• Title/Summary/Keyword: data sets

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Remaining Useful Life Prediction of Li-Ion Battery Based on Charge Voltage Characteristics (충전 전압 특성을 이용한 리튬 이온 배터리의 잔존 수명 예측)

  • Sim, Seong Heum;Gang, Jin Hyuk;An, Dawn;Kim, Sun Il;Kim, Jin Young;Choi, Joo Ho
    • Transactions of the Korean Society of Mechanical Engineers B
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    • v.37 no.4
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    • pp.313-322
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    • 2013
  • Batteries, which are being used as energy sources in various applications, tend to degrade, and their capacity declines with repeated charging and discharging cycles. A battery is considered to fail when it reaches 80% of its initial capacity. To predict this, prognosis techniques are attracting attention in recent years in the battery community. In this study, a method is proposed for estimating the battery health and predicting its remaining useful life (RUL) based on the slope of the charge voltage curve. During this process, a Bayesian framework is employed to manage various uncertainties, and a Particle Filter (PF) algorithm is applied to estimate the degradation of the model parameters and to predict the RUL in the form of a probability distribution. Two sets of test data-one from the NASA Ames Research Center and another from our own experiment-for an Li-ion battery are used for illustrating this technique. As a result of the study, it is concluded that the slope can be a good indicator of the battery health and PF is a useful tool for the reliable prediction of RUL.

Geology and Occurrence of Black Sandstone and Black Shale Dimension Stones, Korea (흑색사암(오석)과 흑색셰일(청석) 석재자원의 지질과 산출유형)

  • Park Deok Won;Hong Sei Sun;Kim Chul Joo;Lee Choon Oh;Lee Byeong Tae;Yun Hyun Soo
    • Economic and Environmental Geology
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    • v.37 no.6 s.169
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    • pp.585-601
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    • 2004
  • A general study of domestic black sandstone and black shale quarries has not been made. For this reason it is difficult to know how the matter really stands. The objectives of this study are to achieve systematical and scientific study of the distribution, occurrences and rock quality of black sandstone and black shale resources exploited in existing quarries in the Boryeong area. The black sandstone bed survey was made from 54 mine claims on 4 sheets. In the area, 140 black sandstone and 22 black shale quarries were ascertained in 37 mine claims. The general development information data from that existing quarries were collected and synthesized. Among these black sandstone quarries for gravestones, monuments and black shale quarries for inkstone are in operation. Most of the black sandstone quarries were closed throughout the Gaewhari, Suburi, Seongjuri district in the investigated area even though these quarries had played a prominent part in the production of black sandstone. In view of commercial dimension stones, raw materials from black sandstone are classified as corestone and fresh rock body according to the characteristics of their occurrences and shape. Black sandstone beds are characteristically well-jointed and are particularly subdivided into cubic or quadrangular blocks in 3 joint sets. The colors of these black sandstones show medium dark $gray\~grayish$ black judging from the Rock Color Chart. The black sandstone beds which are intercalated in the Amisan, Jogeri, Baegunsa, Seongjuri Formations of the Daedong Supergroup are about $1\~10\;m$ in thickness.

Analysis of Ground Subsidence using ALOS PALSAR (2006~2010) in Taebaek, Kangwon (ALOS PALSAR(2006년~2010년) 위성영상을 이용한 강원도 태백시 지반침하 관측 및 분석)

  • Cho, Min-Ji;Kim, Sang-Wan
    • Economic and Environmental Geology
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    • v.45 no.5
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    • pp.503-512
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    • 2012
  • We performed DInSAR (Differential Interferometric SAR) and SBAS (Small BAseline Subset) analysis using spaceborne SAR (Synthetic Aperture Radar) in order to detect a surface subsidence in Taebaek area, Kangwon, which are suitable to the monitoring of broad and inaccessible areas. During the period from October 2006 to June 2010, we acquired twenty-three ALOS PALSAR data sets (path/frame=425/730) for this study. The ninety-six differential interferograms with a perpendicular baseline less than 1100 m were constructed by ROI_PAC, then the mean velocity map of surface displacement was derived from SBAS analysis. As a result, it was confirmed that the ground displacement occurred about 4 cm/yr at Seokgong-Jangseong and Kyungdong mines and 2 cm/yr at Saehan-Eoryong-Jungdong and Hwangji mines in Taebaek area, Kangwon. It seems that the subsidence in study area is closely related to mining activities because the most of subsiding areas are well matched with mining areas. The subsidence at Kyungdong mine shows continuous and fast velocity in about $2{\times}2$ km area. Therefore the further analysis and the effort to prevent disaster are required in this area.

Cloning and Activity Analysis of the FosB Promoter Region from Human Genomic DNA (사람 핵DNA로부터 FosB 유전자 프로모터 클로닝 및 활성도 분석)

  • Na, Han-Heom;Kang, Yoonsung;Kim, Keun-Cheol
    • Journal of Life Science
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    • v.27 no.8
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    • pp.857-863
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    • 2017
  • The FBJ murine osteosarcoma viral oncogene homolog B (FosB) gene is located at chromosome 19, and encodes 43 Kda protein. Functionally, the FosB gene is important for differentiation, development, and pathogenesis. Furthermore, the FosB gene is suggested as possible biomarker for tracing disease prognosis. In this study, we constructed plasmid containing a FosB promoter region and evaluate its promoter activity. We analyzed the putative promoter region in FosB genomic DNA using bioinformatics program, and we found important regulatory elements in 1 Kb upstream from transcription start site (TSS). Therefore, we performed polymerase chain reaction (PCR) amplification on region from-1,555 upstream to +73 of the FosB genomic DNA, and PCR product was inserted into TA vector to create the $TA-1^{st}FosBp$ plasmid. We then prepared the primer sets, which contain a restriction enzyme site for Kpn1 and Nhe1, in order to reinsert into the TA vector to prepare $TA-2^{nd}FosBp$ plasmid. It was finally subcloned into pGL3-luc vector after enzyme cutting. To evaluate whether the cloned plasmid is useful in cell based experiment, we performed luciferase assay with pGL3-FosBp-luctransfection. FosB promoter activity was increased compared to empty vector, and this activity was significantly increased by treatment of doxorubicin and taxol. We obtained consistent data on regulation of FosB gene expression after anticancer drug treatment using Western blot analysis. The results suggest that promoter cloning of the human FosB gene is very useful for studying gene expression and analyzing biomarkers.

Effects of a Tongue Self-Resistance Exercise on the Swallowing Function of Patients With Stroke: Case Report (자발적 혀 저항 운동이 뇌졸중 환자의 삼킴기능에 미치는 효과: 사례연구)

  • Nam, Kyung-Wan
    • Therapeutic Science for Rehabilitation
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    • v.7 no.4
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    • pp.43-55
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    • 2018
  • Objective: This study aims to discover how tongue self-resistance exercise affects the swallowing function of patients with stroke. Method: The subjects of this study were two patients who were treated at the Y hospital in Gyeonggido. Data were gathered by VFSS regarding the degree of swallowing disability and oral intake before and after intervention. This study analyzed case studies of two patients. One patient's intervention was applied in September 2012 for three weeks. The other's intervention was applied in February 2014 for three weeks. At the first session, the VFSS examination was administered. Then, intervention began after the patients gave their consent for participation. Each session was practiced 10 times per set, but one session had 3 sets. Intervention frequency consisted of five sessions per week, and it was conducted for three weeks. Tongue self-resistance exercise included tongue protrusion, tongue lateralization, and tongue elevation on the hard palate. Results: The first tongue self-resistance exercise had a positive effect on swallowing function because of the decrease in VFS score. The second tongue self-resistance exercise showed improved oral intake based on FOIS scores. Conclusion: This study's results suggest that there are many benefits of tongue self-resistance exercise on the swallowing function when it is applied to patients with stroke.

The Changes in the Outbreak of Rotavirus Gastroenteritis in Children after Introduction of Rotavirus Vaccines: A Retrospective Study at a Tertiary Hospital (로타바이러스 백신 도입 후 로타바이러스 위장관염의 추이: 일개 3차 병원의 후향적 연구)

  • Park, Dong Kyu;Chung, Ju-Young
    • Pediatric Infection and Vaccine
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    • v.21 no.3
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    • pp.167-173
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    • 2014
  • Purpose: This study aimed to examine the changes in the outbreak of acute gastroenteritis, rotavirus gastroenteritis after the introduction of the rotavirus vaccine in Korea. Methods: The current study investigated the number of inpatients in the pediatric ward of Inje University Sanggye Paik Hospital during the periods of 2005-2006 and 2011-2012. A retrospective analysis was conducted on the medical records of 2,840 patients <5 years of age who were hospitalized at Inje University Sanggye Paik Hospital in these time periods. Results: When we compared 2 separate sets of data from before (2005-2006) and after (2011-2012) vaccine introduction, there were statistically significant decreases in the number of patients who were hospitalized for acute gastroenteritis across all of the groups of patients <5 years of age except those <2 months of age. The number of patients with rotavirus gastroenteritis in all age groups declined except for children <2 months of age and those 2-5 months of age. Conclusion: These results show that after the introduction of a rotavirus vaccine in Korea, the incidence of rotavirus gastroenteritis decreased in 6-59-month-old patients hospitalized for acute gastroenteritis.

A Study on the Skin Dose Measurement of Glass Dosimeter Use During Rectal Cancer 3field Technic and Cervical Cancer 4field Technic Radiation Therapy (직장암 3문조사와 자궁경부암 4문조사 방사선 치료 시 유리선량계를 이용한 피부선량 측정에 관한 연구)

  • Shin, Seong-Soo;Choi, Won-Sik;Park, Cheol-Soo;Lee, Sun-Yeb;Cho, Jae-Hwan;Seo, Jeong-Min;Shim, Jae-Koo;Kim, Chan-Hyeong;Goo, Eun-Hoe;Kim, Eng-Chan
    • Journal of radiological science and technology
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    • v.34 no.2
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    • pp.157-163
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    • 2011
  • Recently a variety of high technologies for radiation therapy (IMRT, SRS,. 3D-RT, etc.) has been developed. For the cervical and rectal cancer, 3field or 4field radiotherapy have been applied to the patients. In the case of two-dimensional treatment, one of the most typical side-effects is skin burn due to the radiation irradiation. In general the skin dose is evaluated by only a single measurement during the whole treatment period. In this study, however, skin dose was measured in each radiation treatment and the total skin dose was accumulated in a glass dosimeter through all the cases. After simulating the skin dose from treatment planning system, the results were compared with the actual skin doses. The results showed a good agreement between two data sets. Even though there are certain amount of errors caused by the patient movement along the treatment, the difference between actual dose and simulated dose was within the accepted range of error.

A Flow Control Scheme based on Queue Priority (큐의 우선순위에 근거한 흐름제어방식)

  • Lee, Gwang-Jun;Son, Ji-Yeon;Son, Chang-Won
    • The Transactions of the Korea Information Processing Society
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    • v.4 no.1
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    • pp.237-245
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    • 1997
  • In this paper, a flow control mechanism is proposed which is based on the priority control between communication path of a node. In this scheme, demanding length of a data queue for any pre-defined, then each node in that path is forced to maintains buffer size under the limit by controlling priority level of the path. The communication path which requires higher bandwidth sets its demanding queue length smaller. By providing relationship between the priority of a path and length of its queue, the high bandwidth requesting path has a better chance to get high bandwidth by defining the smaller demanding queue size. And also, by forcing a path which has high flow rate to maintain small queue size in the path of the communication, the scheme keep the transmission delay of the path small. The size of the demanding queue of a path is regularly adjusted to meet the applications requirement, and the load status of the network during the life time of the communication. The priority control based on the demanding queue size is also provided in the intermediate nodes as well as the end nodes. By that the flow control can provide a quicker result than end to-end flow control, it provides better performance advantage especially for the high speed network.

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A design of Optimized Vehicle Routing System(OVRS) based on RSU communication and deep learning (RSU 통신 및 딥러닝 기반 최적화 차량 라우팅 시스템 설계)

  • Son, Su-Rak;Lee, Byung-Kwan;Sim, Son-Kweon;Jeong, Yi-Na
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.13 no.2
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    • pp.129-137
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    • 2020
  • Currently, The autonomous vehicle market is researching and developing four-level autonomous vehicles beyond the commercialization of three-level autonomous vehicles. Because unlike the level 3, the level 4 autonomous vehicle has to deal with an emergency directly, the most important aspect of a four-level autonomous vehicle is its stability. In this paper, we propose an Optimized Vehicle Routing System (OVRS) that determines the route with the lowest probability of an accident at the destination of the vehicle rather than an immediate response in an emergency. The OVRS analyzes road and surrounding vehicle information collected by The RSU communication to predict road hazards, and sets the route for the safer and faster road. The OVRS can improve the stability of the vehicle by executing the route guidance according to the road situation through the RSU on the road like the network routing method. As a result, the RPNN of the ASICM, one of the OVRS modules, was about 17% better than the CNN and 40% better than the LSTM. However, because the study was conducted in a virtual environment using a PC, the possibility of accident of the VPDM was not actually verified. Therefore, in the future, experiments with high accuracy on VPDM due to the collection of accident data and actual roads should be conducted in real vehicles and RSUs.

A Linear-Time Heuristic Algorithm for k-Way Network Partitioning (선형의 시간 복잡도를 가지는 휴리스틱 k-방향 네트워크 분할 알고리즘)

  • Choi, Tae-Young
    • Journal of Korea Multimedia Society
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    • v.7 no.8
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    • pp.1183-1194
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    • 2004
  • Network partitioning problem is to partition a network into multiple blocks such that the size of cutset is minimized while keeping the block sizes balanced. Among these, iterative algorithms are regarded as simple and efficient which are based on cell move of Fiduccia and Mattheyses algorithm, Sanchis algorithm, or Kernighan and Lin algorithm. All these algorithms stipulate balanced block size as a constraint that should be satisfied, which makes a cell movement be inefficient. Park and Park introduced a balancing coefficient R by which the block size balance is considered as a part of partitioning cost, not as a constraint. However, Park and Park's algorithm has a square time complexity with respect to the number of cells. In this paper, we proposed Bucket algorithm that has a linear time complexity with respect to the number of cells, while taking advantage of the balancing coefficient. Reducing time complexity is made possible by a simple observation that balancing cost does not vary so much when a cell moves. Bucket data structure is used to maintain partitioning cost efficiently. Experimental results for MCNC test sets show that cutset size of proposed algorithm is 63.33% 92.38% of that of Sanchis algorithm while our algorithm satisfies predefined balancing constraints and acceptable execution time.

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