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Reinforcement Learning Based Energy Control Method for Smart Energy Buildings Integrated with V2G Station (강화학습 기반 V2G Station 연계형 스마트 에너지 빌딩 전력 제어 기법)

  • Seok-Min Choi;Sun-Yong Kim
    • The Journal of the Korea institute of electronic communication sciences
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    • v.19 no.3
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    • pp.515-522
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    • 2024
  • Energy consumption is steadily increasing, and buildings in particular account for more than 20% of the total energy consumption around the world. As an effort to cost-effectively manage the energy consumption of buildings, many research groups have recently focused on Smart Building Energy Management Systems (BEMS), which are deepening the research depth by applying artificial intelligence(AI). In this paper, we propose a reinforcement learning-based energy control method for smart energy buildings integrated with V2G station, which aims to reduce the total energy cost of the building. The results of performance evaluation based on the energy consumption data measured in the real-world building shows that the proposed method can gradually reduce the total energy costs of the building as the learning process progresses.

Numerical Calculation of the Swirling Flow in a Centrifugal Compressor Volute (원심압축기 벌류트 내부의 스월 유동에 관한 수치해석)

  • Seong, Seon-Mo;Kang, Shin-Hyoung;Cho, Kyung-Seok;Kim, Woo-June
    • Proceedings of the KSME Conference
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    • 2007.05b
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    • pp.2603-2608
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    • 2007
  • Flows in the centrifugal compressor volute with circular cross section are numerically investigated. The computational grid for the calculation utilized a multi-block arrangement to form a butterfly grid and flow calculations are performed using commercial CFD software, CFX-TASCflow. The centrifugal compressor of this study has axial diffuser after radial diffuser because of the shape of inlet duct and installation constraints. Due to this feature the swirling flow pattern is different from the other investigations. The flow inside volute is very complex and three dimensional with strong vortex and recirculation through volute tongue. The calculation results show circumferential variations of the swirl and through flow velocity and pressure distribution. The mechanism deciding flow structure is explained by considering the force balance in volute cross section. And static pressure recovery and total pressure loss are estimated from the calculated results and compared with Japikse model.

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The influence of Geomagnetic Storms on GPS Positioning (지자기 폭풍 영향에 의한 GPS 위치 변화량 연구)

  • Huang, He;Lee, Dong-Ha;Yun, Hong-Sic
    • Proceedings of the Korean Society of Surveying, Geodesy, Photogrammetry, and Cartography Conference
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    • 2004.04a
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    • pp.9-14
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    • 2004
  • In this study, we analyzed that the geomagnetic storms in the end of October 2003 influenced a positioning of GPS permanent stations. The data that observed in total 23 permanent GPS stations are used, and did a precisely analysis every hour with GIPSY-OASIS II software to produced ITRF2000 coordinates of each stations. After that we analyzed and compared the ITRF2000 coordinates calculated every hour with public ITRF2000 results of each stations. As a result of this study, the increases of positioning errors showed well when geomagnetic storms happened and the maximum error reached about 0.80m.

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Automotive Rim Manufacturing using Flow Forming (유동성형을 이용한 자동차 림 가공)

  • Oh, J.H.;Kim, S.H.
    • Proceedings of the Korean Society for Technology of Plasticity Conference
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    • 2009.10a
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    • pp.379-381
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    • 2009
  • In designing full vehicle, crash safety, fuel efficiency, exhaust gas, and driving stability are very important factors. Especially, automotive wheel which supports total vehicle weight is a critical component in view of driving stability. Most of automotive wheel have been manufactured for beautiful appearance by using aluminum alloy in domestic industry. However, the amount of automotive steel wheel used are on an increasing trend according to developing the advanced high strength steel with good formability property recently. In this study, the circumferential deviation of rim with various thickness and yield strength was investigated. The formability evaluation of the rim was developed by using a finite element module furnished by Forge software.

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A Study on Development of Automotive Panel of Bumper Reinforcement with High Strength Steel Using Roll Forming Process (롤포밍 공정을 이용한 고장력강 재질의 범퍼보강 차체판넬 개발에 관한 연구)

  • Jung, Dong-Won;Kim, Dong-Hong;Kim, Bong-Chun
    • Journal of the Korean Society for Precision Engineering
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    • v.29 no.8
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    • pp.840-844
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    • 2012
  • Roll forming process is a sheet metal forming process where the forming occurs with rolls in several steps, often from an undeformed sheet to a product ready to use. And each pair of forming rolls installed in a forming machine operates a particular role in making up the required final cross-section. This process used to many industry manufactures and recently apply to automotive industry. This study, FEM simulation applied bumper reinforcement using SHAPE-RF software and analyzed about total effective strain, longitudinal strain, thickness according to the roll-pass.

Integrated Management System for Vehicle Black Box Video Using Mobile Cloud (모바일 클라우드를 이용한 차량용 블랙박스 영상 통합관리 시스템)

  • Jeong, Seong-Woo;Park, Yoo-Hyun
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.17 no.10
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    • pp.2352-2358
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    • 2013
  • In this paper, we designed and implemented black box terminal with wireless communication function and cloud server for more efficient usage of black box video. Our system can store and manage all vehicle black box videos so public institutions can select videos with various conditions such as object, time-based and location based like integrated CCTV management system.

Development of Analysis Model for Characteristics Study of Fluid Power Systems in Injection Molding Machine (사출성형기 유압시스템의 특성 검토를 위한 해석 모델 개발)

  • Jang, J.S.
    • Transactions of The Korea Fluid Power Systems Society
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    • v.8 no.4
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    • pp.1-8
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    • 2011
  • Injection molding machine is the assembly of many kinds of mechanical and fluid power part and electro-electronic control system. From in these, fluid power is a part where becomes the first core of this machine. Fluid power systems of injection molding machine are modelled and analyzed using a commercial program AMESim. The analysis model which is detailed about the parts applied a publishing catalog data. Sub system models which is divided according to functional operation are made and its analysis results shows how design parameters work on operational characteristics like displacement, pressure, flow rates at each node and so on. Total fluid power circuit model is also made and analyzed. The results made by analysis will be used design of fluid power circuit of injection molding machine.

Implementation of Rijndael Block Cipher Algorithm

  • Lee, Yun-Kyung;Park, Young-Soo
    • Proceedings of the IEEK Conference
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    • 2002.07a
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    • pp.164-167
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    • 2002
  • This paper presents the design of Rijndael crypto-processor with 128 bits, 192 bits and 256 bits key size. In October 2000 Rijndael cryptographic algorithm is selected as AES(Advanced Encryption Standard) by NIST(National Institute of Standards and Technology). Rijndael algorithm is strong in any known attacks. And it can be efficiently implemented in both hardware and software. We implement Rijndael algorithm in hardware, because hardware implementation gives more fast encryptioN/decryption speed and more physically secure. We implemented Rijndael algorithm for 128 bits, 192 bits and 256 bits key size with VHDL, synthesized with Synopsys, and simulated with ModelSim. This crypto-processor is implemented using on-the-fly key generation method and using lookup table for S-box/SI-box. And the order of Inverse Shift Row operation and Inverse Substitution operation is exchanged in decryption round operation of Rijndael algorithm. It brings about decrease of the total gate count. Crypto-processor implemented in these methods is applied to mobile systems and smart cards, because it has moderate gate count and high speed.

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A Multi-Level HW/SW Partitioning Algorithm for SoCs (SoC를 위한 다단 HW/SW 분할 알고리듬)

  • Ahn, Byung-Gyu;Sihn, Bong-Sik;Chong, Jong-Wha
    • Proceedings of the IEEK Conference
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    • 2004.06b
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    • pp.553-556
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    • 2004
  • In this paper, we present a new efficient multi-level hardware/software partitioning algorithm for system-on-a-chip design. Originally the multi-level partitioning algorithm are proposed to enhance the performance of previous iterative improvement partitioning algorithm for large scale circuits. But when designing very complex and heterogeneous SoCs, the HW/SW partitioning decision needs to be made prior to refining the system description. In this paper, we present a new method, based on multi-level algorithm, which can cover SoC design. The different variants of algorithm are evaluated by a randomly generated test graph. The experimental results on test graphs show improvement average $9.85\%$ and $8.51\%$ in total communication costs over FM and CLIP respectively.

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The Impact of the Hotel Employees' Psychological Safety and Intrinsic Motivation on Creative Process Engagement

  • Kim, Ji-Eun;Kim, Mi-Kyung
    • Culinary science and hospitality research
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    • v.23 no.6
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    • pp.57-69
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    • 2017
  • In this quantitative research, it was enhanced to understand the impact of intrinsic motivation on creative process engagement by examining the significant role of psychological safety on intrinsic motivation. These relationships were examined by targeting the employees working full-time for five star deluxe hotels. Total number of 230 responses had been collected out of 250 cases requested and he number of 213 cases was used for the final analysis. The data were analyzed using structural equation modeling with SPSS 19.0 and AMOS 7 software program. The results suggested that psychological safety is significantly associated with intrinsic motivation. Furthermore, the hotel employees' problem identification, information searching & coding, and idea generation are affected by intrinsic motivation. That is, intrinsic motivation plays a significant role for each sub-factors of creative process engagement in the hotel industry. The theoretical and practical implications of these findings are established and related suggestion for formulating marketing strategy is well discussed.