classrooms, and has characteristic that timetabling is fixed by grade, major, and class. Lecture-hour exchange and rotation among three lecture-hour are suggested to solve the problem of automatic timetabling.

• Journal of the Daesoon Academy of Sciences
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• v.29
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• pp.171-207
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• 2017

The research regarding religious concepts used in Daesoon Jinrihoe are still incomplete. This study is a suggestion to critically review the existing research on 'seeking out the original root (原始返本)', one of the religious terms of Daesoon Jinrihoe. In addition, this concept will be seen from a new perspective. 'Seeking out the original root' plays a major role in Daesoon theology due to the cosmology established by Daesoon Jinrihoe. However, the existing research on this topic are prone to the perspective of 'returning' and assuming a 'cyclical view on the order of history'. Therefore, the cosmology that has been built by the religious language misleads readers to assume a retrospective process or that the process itself is realized on its own in accordance with the cosmic order. These kinds of studies do not specifically manifest the world view of Daesoon Jinrihoe. They fail to do so because Sangje's reordering works and its fruit, the earthly paradise of the Later World, have never existed before. The concept of 'seeking out the original root' should break away from the frame of a cyclical view of history and exert the uniqueness of Daesoon Jinrihoe. In this regard, this study can be summarized as follows: 'Seeking out the original root', one of the principles needed to achieve the re-creation of the Later World, endeavors to find a way to account for the origin of all things such as civilizations, cultures, and dharmas. If such a way is found, the facts between the root and the beginning should be acknowledged, as the root itself is what has been sustained, succeeded, used, resolved, revised, and rectified. The origin is usually dealt with from the position of rewarding. This was all achieved in Sangje's decisions and his reordering works. Its outcome will be utilized as a basis to establish an earthly paradise in the Later World. This concept, as defined above, excludes a cyclical view of history and implies that the concept of 'seeking out the original root' is a flexible frame within the context of dynamic structuralism. Given the style of this approach, this study provides a view which can be easily differentiated from existing research.

• Journal of Intelligence and Information Systems
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• v.29 no.1
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• pp.107-119
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• 2023

The technology that recognizes a soldier's motion and movement status has recently attracted large attention as a combination of wearable technology and artificial intelligence, which is expected to upend the paradigm of troop management. The accuracy of state determination should be maintained at a high-end level to make sure of the expected vital functions both in a training situation; an evaluation and solution provision for each individual's motion, and in a combat situation; overall enhancement in managing troops. However, when input data is given as a timer series or sequence, existing feedforward networks would show overt limitations in maximizing classification performance. Since human behavior data (3-axis accelerations and 3-axis angular velocities) handled for military motion recognition requires the process of analyzing its time-dependent characteristics, this study proposes a high-performance data-driven classifier which utilizes the long-short term memory to identify the order dependence of acquired data, learning to classify eight representative military operations (Sitting, Standing, Walking, Running, Ascending, Descending, Low Crawl, and High Crawl). Since the accuracy is highly dependent on a network's learning conditions and variables, manual adjustment may neither be cost-effective nor guarantee optimal results during learning. Therefore, in this study, we optimized hyperparameters using Bayesian optimization for maximized generalization performance. As a result, the final architecture could reduce the error rate by 62.56% compared to the existing network with a similar number of learnable parameters, with the final accuracy of 98.39% for various military operations.

• Proceedings of the Korea Water Resources Association Conference
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• 2020.06a
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• pp.333-333
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• 2020

미계측 유역의 수문순환이나 수질을 모의하는 것은 매우 어려운 것이 현실이며 특히 장기간에 걸쳐 모의를 해야 하는 경우에는 더욱 그러하다. 본 연구에서는 미계측 유역인 평화의댐 유역을 대상으로 물리적인 과정 기반의 분포형 수문 모형 GSSHA의 장기 유출과 수질 모의에 대한 적용성을 검토하였다. 분포형 유역 모형 GSSHA를 평화의댐 유역에 적용하여 유량과 수질 모의치를 실측치와 비교한 결과 소규모 호우로부터의 첨두유량을 과대하게 모의하거나 실측된 수질 자료와 일부 구간에서 다른 경향성을 보이는 등 일부 불일치하는 사항들이 나타났으나 모의된 주요 호우의 첨두유량과 기저유출의 전반적인 수문곡선 형태는 비교적 양호한 것으로 나타나 실무에서의 적용 가능성이 있는 것으로 판단하였다.

• The Journal of the Acoustical Society of Korea
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• v.41 no.3
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• pp.312-318
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• 2022

This paper proposes a model which classifies the type of guns and information about sound source location using deep neural network. The proposed classification model is composed of convolutional neural networks (CNN) and long short-term memory (LSTM). For training and test the model, we use the Gunshot Audio Forensic Dataset generated by the project supported by the National Institute of Justice (NIJ). The acoustic signals are transformed to Mel-Spectrogram and they are provided as learning and test data for the proposed model. The model is compared with the control model consisting of convolutional neural networks only. The proposed model shows high accuracy more than 90 %.

• The Sea:JOURNAL OF THE KOREAN SOCIETY OF OCEANOGRAPHY
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• v.28 no.1
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• pp.1-18
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• 2023

The East Sea, one of the regions where the most rapid warming is occurring, is known to have important implications for the response of the ocean to future climate changes because it not only reacts sensitively to climate change but also has a much shorter turnover time (hundreds of years) than the ocean (thousands of years). However, the processes underlying changes in seawater characteristics at the sea's deep and abyssal layers, and meridional overturning circulation have recently been examined only after international cooperative observation programs for the entire sea allowed in-situ data in a necessary resolution and accuracy along with recent improvement in numerical modeling. In this review, previous studies on the physical characteristics of seawater at deeper parts of the East Sea, and meridional overturning circulation are summarized to identify any remaining issues. The seawater below a depth of several hundreds of meters in the East Sea has been identified as the Japan Sea Proper Water (East Sea Proper Water) due to its homogeneous physical properties of a water temperature below 1℃ and practical salinity values ranging from 34.0 to 34.1. However, vertically high-resolution salinity and dissolved oxygen observations since the 1990s enabled us to separate the water into at least three different water masses (central water, CW; deep water, DW; bottom water, BW). Recent studies have shown that the physical characteristics and boundaries between the three water masses are not constant over time, but have significantly varied over the last few decades in association with time-varying water formation processes, such as convection processes (deep slope convection and open-ocean deep convection) that are linked to the re-circulation of the Tsushima Warm Current, ocean-atmosphere heat and freshwater exchanges, and sea-ice formation in the northern part of the East Sea. The CW, DW, and BW were found to be transported horizontally from the Japan Basin to the Ulleung Basin, from the Ulleung Basin to the Yamato Basin, and from the Yamato Basin to the Japan Basin, respectively, rotating counterclockwise with a shallow depth on the right of its path (consistent with the bottom topographic control of fluid in a rotating Earth). This horizontal deep circulation is a part of the sea's meridional overturning circulation that has undergone changes in the path and intensity. Yet, the linkages between upper and deeper circulation and between the horizontal and meridional overturning circulation are not well understood. Through this review, the remaining issues to be addressed in the future were identified. These issues included a connection between the changing properties of CW, DW, and BW, and their horizontal and overturning circulations; the linkage of deep and abyssal circulations to the upper circulation, including upper water transport from and into the Western Pacific Ocean; and processes underlying the temporal variability in the path and intensity of CW, DW, and BW.