• 제목/요약/키워드: Abnormal Pattern Analysis

검색결과 162건 처리시간 0.026초

웨어러블 기기를 이용한 실시간 상황인식에서의 잡음제거 (Noise Reduction in Real-time Context Aware using Wearable Device)

  • 김태호;서동혁;윤신숙;류근호
    • 디지털콘텐츠학회 논문지
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    • 제19권9호
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    • pp.1803-1810
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    • 2018
  • 사물인터넷 기술을 활용하는 연구가 활발하게 진행되고 있다. 사물인터넷을 활용하는 스마트 웨어러블 기기의 상황인식 기능을 향상시키기 위하여 센서부의 이벤트 데이터에 대한 잡음 제거방안을 제안하였다. 본 연구에서는 저역필터를 이용함으로써 비정상적으로 측정된 값에 대한 감쇠를 유도하고 센서의 이벤트 데이터를 이용한 상황 인지에서 유익을 얻을 수 있었다. 스마트 폰과 스마트워치에 기본 내장되어 있는 3축 가속도 센서가 감지하여 보고한 이벤트 데이터를 활용하여 검증한 결과 비정상적으로 과도하게 측정되어 입수된 잡음 값에 대한 값에 대한 감쇠처리를 실행할 수 있었다. 이와 같이 잡음이 제거된 값의 패턴을 분석함으로서 실시간 상황인식에 필요한 다양한 패턴 자료를 얻을 수 있었다.

대형 항공부품용 5축 가공기에서의 예측정비에 관한 연구 (A Study on the Predictive Maintenance of 5 Axis CNC Machine Tools for Cutting of Large Aircraft Parts)

  • 박철순;배성문
    • 산업경영시스템학회지
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    • 제43권4호
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    • pp.161-167
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    • 2020
  • In the process of cutting large aircraft parts, the tool may be abnormally worn or damaged due to various factors such as mechanical vibration, disturbances such as chips, and physical properties of the workpiece, which may result in deterioration of the surface quality of the workpiece. Because workpieces used for large aircrafts parts are expensive and require strict processing quality, a maintenance plan is required to minimize the deterioration of the workpiece quality that can be caused by unexpected abnormalities of the tool and take maintenance measures at an earlier stage that does not adversely affect the machining. In this paper, we propose a method to indirectly monitor the tool condition that can affect the machining quality of large aircraft parts through real-time monitoring of the current signal applied to the spindle motor during machining by comparing whether the monitored current shows an abnormal pattern during actual machining by using this as a reference pattern. First, 30 types of tools are used for machining large aircraft parts, and three tools with relatively frequent breakages among these tools were selected as monitoring targets by reflecting the opinions of processing experts in the field. Second, when creating the CNC machining program, the M code, which is a CNC auxiliary function, is inserted at the starting and ending positions of the tool to be monitored using the editing tool, so that monitoring start and end times can be notified. Third, the monitoring program was run with the M code signal notified from the CNC controller by using the DAQ (Data Acquisition) device, and the machine learning algorithms for detecting abnormality of the current signal received in real time could be used to determine whether there was an abnormality. Fourth, through the implementation of the prototype system, the feasibility of the method proposed in this paper was shown and verified through an actual example.

A chromosome 1q44 deletion in a 4-month-old girl; The first report in Korea

  • Cho, Joo Hyun;Song, Eun Song;Kim, Hee Na;Oh, Burm Seok;Choi, Young Youn
    • Clinical and Experimental Pediatrics
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    • 제57권6호
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    • pp.292-296
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    • 2014
  • The deletion of the distal long arm of chromosome 1 is associated with a characteristic facial appearance and a pattern of associated malformations. Characteristic manifestations include a round face with prominent 'cupid's bow' and downturned corners of the mouth, thin vermilion borders of lips, a long upper lip with a smooth philtrum, a short and broad nose, epicanthal folds, apparently low-set ears, micrognathia, microcephaly, abnormal hands and feet, variable cardiac or genital anomalies, moderate to severe mental retardation, and growth retardation. Using fluorescent in situ hybridization (FISH) analysis to map precisely the deletion, we present a case of chromosome 1q44 deletion with craniofacial characteristics, multiple congenital anomalies, and growth and psychomotor retardation. In comparison with other reported cases of 1q43-44 deletion, the subject does not show hydrocephalus, seizure, syn- or polydactyly of hands, and a urogenital anomaly. However, an arachnoid cyst, pinpoint dimple on the midline of the forehead, a right-sided supernumerary nipple and auricular pit, polydactyly of the right foot, adducted thumb, and flexion restriction of the proximal interphalangeal joint with a simian line in both hands were observed additionally.

유전알고리즘을 이용한 암호화폐 거래정보의 군집화 분석 및 분류 (Clustering analysis and classification of cryptocurrency transaction using genetic algorithm)

  • 박준형;정석현;박은식;김경섭;원유재
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2018년도 추계학술대회
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    • pp.22-26
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    • 2018
  • 본 논문은 암호화폐 거래정보의 유사성과 거래패턴을 파악해서 군집화를 하고 학습을 통해서 다른 거래정보를 자동으로 분류해내는 모델을 제시한다. 유전알고리즘의 특성을 이용하여 군집화 과정에서 불필요한 요소를 최대한 제거하여 더 좋은 군집화 성능을 보여준다. 군집화 값이 포함된 거래정보를 훈련 데이터로 정하고 분류 알고리즘을 통해 거래정보의 예측이 가능해진다. 이는 암호화폐의 다양한 거래정보들로부터 자동으로 비정상 거래를 검출하는데 활용될 수 있다.

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GAITRite 시스템 분석을 통한 퇴행성 슬관절염 환자의 보행특성 연구 (Study on the Gait Characteristics in Knee Osteoarthritis Patients with GAITRite System Analysis)

  • 황보각;김병조;배성수
    • The Journal of Korean Physical Therapy
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    • 제16권1호
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    • pp.183-207
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    • 2004
  • The purpose of this study was to describe and compare the temporo-spatial gait characteristics of healthy elderly people with those osteoarthritis patients. 100 patients reported knee osteoarthritis, diagnosed at the hospital or clinic located in Daegu and Kyungbuk province and 100 normal elderly subjects were participated in this study. Temporal and spatial parameters of gait were analysed for using the computerized GAITRite system. The system integrates specific components of locomotions to provide a single, numerical representation of gait, the Functional Ambulation Performance score. Differences in gait characteristics between the two groups were examined using a correlated t-test and Pearson Correlation(p<.05). Significant differences were observed between the groups for temporal parameters(step time, double support time, stance phase, mean velocity) and spatial parameters(step length, step/extremity ratio)(p<.05). Also there was difference in the functional ambulation performance score between normal elderly subjects and knee osteoarthritis patients(p<.05). Consequently, it may help detect the abnormal gait pattern indicated the main problem in degenerative knee osteoarthritis patients as well as provide data analysing the pathokinesiologic components by comparing normal elderly.

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FFT를 활용한 제조데이터 전처리 및 제품분류 (Manufacturing Data Preprocessing Method and Product Classification Method using FFT)

  • 김한솔;진교홍
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2021년도 추계학술대회
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    • pp.82-84
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    • 2021
  • 스마트 공장 구축사업을 통해 생산 설비로부터 전력, 진동, 압력, 온도 등의 센서 데이터가 수집되고 있으며 데이터 분석을 통해 예지보전, 불량예측, 이상탐지 등의 서비스 개발이 진행되고 있다. 일반적으로 제조데이터의 경우 정상과 비정상 데이터의 불균형이 극심하여 이상탐지 서비스가 선호되고 있다. 본 논문에서는 이상탐지 서비스 개발의 전단계로 제조데이터의 특징 데이터 추출을 위해 FFT 방법을 사용하였으며, 이를 통해 생산되는 제품을 분류해보고 그 결과를 확인하였다. 즉, 제품별 대표 패턴을 FFT 변환 후 상관계수를 계산하여 제품분류가 가능한지 확인하였다.

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경기지역 소아에서 발생된 삼일열 말라리아의 역학 및 임상적 특성 (Epidemiologic and Clinical Features of Indigenous Vivax Malaria in Children in Kyonggi-do Province Area)

  • 김종호;이윤경;김종현;허재균;장기영;강혜련;강진한
    • Pediatric Infection and Vaccine
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    • 제7권2호
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    • pp.218-224
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    • 2000
  • 목 적 : 1970년대 이후 약 20년간 발생이 없었던 삼일열 말라리아가 1993년부터 발생되어 점차 확산되는 추세에 있어 과거와 같은 토착화에 대한 우려가 높다. 국내에서 말라리아의 토착화를 막기 위하여는 현재 발생되는 말라리아 대한 역학 및 임상 특성에 관한 연구가 제일 우선되어야 할 것이다. 한편 성인에 비해 발생율은 낮으나 소아에서도 환자가 증가되는 추세에 있어 소아에서도 동일한 관점에서 역학 및 임상 연구가 요구되고 있다. 이와 같은 배경에서 말라리아 다발생 지역인 경기지역의 소아에 발생된 말라리아의 역학 연구를 후향적으로 실시하였다. 방 법 : 1998년 9월부터 1999년 8월까지 경기지역 종합병원 및 국공립 의료기관에서 말초 혈액도말 검사상 말라리아로 진단된 15세 이하의 소아 환자를 대상으로 발생 연령 및 성별, 발생 시기, 발생 지역, 발생 역학적 배경, 발열의 양상, 동반 증상, 진찰상 특이 소견, 일반검사 소견, 말초혈액 도말검사 소견, 치료와 연관된 사항 및 예후에 관한 내용의 의무기록을 통하여 후향적 연구를 시행하였다. 결 과 : 연구대상수는 총 21명으로서 남녀비는 2:1이었고 5세 이하에서도 삼일열 말라리아가 발생되었으나 11세 이상 15세 이하의 연령에서제일 많이 발생(14명;66.7%)되었다. 발생시기는 2월, 5,월, 6월, 10월에 각 1명씩 발생하였고 4월, 9월에 각 2명이 그리고 8월에 4명, 7월에 9명이 발생되었다. 환아가 발생된 동일 거주지역과 가족내에서 성인 환자 발생이 있었고, 지역적으로 파주, 의정부, 부평, 연천, 동두천, 포천, 철원, 부천의 순으로 다발생하였다. 임상적으로 발열의 양상은 48시간 간격의 주기성 발열이 15명, 24시간 간격의 주기성 발열이 4명, 비주기성 발열이 2명에서 보였고 발열외에 두통, 구토, 식욕부진, 오심, 오한, 권태감, 복통, 설사 등의 증상이 동반되었다. 진찰 소견상 비장비대가 제일 흔히 발현되었고, 검사 소견상 빈혈, 혈소판 감소증, 비정상 간기능, 백혈구 감소, 혈뇨의 순으로 이상 소견이 나타났다. 말초혈액 도말검사에서 Plasmodium vivax의 원충 단계는 young trophozite, gametocyte, schizont순으로 확인되었다. 전 예에서 chlorquine 약제의 치료반응이 좋았고 합병증이 없었으며 추적 가능한 8례에서도 재발은 없었다. 결 론 : 1998년 9월부터 1999년 8월 사이에 경기지역 소아에서 발생된 말라리아는 경기 북부지역의 10세 이상 고연령 소아에서 주로 하계절에 발생되며, 주기성 발열이 임상적으로 주된 증상이며 진찰상 비장비대가 주된 양성 소견이었으며 말초 혈액 도말검사상 young trphozoite가 제일 많이 발견됨을 알 수 있었다. 전반적으로 소아 환자에서의 치료 약제 반응은 좋고 합병증이 없이 양호한 경과를 보이며 재발도 거의 없는 것을 확인하였다.

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Model-based and wavelet-based fault detection and diagnosis for biomedical and manufacturing applications: Leading Towards Better Quality of Life

  • Kao, Imin;Li, Xiaolin;Tsai, Chia-Hung Dylan
    • Smart Structures and Systems
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    • 제5권2호
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    • pp.153-171
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    • 2009
  • In this paper, the analytical fault detection and diagnosis (FDD) is presented using model-based and signal-based methodology with wavelet analysis on signals obtained from sensors and sensor networks. In the model-based FDD, we present the modeling of contact interface found in soft materials, including the biomedical contacts. Fingerprint analysis and signal-based FDD are also presented with an experimental framework consisting of a mechanical pneumatic system typically found in manufacturing automation. This diagnosis system focuses on the signal-based approach which employs multi-resolution wavelet decomposition of various sensor signals such as pressure, flow rate, etc., to determine leak configuration. Pattern recognition technique and analytical vectorized maps are developed to diagnose an unknown leakage based on the established FDD information using the affine mapping. Experimental studies and analysis are presented to illustrate the FDD methodology. Both model-based and wavelet-based FDD applied in contact interface and manufacturing automation have implication towards better quality of life by applying theory and practice to understand how effective diagnosis can be made using intelligent FDD. As an illustration, a model-based contact surface technology an benefit the diabetes with the detection of abnormal contact patterns that may result in ulceration if not detected and treated in time, thus, improving the quality of life of the patients. Ultimately, effective diagnosis using FDD with wavelet analysis, whether it is employed in biomedical applications or manufacturing automation, can have impacts on improving our quality of life.

돼지 체세포복제 35일령 태아에서 H19 메틸화 가변 영역의 DNA 메틸화 변화 (DNA Methylation Change of H19 Differentially Methylated Region (DMR) in Day 35 of Cloned Pig Fetuses)

  • 고응규;임기순;황성수;오건봉;우제석;조상래;최선호;이풍연;연성흠;조재현
    • 한국수정란이식학회지
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    • 제26권1호
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    • pp.79-84
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    • 2011
  • This study was performed to identify the differentially methylated region (DMR) and to examine the mRNA expression of the imprinted H19 gene in day 35 of SCNT pig fetuses. The fetus and placenta at day 35 of gestation fetuses after natural mating (Control) or of cloned pig by somatic cell nuclear transfer (SCNT) were isolated from a uterus. To investigate the mRNA expression and methylation patterns of H19 gene, tissues from fetal liver and placenta including endometrial and extraembryonic tissues were collected. The mRNA expression was evaluated by real-time PCR and methylation pattern was analyzed by bisulfite sequencing method. Bisulfite analyses demonstrated that the differentially methylated region (DMR) was located between -1694 bp to -1338 bp upstream from translation start site of the H19 gene. H19 DMR (-1694 bp to -1338 bp) exhibits a normal mono allelic methylation pattern, and heavily methylated in sperm, but not in oocyte. In contrast to these finding, the analysis of the endometrium and/or extraembryonic tissues from SCNT embryos revealed a complex methylation pattern. The DNA methylation status of DMR Region In porcine H19 gene upstream was hypo methylated in SCNT tissues but hypermethylated in control tissues. Furthermore, the mRNA expression of H19 gene in liver, endometrium, and extraembryonic tissues was significantly higher in SCNT than those of control (p<0.05). These results suggest that the aberrant mRNA expression and the abnormal methylation pattern of imprinted H19 gene might be closely related to the inadequate fetal development of a cloned fetus, contributing to the low efficiency of genomic reprogramming.

Chromothripsis in Treatment Resistance in Multiple Myeloma

  • Lee, Kyoung Joo;Lee, Ki Hong;Yoon, Kyong-Ah;Sohn, Ji Yeon;Lee, Eunyoung;Lee, Hyewon;Eom, Hyeon-Seok;Kong, Sun-Young
    • Genomics & Informatics
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    • 제15권3호
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    • pp.87-97
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    • 2017
  • Multiple myeloma (MM) is a malignant disease caused by an abnormal proliferation of plasma cells, of which the prognostic factors include chromosomal abnormality, ${\beta}$-2 microglobulin, and albumin. Recently, the term chromothripsis has emerged, which is the massive but highly localized chromosomal rearrangement in response to a one-step catastrophic event. Many studies have shown an association of chromothripsis with the prognosis in several cancers; however, few studies have investigated it in MM. Here, we studied the association between chromothripsis-like patterns and treatment resistance or prognosis. First, we analyzed nine MM cell lines (U266, MM.1S, RPMI8226, KMS-11, KMS-12-BM, KMS-12-PE, KMS-28-BM, KMS-28-PE, and NCI-H929) and bone marrow samples of four patients who were diagnosed with MM by next-generation sequencing-based copy number variation analysis. The frequency of the chromothripsis-like pattern was observed in seven cell lines. We analyzed the treatment-induced chromothripsis-like patterns in KMS-12-BM and KMS-12-PE cells. As a result, breakpoints and chromothripsis-like patterns were increased after drug treatment in the relatively resistant KMS-12-BM. We further analyzed the patients' results according to the therapeutic response, which was divided into sensitive and resistant, as suggested by the International Myeloma Working Group. The chromothripsis-like pattern was more frequently observed in the resistant group. In the sensitive group, the frequency of the chromothripsis-like pattern decreased after treatment, whereas the resistant group showed increased chromothripsis-like patterns after the treatment. These results suggest that the chromothripsis-like pattern is associated with treatment response in MM.