• 제목/요약/키워드: studied pattern

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Two-phase flow pattern online monitoring system based on convolutional neural network and transfer learning

  • Hong Xu;Tao Tang
    • Nuclear Engineering and Technology
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    • 제54권12호
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    • pp.4751-4758
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    • 2022
  • Two-phase flow may almost exist in every branch of the energy industry. For the corresponding engineering design, it is very essential and crucial to monitor flow patterns and their transitions accurately. With the high-speed development and success of deep learning based on convolutional neural network (CNN), the study of flow pattern identification recently almost focused on this methodology. Additionally, the photographing technique has attractive implementation features as well, since it is normally considerably less expensive than other techniques. The development of such a two-phase flow pattern online monitoring system is the objective of this work, which seldom studied before. The ongoing preliminary engineering design (including hardware and software) of the system are introduced. The flow pattern identification method based on CNNs and transfer learning was discussed in detail. Several potential CNN candidates such as ALexNet, VggNet16 and ResNets were introduced and compared with each other based on a flow pattern dataset. According to the results, ResNet50 is the most promising CNN network for the system owing to its high precision, fast classification and strong robustness. This work can be a reference for the online monitoring system design in the energy system.

추적관찰을 통해 살펴본 한증 HRV지표 (Heart Rate Variability in Cold Pattern: 3-year Follow-up Study)

  • 배광호;박기현;장은수
    • 동의생리병리학회지
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    • 제34권1호
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    • pp.30-36
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    • 2020
  • This study aimed to investigate heart rate variability (HRV) characteristics of cold pattern with repeated measurement data. Participants were taken from a Daejeon University cohort study from 2015 to 2018. Forty-seven of the participants studied displayed cold pattern while 23 showed signs of non-cold pattern. HRV was measured in supine position for 5 minutes at each year, and an 8-item cold pattern questionnaire was used for the diagnosis of cold pattern. SDNN (standard deviation of the NN intervals) and RMSSD (the square root of the mean squared differences of successive NN intervals) were used as time domain analysis, and TP (total power), VLF (power in very low frequency range), LF (power in low frequency range), HF (power in high frequency range), LF norm (LF power in normalized units), HF norm (HF power in normalized units) and LF/HF were used as frequency domain analysis. In the Mann-Whitney U test, LF norm, HF norm, and LF/HF showed differences between the cold pattern group and non-cold pattern group at every measurement, and in the independent t-test, the differences were also observed at three points except for the baseline (2015). In the repeated measures ANOVA, the interaction effects were not observed in all HRV parameters, but the time period effects were observed in SDNN, RMSSD, TP, VLF, LF and HF. There were significant differences between those two groups in LF norm, HF norm and LF/HF. This study suggests that LF norm, HF norm and LF/HF might be a useful indicator of cold pattern properties.

인공지능 기법을 이용한 텍스트 인식에 관한 연구 (A Study On The Text Recognition Using Artificial Intelligence Technique)

  • 이행세;최태영;김영길;김정우
    • 대한전자공학회논문지
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    • 제26권11호
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    • pp.1782-1793
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    • 1989
  • Stroke crossing number, syntactic pattern recognition procedure, top down recognition structure, and heuristic approach are studied for the Korean text recognition. We propose new algorithms: 1)Korean vowel seperation using limited scanning method in the Korean characters, 2) extracting strokes using stroke width method, 3) stroke crossing number and its properties, 4) average, standard deviation, and mode of stroke crossing number, and 5) classification and recognition methods of limited chinese character. These are studied with computer simuladtions and experiments.

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Studies on image recognition of human sperms using a neural network

  • Kitamura, S.;Tanaka, K.;Kurematsu, Y.;Takeshima, M.;Iwahara, H.;Teraguchi, T.
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1989년도 한국자동제어학술회의논문집; Seoul, Korea; 27-28 Oct. 1989
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    • pp.1135-1139
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    • 1989
  • Three layered neural network was applied for the pattern recognition problem of human spermatozoa in clinical test. The goodness of recognition rate was studied in relation to the number of hidden layer cells and of output layer cells. The proposed method provided better results than conventional template matching technique. Parallel processing of the back propagation learning algorithm was also studied using transputers and its performance was evaluated.

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능동위상배열안테나의 적응형 패턴 널 형성에 관한 연구 (A Study on Adaptive Pattern Null Synthesis for Active Phased Array Antenna)

  • 정진우;박성일
    • 한국전자통신학회논문지
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    • 제16권3호
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    • pp.407-416
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    • 2021
  • 능동위상배열안테나는 적절한 급전신호 가중치 선택에 따라 대국을 향해 주 빔을 조향할 수 있을 뿐만 아니라 간섭원 방향으로 패턴 널을 형성할 수 있다. 주 빔의 조향을 위한 급전신호 가중치는 방사소자의 위치를 기반으로 쉽게 산출할 수 있다. 그리고 패턴 널 형성을 위한 급전신호 가중치 또한 적절한 요구 방사패턴 설정과 WLSM(Weighted Least Squares Method)을 이용하면 산출할 수 있다. 그러나 일반적인 무선 통신망 환경에서 간섭원의 위치는 미인지 상황에 있다. 따라서 적응형 패턴 널 형성 기법이 필요하다. 본 논문에서는 요구 방사특성 설정에 따른 패턴 널 형성이 가능함을 확인하고, 이를 기반으로 관측 영역 기준 이진탐색 알고리즘을 이용하여 간섭원 적응형 패턴 널 형성 기법에 관하여 연구하였다. 제시된 기법을 기반으로 모의실험을 수행한 결과, 효율적으로 간섭 적응형 패턴 널 형성이 가능함을 확인하였다.

참붕어내 간흡충 피낭유충의 감염률 및 분포양상에 관한 연구 (Studies on the Infection Rate and Distribution Pattern of Metacercaria of Clonorchis sinensis in Pseudorasbora Parva)

  • 김기홍;이재현;주경환;이준상;임한종
    • 농촌의학ㆍ지역보건
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    • 제14권1호
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    • pp.44-53
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    • 1989
  • The distribution pattern of Clonorchis sinensis metacercaria in Pseudorasvora parva population and correlation between P. parva and metacercaria of C. sinensis were studied. The surveved areas were Chomanpo and Bulamdong, Kim-Hae Gun which were endemic area of clonorchiasis, and wansa, Sa-Chon Gun, Souh Kyong-Sang Do. The results are as follows: 1) The areas of Chornanpo and Wansa showed high infectivity in 99-100% of infection rate and 282-308 of average infection number per-fish. But the area of Bulamdong showed relatively. low infectivity in 95.8% of infection rate and 44 of average infection number. 2) The distribution patterns of C. sinensis metacercaria in P. parva population which were collected in Chomanpo and Wansa were shown Poisson distribution and the distribution pattern in Bulamdong showed mid-pattern of shifting over from Poisson distribution to Negative binomial distribution. 3) The correlation between P. parva length and average number of C. sinensis metacercaria in the present studied areas represented as direct proportion relationship.

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감마선 조사가 Soy Protein Isolate와 Whey Protein Concentrate의 이화학적 성질에 미치는 영향 (Effect of ${\gamma}-irradiation$ on the Physicochemical Properties of Soy Protein Isolate and Whey Protein Concentrate)

  • 조용식;송경빈
    • 한국식품과학회지
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    • 제31권6호
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    • pp.1488-1494
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    • 1999
  • 감마선 조사가 상업적 등급의 SPI와 WPC의 SDS-PAGE 헝태와 이차구조 함량, 용해도 등 이화학적 변화에 미치는 영향을 조사하였다. 감마선이 조사된 SPI와 WPC의 SDS-PAGE 형태은 SPI 용액의 경우 5 kGy 이상 조사에서 단백질의 degraded pattern과 아울러 중합이 나타난 반면에 WPC 용액에서는 단백질이 절단된 형태로 나타났다. 반면에 감마선이 조사된 SPI와 WPC 분말의 경우 분자량 분포에는 큰 변화가 없었다. Circular dichroism 연구에서 감마선이 조사된 SPI와 WPC용액의 이차구조의 변화는 감마선 조사에 의하여 단백질의 구조 변화를 나타내는 random coil함량이 증가하였다. 또한, SPI와 WPC 분말의 경우에는 감마선 조사에 의한 용해도의 차이가 있었다.

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페이지 쉬프터 기반의 의사 난수 패턴 생성기 (Pseudo Random Pattern Generator based on phase shifters)

  • 조성진;최언숙;황윤희
    • 한국정보통신학회논문지
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    • 제14권3호
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    • pp.707-714
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    • 2010
  • 패턴생성기로 LFSR(linear feedback shift register)은 기계 자체에 고유의 선형의존성이 있어 패턴을 생성함에 있어 비트의 위치를 이동시켜 수열을 생성하기 때문에 생성되는 패턴들의 상관관계가 높고 따라서 오류 검출률이 낮아지게 된다. 이런 문제점을 해소하기 위하여 scan chain 사이에 XOR 게이트의 조합으로 구성된 페이지 쉬프터를 장착하여 출력 테스트 패턴의 난수성을 높임으로써 LFSR 고유의 선형의존성을 줄이고 오류 검출률을 높이는 연구가 활발히 진행되어 왔다. 본 논문에서는 PRPG(pseudo random pattern generator)로서 특성 다항식을 원시다항식으로 갖는 LFSR을 사용하여 어떤 임의의 두 채널에서 출력되는 이진 수열의 선형 의존성을 줄이기 위한 방법으로 적절한 탭 수를 유지하며 최소의 위상이동차를 보장하는 페이지 쉬프터를 갖는 LFSR 기반의 PRPG를 구성하는 방법을 제안한다. 제안된 알고리즘에 따라 페이지 쉬프터를 구성하면 기존의 방법보다 페이지 쉬프터를 훨씬 빨리 구성 할 수 있는 장점이 있다.

자가 기입 변증 설문문항에 대한 사용자의 이해도 조사 (General User's Understanding of Self-reported Pattern Identification Questionnaire Items)

  • 이재철;동상옥;김상혁;이영섭;진희정
    • 동의생리병리학회지
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    • 제27권3호
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    • pp.336-341
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    • 2013
  • This study aims to reveal understanding of general users on pattern identification questionnaire items from published papers. 132 questionnaire items were selected from five papers which studied reliability and validity of survey items for pattern identification. 36 general participants answered understanding degree on each items, 11 experts also responded clinical utilizability on these. 6 questionnaire items had different recognition between general participants and experts, which were well used items to diagnose for experts, not easily understood to general participants. This study is the first work to analyze pattern identification's item understanding of general participants. Diversified subject population should be involved in further studies for assessment of general participants' understanding degree of questionnaire items.