• 제목/요약/키워드: Diagnostic index

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Fault Diagnosis Management Model using Machine Learning

  • Yang, Xitong;Lee, Jaeseung;Jung, Heokyung
    • Journal of information and communication convergence engineering
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    • 제17권2호
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    • pp.128-134
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    • 2019
  • Based on the concept of Industry 4.0, various sensors are attached to facilities and equipment to collect data in real time and diagnose faults using analyzing techniques. Diagnostic technology continuously monitors faults or performance degradation of facilities and equipment in operation and diagnoses abnormal symptoms to ensure safety and availability through maintenance before failure occurs. In this paper, we propose a model to analyze the data and diagnose the state or failure using machine learning. The diagnosis model is based on a support vector machine (SVM)-based diagnosis model and a self-learning one-class SVM-based diagnostic model. In the future, it is expected that this model can be applied to facilities used in the entire industry by applying the actual data to the diagnostic model proposed in this paper, conducting the experiment, and verifying it through the model performance evaluation index.

국제유가와 소비자물가의 변동 (The Relationship between World Oil Price and Consummer Price Index in Korea)

  • 김영덕
    • 자원ㆍ환경경제연구
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    • 제9권2호
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    • pp.373-391
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    • 2000
  • This paper investigates the existence of a long-run relationship between world oil price and consumer price index for Korea during 1983~1999. The cointegration and error correction modelling approaches have been applied. Empirical results suggest that there exists a long-run relationship among world oil prices. consumer prices, M2 and a production gap variable. The dynamic behavior of the relationship has been investigated by estimating a error correction model, in which the error correction term have been found significant. The error correction model has also been found to be robust as it satisfy almost all relevant diagnostic tests.

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Transcolonic scintigraphy for diagnosis of canine portosystemic shunts

  • Lee, Young-won
    • 대한수의학회지
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    • 제39권2호
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    • pp.390-393
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    • 1999
  • Transcolonic scintigraphy using $^{99m}Technetium$ pertechnetate ($^{99m}TcO_{4}$) was performed in 5 dogs with portosystemic shunts. In all dogs, the activity in the heart was seen before liver activity. Also time activity curve was revered. The mean shunt index in 5 dogs was 82.3% (range 79.6~87.1%). Transcolonic scintigraphy is quick, simple and useful diagnostic method for canine portosysternic shunts.

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외과적 심실 복원과 승모판 고리성형 후 좌심실 형태와 기능의 초기 변화: 자기공명영상 (Early Changes of Left Ventricular Geometry and Function after Surgical Ventricular Restoration and Mitral Valve Annuloplasty: Magnetic Resonance Imaging)

  • 최병욱;장병철;김영진;허진;이혜정;김태훈;최규옥
    • Investigative Magnetic Resonance Imaging
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    • 제12권1호
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    • pp.40-48
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    • 2008
  • 목적: 개정 도씨 술식과 승모판 고리성형을 동시에 시행한 후 심실의 형태와 기능의 초기 변화를 자기공명영상을 이용하여 평가하고자 하였다. 대상 및 방법: 총 21명의 확장성 심부전 환자를 대상으로 하여 8명에서 개정 도씨 술식을, 6명에서 승모판 고리성형을, 7명에서 두 수술을 동시에 시행하였다. 영화 자기공명영상을 이용하여 수술 전과 후에 좌심실의 형태와 기능을 평가하였다. 좌심실의 이완기말 용적과 수축기말 용적, 장축과 단축의 길이를 측정하고 이로부터 좌심실의 일회박출량, 박출률, 구형지수를 계산하여 구하였다. 이렇게 구해진 인자들을 분석하고 술식이 서로 다른 3군에서 어떻게 다른지 비교하고 두 수술을 동시에 시행할 때의 효과를 해석하였다. 결과: 자기공명영상은 수술 전 $12\;{\pm}\;15$ 일 (범위 1-58 일)과 수술 후 $38\;{\pm}\;50$ 일 (범위 7- 231 일)에 시행하였다. 두 수술을 동시에 시행한 군에서 다른 군에 비하여 수술 전 좌심실의 확장이 더 심하였고 수축력이 더 감소되어 있었다. 수술 후, 좌심실의 이완기말 용적과 수축기말 용적은 수술 형태와 관계없이 모든 환자에서 유의하게 감소하였다. 박출률은 개정 도씨 술식을 받은 환자 군에서만 유의하게 증가하였다 (25.4% to 40.7%). 구형지수는 개정 도씨 술식을 받은 환자에서는 증가하였고 승모판 고리성형을 받은 환자에서는 감소하였다 (0.65 to 0.78 vs. 0.75 to 0.65). 두 수술을 동시에 시행한 환자에서는 유의한 구형지수의 변화가 없었다. 결론: 개정 도씨 술식과 승모판 고리성형을 동시에 시행받은 확장성 심부전 환자에서 좌심실의 형태와 기능의 초기 변화는 좌심실 용적과 일회박출량의 현저한 저하이다. 승모판 고리성형에 의한 구형지수의 감소는 개정 도씨술식에 의한 구형지수의 증가에 의해 상쇄되어 좌심실의 형태는 변하지 않는다. 두 수술을 동시에 시행한 후 좌심실 박출률의 향상은 조기에 일어나지 않는다.

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경제적 손실을 고려한 기대손실 능력지수의 개발 (Development of Expected Loss Capability Index Considering Economic Loss)

  • 김동혁;박형근;정영배
    • 산업경영시스템학회지
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    • 제36권4호
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    • pp.109-115
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    • 2013
  • Process Capability Index (PCI) is useful Statistical Process Control (SPC) tool that is measure of process diagnostic and assessment tools widely use in industrial field. It has advantage of easy to calculate and easy to use in the field. $C_p$ and $C_{pk}$ are traditional PCIs. These are only considers of process variation. These are not given information about the characteristic value does not match the target value of the process. Studies of this process capability index by many scholars actively for supplement of its disadvantage. These studies to evaluate the capability of situation of various field has presented a new process capability index. $C_{pm}$ is considers both the process variation and the process deviation from target value. And $C_{pm}{^+}$ is considers economic loss for the process deviation from target value. In this paper development of new process capability index that is Taguchi's quadratic loss function by applying the expected loss. And check the correlation between existing traditional process capability index ($C_{pk}$) and new one. Finally, we propose the criteria for classification about developed process capability index.

『상한론(傷寒論)』 변병진단체계(辨病診斷體系)에 근거하여 마황탕(麻黃湯) 투여 후 호전된 접촉성피부염 1례 (A Case Report of Contact Dermatitis treated by Mahwang-tang based on Shanghanlun Provisions)

  • 윤효중;하현이;노영범
    • 대한상한금궤의학회지
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    • 제8권1호
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    • pp.53-65
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    • 2016
  • Objective : The purpose of this paper is to report the improved contact dermatitis(CD) treated with the herbal medication based on Shanghanlun disease pattern identification diagnostic system. The level V steroid ointments were no use to the patient 3weeks before the treatment. Methods : In this case, the patient was diagnosed according to 'Disease Pattern Identification Diagnostic System based on Shanghanlun Provisions' and took Mahwang-tang for 36days since the final diagnosis was Taeyang-byung, number 46 provision. The photographs of patient's hands were taken to observe the process of the skin status and the discomfort from CD was measured with DLQI(Dermatologic Life Quality Index) and NRS(Numeric Rating Scale). Results : The DLQI score changed from 24 to 7 and NRS of itching changed form 8 to under 4. Conclusions : This case report shows that the herbal medication through the diagnostic system could be a remedy on CD, dealing with the skin status with no use of the level V steroid ointments. It is needed proving an alternative possibility of Korean Medicine, on other skin diseases, with later studies since there are many reports on the side-effects after some long-term steroid treatments.

GC-MS 크로마토그램의 컴퓨터 자동해석을 이용한 유전성 대사질환의 진단법 개발 (Development of a GC-MS Diagnostic Method with Computer-aided Automatic Interpretation for Metabolic Disorders)

  • 윤례란
    • 대한유전성대사질환학회지
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    • 제6권1호
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    • pp.40-51
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    • 2006
  • Purpose: A personal computer-based system was developed for automated metabolic profiling of organic aciduria and aminoacidopathy by gas chromatography-mass spectrometry and data interpretation for the diagnosis of metabolic disorders Methods: For automatic data profiling and interpretation, we compiled retention time, two target ions and their intensity ratio for 77 organic acids and 13 amino acids metabolites. Metabolites above the cut-off values were flagged as abnormal compounds. The data interpretation was a based on combination of flagged metabolites. Diagnostic or index metabolites were categorized into three groups, "and", "or" and "NO" compiled for each disorder to improve the specificity of the diagnosis. Groups "and" and "or" comprised essential and optional compounds, respectively, to reach a specific diagnosis. Group "NO" comprised metabolites that must be absent to make a definite diagnosis. We tested this system by analyzing patients with confirmed Propionic aciduria and others. Results: In all cases, the diagnostic metabolites were identified and correct diagnosis was founded to be made among the possible disease suggested by the system. Conclusion: The study showed that the developed method could be the method of choices in rapid, sensitive and simultaneous screening for organic aciduria and amino acidopathy with this simplified automated system.

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Diagnostic Accuracy of Lactate Dehydrogenase/Adenosine Deaminase Ratio in Differentiating Tuberculous and Parapneumonic Effusions: A Systematic Review

  • Larry Ellee Nyanti;Muhammad Aklil Abd Rahim;Nai-Chien Huan
    • Tuberculosis and Respiratory Diseases
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    • 제87권1호
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    • pp.91-99
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    • 2024
  • Background: Tuberculous pleural effusion (TPE) and parapneumonic effusion (PPE) are often difficult to differentiate owing to the overlapping clinical features. Observational studies demonstrate that the ratio of lactate dehydrogenase to adenosine deaminase (LDH/ADA) is lower in TPE compared to PPE, but integrated analysis is warranted. Methods: We conducted a systematic review to evaluate the diagnostic accuracy of the LDH/ADA ratio in differentiating TPE and PPE. We explored the PubMed and Scopus databases for studies evaluating the LDH/ADA ratio in differentiating TPE and PPE. Results: From a yield of 110 studies, five were included for systematic review. The cutoff value for the LDH/ADA ratio in TPE ranged from <14.2 to <25. The studies demonstrated high heterogeneity, precluding meta-analysis. Quality Assessment of Diagnostic Accuracy Studies Tool 2 assessment revealed a high risk of bias in terms of patient selection and index test. Conclusion: LDH/ADA ratio is a potentially useful parameter to differentiate between TPE and PPE. Based on the limited data, we recommend an LDH/ADA ratio cutoff value of <15 in differentiating TPE and PPE. However, more rigorous studies are needed to further validate this recommendation.

Ki-67 Labeling Indices in 'Classic' versus 'Blastoid' Mantle Cell Lymphomas - Proposed Cutoff Values for Routine Diagnostic Workup

  • Pervez, Shahid;Haroon, Saroona;Awan, Dreema
    • Asian Pacific Journal of Cancer Prevention
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    • 제16권15호
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    • pp.6591-6594
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    • 2015
  • Background: Mantle-cell lymphoma (MCL) is a unique entity of peripheral B-cell lymphoma that has a discrete morphologic, immunologic, and genetic phenotype, with more common 'classic' and less frequent 'blastoid' and 'pleomorphic' variants, associated with an aggressive clinical course. The aim of this study was to analyze proliferation (Ki-67) indices of 'classic' (c-MCL) and 'blastoid' (b-MCL) variants of a cohort of MCL and to suggest cut off values for the Ki-67 proliferation index in these two subsets. Materials and Methods: MCL cases diagnosed over $4{\frac{1}{2}}$ years at Section of Histopathology, Department of Pathology and Laboratory Medicine, Aga Khan University Hospital, Karachi were retrieved and reviewed. Ki-67 labelling was scored and analysed. Results: A total of 90 of cases of MCL were scrutinized. Mean age ${\pm}SD$ was $60.2{\pm}12.5$ years and the male to female ratio was 4:1, with 67 (75%) cases of c-MCL and 23 (25%) cases of b-MCL. Most samples were lymph node biopsies (n=68), whereas the remainder were from various extranodal sites The mean Ki-67 proliferation index was $29.5%{\pm}14.4%$ in classic variants and $64.4{\pm}15.2%$ for the blastoid variant, the difference being statistically significant (p = 0.029). Conclusions: It was concluded that differential cut-off values of Ki-67 labeling may be used in more objective way to reliably classify MCL into classic or blastoid variants by diagnostic pathologists. We propose a < 40 proliferative index to be suggestive of c-MCL and one of > 50 for the blastoid variant.