• 제목/요약/키워드: augmentation index

검색결과 71건 처리시간 0.018초

시계열 분해 및 데이터 증강 기법 활용 건화물운임지수 예측 (Forecasting Baltic Dry Index by Implementing Time-Series Decomposition and Data Augmentation Techniques)

  • 한민수;유성진
    • 품질경영학회지
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    • 제50권4호
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    • pp.701-716
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    • 2022
  • Purpose: This study aims to predict the dry cargo transportation market economy. The subject of this study is the BDI (Baltic Dry Index) time-series, an index representing the dry cargo transport market. Methods: In order to increase the accuracy of the BDI time-series, we have pre-processed the original time-series via time-series decomposition and data augmentation techniques and have used them for ANN learning. The ANN algorithms used are Multi-Layer Perceptron (MLP), Recurrent Neural Network (RNN), and Long Short-Term Memory (LSTM) to compare and analyze the case of learning and predicting by applying time-series decomposition and data augmentation techniques. The forecast period aims to make short-term predictions at the time of t+1. The period to be studied is from '22. 01. 07 to '22. 08. 26. Results: Only for the case of the MAPE (Mean Absolute Percentage Error) indicator, all ANN models used in the research has resulted in higher accuracy (1.422% on average) in multivariate prediction. Although it is not a remarkable improvement in prediction accuracy compared to uni-variate prediction results, it can be said that the improvement in ANN prediction performance has been achieved by utilizing time-series decomposition and data augmentation techniques that were significant and targeted throughout this study. Conclusion: Nevertheless, due to the nature of ANN, additional performance improvements can be expected according to the adjustment of the hyper-parameter. Therefore, it is necessary to try various applications of multiple learning algorithms and ANN optimization techniques. Such an approach would help solve problems with a small number of available data, such as the rapidly changing business environment or the current shipping market.

참여기체를 가진 무한 원형관 계의 복사 열전달 증진 (Augmentation of Radiative Heat Transfer in an Infinite Cylindrical Pipe Enclosing a Participating Gas)

  • 변기홍
    • 대한기계학회논문집
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    • 제16권10호
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    • pp.1955-1962
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    • 1992
  • 본 연구에서는 무한 원형관 안의 복사에 참여하는 참여가스에 면을 도입시키 면, 참여가스로부터 원형관 벽면으로의 복사 열유속(radiatve heat flux)이 증진 또는 감소되는 현상을 연구하는 데 있다. 참여가스는 흡수, 방사 특성이 온도와 파장에 변하지 않는 회체가스(gray gas)이거나, 화석 연료 연소시 연소가스의 성분이며, 복사 에 참여하는, 수증기와 이산화탄소의 혼합물이다. 편의상, 이 가스를 실제가스(real gas)라 부르기로 한다.도입면은 동축 무한 원형관(coaxial Infinite cylinder)이다. 참여가스의 성분, 계의 직경, 동축 무한 원형관 사이의 직경비, 면의 방사율, 면과 가 스의 온도가 열전달 증진에 미치는 영향을 연구하고자 한다.

전달함수를 이용한 대동맥 맥파 추정 및 증강점 검출 알고리즘 개선에 관한 연구 (Estimation of the Central Aortic Pulse using Transfer Function and Improvement of an Augmentation Point Detection Algorithm)

  • 임재중
    • 전자공학회논문지SC
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    • 제45권3호
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    • pp.68-79
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    • 2008
  • 대동맥 증강지수는 심실의 부하뿐만 아니라 대동맥의 탄력성을 직접적으로 나타낼 수 있는 장점 때문에 동맥의 경직도를 평가하는 지표로 주목받고 있다. 하지만, 정확한 대동맥 증강지수를 계산하기 위해서는 직접 카테터를 피험자에 삽입하여 측정해야 하기 때문에 임상에 적용하기에는 한계가 존재한다. 이러한 문제점 때문에 전달함수를 이용하여 요골 동맥 맥파로부터 대동맥 맥파를 간접적으로 추정하는 방법이 이용되고 있다. 본 논문에서는 전달함수를 구하기 위하여 Millar 카테터를 이용한대동맥 맥파와 토노메트릭 방식의 압력센서를 이용하여 요골동맥 맥파를 측정하였다. 또한, 기존의 증강점 검출 알고리즘 대신단계적으로 미분 차수를 증가시키면서 증강점을 검출하는 새로운 알고리즘을 제안하였다. 10차 ARX 모델을 이용하여 전달함수를 구현하였으며, 잔차 분석을 통하여 모델을 검증하였다. 증강점 검출 알고리즘 검증을 위하여 네 가지 종류의 합성파를 만들어 제안된 알고리즘이 기존 알고리즘 보다 더 정확한 결과를 나타내는 것을 확인할 수 있었다. 본 연구는 쉽게 측정할 수 있는 요골동맥 맥파를 이용하여 대동맥의 경직도를 평가할 수 있는 방법을 제시하였으며 이를 통하여 다양한 심혈관 질환의 조기 진단에 기여할 수 있을 것이다.

Assessment of Pulsed Magnetic Field Stimulus by Using Finger Photoplethysmogram and Pressure Pulse Waveform

  • Lee, Jin-Yong;Go, In-Suk;Choi, Jae-Won;Jang, Tae-Sun;Shin, Sang-Hoon;Lee, Hyun-Sook;Hwang, Do-Guwn;Kim, Sun-Wook
    • Journal of Magnetics
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    • 제15권4호
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    • pp.209-212
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    • 2010
  • Photoplethysmogram (PPG) and pressure pulse waveform (PPW) were compared and evaluated for the efficacy of stimulating knuckles by using the pulsed magnetic field. Both signals were observed simultaneously while the knuckles were exposed for 10 min to the pulsed magnetic field, with maximum field intensity of 0.8 T and transition time of 0.126 msec. After 5 min stimulation of the knuckles, the results showed that the aging indexes calculated from the second derivative of the PPG were increased from -1.913 to 0.072, and that of the PPW from -0.063 to 0.387. However, for the relatively long-term stimulation for 10 min, we found that the values of both the aging indexes of the second derivatives and augmentation index of the PPW returned to the starting level. The changes observed in characteristic factors such as the aging indexes of the second derivatives and augmentation index of the PPW indicate the potential of pulsed magnetic field stimulation as a therapeutic method for the treatment of patients with peripheral vascular disease.

아로마 요법이 본태성 고혈압 환자의 자율신경계 변화, 대동맥 맥파 전달속도 및 대동맥 파형증폭에 미치는 효과 (Effects of Aromatherapy on Changes in the Autonomic Nervous System, Aortic Pulse Wave Velocity and Aortic Augmentation Index in Patients with Essential Hypertension)

  • 차정희;이선희;유양숙
    • 대한간호학회지
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    • 제40권5호
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    • pp.705-713
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    • 2010
  • Purpose: To investigate the effectiveness of aromatherapy on blood pressure, heart rate variability, aortic pulse wave velocity and the aortic augmentation index of essential hypertensive patients. Methods: Using a coin toss, 22 participants were assigned to the experimental group and 20 to the control. The experimental group was given a blend of oils of lemon (Citrus limonum), lavender (Lavandula angustifolia), and ylang ylang (Cananga odorata) which were prepared in the ratio of 2:2:1, respectively. The control group was given an artificial lemon fragrance of Limonene (35 cc) and Citral (15 cc) mixture. The experiment, inhalation, was conducted for 3 weeks (2 min per inhalation, 2 times per day) to both groups. Results: There was a noticeable difference in systolic blood pressure between the groups (p=.001), however the difference in diastolic blood pressure between the two groups was not significant. There was a notable difference in sympathetic nerve system activity of heart rate variability (p=.047). However, the differences in aortic pulse wave velocity or the aortic augmentation index were not significant. Conclusion: Aromatherapy is effective in lowering systolic blood pressure and sympathetic nerve system activity.

토노메트리 방식 맥파 측정의 가압 각도와 가압력에 따른 AIx 변화 (AIx Change According to Pressing Angle and Pressing Force of the Radial Artery Pulse by Tonometry)

  • 조정희;전영주;전민호;김영민
    • 센서학회지
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    • 제27권4호
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    • pp.259-263
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    • 2018
  • A radial artery pulse wave is measured while pressing an artery with constant force. However, pulse waveform measurements vary depending on pressing force and direction. Accurate pulse waveform measurements are important for analysis. Thus, it is necessary to define the measurement range of the permissible force and direction from which a correct pulse waveform is derived. In this study, pulse waves were generated by a pulse wave generator for accurate control. The pulse waves generated for different angles and pressing forces were analyzed. The augmentation index (AIx), which is the most commonly used index for evaluating vascular stiffness, was analyzed. The AIx was measured within ${\pm}6^{\circ}$ of the vessel direction and within ${\pm}8^{\circ}$ perpendicular to the vessel direction with a force that was 25% or more of the pressing force at which the maximum pressure wave was generated. We identified the applicable pressing force and angle range by analyzing the effect of pressing angle on the pulse wave. The AIx analysis performed using the pulse wave measurement device is reliable and reproducible.

The Correlation of Pulse Wave Velocity and Atherosclerotic Risk Factor in Stroke Patients

  • Jin, Bok Hee;Han, Min Ho
    • 대한임상검사과학회지
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    • 제47권1호
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    • pp.28-34
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    • 2015
  • Pulse wave velocity (PWV) is used to non-invasively estimate the severity of arteriosclerosis by measuring arterial stiffness. Increased arterial stiffness measured by PWV stands for progressive arteriosclerosis and is caused by atherosclerotic risk factors. This study is focused on how brachial-ankle pulse wave velocity (baPWV) is related to the leading risk factors for arteriosclerosis or atherosclerosis. Subjects were 114, 69 males and 45 females who are in 60's and had baPWV test for acute stroke. The results are as follows: the group with increased arterial stiffness showed significant increase in HbA1c, total cholesterol, BSBP (brachial artery systolic blood pressure), BDBP (brachial artery diastolic blood pressure), CSBP (central artery systolic blood pressure), CDBP (central artery diastolic blood pressure), augmentation index (AIx) and diabetes mellitus. Correlation analysis between baPWV and atherosclerotic risk factor showed significant relationship in age, HbA1c, LDL cholesterol, BSBP, BDBP, CSBP, CDBP and augmentation index. baPWV was independently related to age and BSBP in multiple linear regression analysis. The group with increased arterial stiffness was independently related to BDBP in multiple logistic regression analysis. This study might be meaningful in evaluating the relationship between arterial stiffness and atherosclerotic risk factor in a new way, and be helped to make various studies for cardiovascular disease.

청감실험을 통한 철도소음의 자율신경 및 심혈관계통 영향도 연구 (The Research of Railway Noise through Auditory Experiments Focused on the Autonomic Nervous System and Cardiovascular System)

  • 이재관;윤은선;장채미;제세영;장서일
    • 한국소음진동공학회논문집
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    • 제26권6_spc호
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    • pp.674-679
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    • 2016
  • According to the conventional studies on the noise and cardiovascular effect, railway noise is better associated with hypertension and adverse cardiovascular events than road traffic noise. But the underlying mechanisms remain unclear. We investigated the hypothesis that exposure to acute railway noise would the unfavorable effect of cardiovascular and autonomic system in healthy young subjects. Using a randomized, sham-controlled cross-over design, ten subjects were assigned to receive either an exposure to high speed train noise (84 dB) for 30 minutes or a control condition (non noise), separated by two days. Blood pressure, heart rate, augmentation index and heart rate variability as indices of cardiovascular and autonomic system function were measured at baseline, during, and recovery from two trials. The results show that exposure to acute railway noise significantly increased diastolic blood pressure and augmentation index, which may cause of adverse cardiovascular effects.

A Comparison of Smooth and Microtextured Breast Implants in Breast Augmentation: A Retrospective Study

  • Joo Hyuck Lee;Jae Hyuk Jang;Kyung Hee Min
    • Archives of Plastic Surgery
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    • 제50권2호
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    • pp.160-165
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    • 2023
  • Background The number of cosmetic and reconstructive surgeries that use breast implants is increasing in Korea. Recently, it has been reported that breast implant-associated anaplastic large-cell lymphoma is related to textured breast implants, and interest in classification according to the texture of breast implants is increasing. However, there is currently no clear and unified classification. In particular, the definition of "microtextured" is highly varied. In this study, we retrospectively investigated and analyzed the clinical outcomes of smooth and microtextured breast implants. Methods A retrospective chart review of all patients who underwent breast augmentation surgery with smooth and microtextured silicone gel implants between January 2016 and July 2020 was performed. We retrospectively analyzed implant manufacturer, age, body mass index (BMI), smoking status, incision location, implant size, follow-up period, complications, and reoperation rate. Results A total of 266 patients underwent breast augmentation surgery, of which 181 used smooth silicone gel implants and 85 used microtextured silicone gel implants. Age, BMI, smoking status, implant size, and follow-up period were not significantly different between the two groups. Similarly, complications and reoperation rates were not significantly different between the two groups. Conclusion It is important to provide information regarding the clinical risks and benefits of breast implants to surgeons and patients through a clear and unified classification according to the texture of the breast implant.

근육 활성화 모델 기반의 데이터 증강을 활용한 동시 동작 인식 프레임워크 (Simultaneous Motion Recognition Framework using Data Augmentation based on Muscle Activation Model)

  • 김세진;정완균
    • 로봇학회논문지
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    • 제19권2호
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    • pp.203-212
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    • 2024
  • Simultaneous motion is essential in the activities of daily living (ADL). For motion intention recognition, surface electromyogram (sEMG) and corresponding motion label is necessary. However, this process is time-consuming and it may increase the burden of the user. Therefore, we propose a simultaneous motion recognition framework using data augmentation based on muscle activation model. The model consists of multiple point sources to be optimized while the number of point sources and their initial parameters are automatically determined. From the experimental results, it is shown that the framework has generated the data which are similar to the real one. This aspect is quantified with the following two metrics: structural similarity index measure (SSIM) and mean squared error (MSE). Furthermore, with k-nearest neighbor (k-NN) or support vector machine (SVM), the classification accuracy is also enhanced with the proposed framework. From these results, it can be concluded that the generalization property of the training data is enhanced and the classification accuracy is increased accordingly. We expect that this framework reduces the burden of the user from the excessive and time-consuming data acquisition.