• 디지털정책학회지
• /
• 제1권2호
• /
• pp.61-69
• /
• 2022

논문은 광용적맥파(photoplethysmography, PPG) 센서에서 획득한 생체 신호, ICT 기술 및 데이터 기반의 혈당수치 예측 모델을 개발하고 검증하는 연구이다. 혈당 예측은 기계학습의 MLP 아키텍처를 이용하였다. 기계학습 모델의 입력층은 심박수, 심박변이도, 나이, 성별, VLF, LF, HF, SDNN, RMSSD, PNN50의 10개의 입력노드와 은닉층은 5개로 구성된다. 예측모델의 결과는 MSE=0.0724, MAE=1.1022 및 RMSE=1.0285이며, 결정계수(R²)는 0.9985이다. 비채혈방식으로 디지털기기에서 수집한 생체신호 데이터와 기계학습을 활용한 혈당 예측 모델을 수립하고 검증하였다. 일상에 적용하기 위해 다양한 디지털 기기의 기계학습 데이터셋 표준화와 정확성을 높이는 연구가 이어진다면 개인의 혈당 관리에 대안적 방법이 될 수 있을 것이다.

• 한국소성가공학회:학술대회논문집
• /
• 한국소성가공학회 2007년도 춘계학술대회 논문집
• /
• pp.191-194
• /
• 2007

In hot embossing lithography which has shown to be a good method to fabricate polymeric patterns for IT and bio components, it is very important to determine the proper process conditions of pressure, temperature, and time. It is also a key factor for predicting the optical properties of final product to calculate residual stress distribution after the embossing process. Therefore, to design the optimum process with right conditions, the ability to predict viscoelastic behavior of polymer during and after the hot embossing process is required. The objective of the present investigation is to establish simulation technique based on constitutive modeling of polymer with experiments. To analyze deformation behavior of viscoelastic polymer, the large strain material properties were obtained from quasi-static compression tests at different strain rates and temperatures and also stress relaxation tests were executed. With this viscoelastic material model, finite element simulation of hot embossing was executed and stress distribution is obtained. Proper process pressure is very important to predict the defect and incomplete filling.

• 한국기계가공학회지
• /
• 제21권3호
• /
• pp.70-76
• /
• 2022

Recently, the demand for ultra-precision processing has increased owing to the increase in the demand for high-performance ultra-precision optical parts in the fields of information technology (IT), bio, healthcare, aerospace, and future automobiles. In this study, a performance improvement of a multi-stage pump was achieved by improving the pump casing structure rather than using the existing performance improvement method. To verify the performance improvement, the CFD analysis reliability of the existing pump, Pump A, was verified using the FLUENT app in the analysis software ANSYS, and the pump casing was improved through the verified CFD analysis of Pump B. Therefore, we want to analyze the performance improvement.

• KSII Transactions on Internet and Information Systems (TIIS)
• /
• 제13권1호
• /
• pp.371-384
• /
• 2019

Motion perception has been tremendously improved in neuroscience and computer vision. The baseline motion perception model is mediated by the dorsal visual pathway involving the cortex areas the primary visual cortex (V1) and the middle temporal (V5 or MT) visual area. However, few works have been done on the extension of neural models to improve the efficacy and robustness of motion perception of real sequences. To overcome shortcomings in situations, such as varying illumination and large displacement, an adaptive V1-MT motion perception (Ad-V1MTMP) algorithm enriched to deal with real sequences is proposed and analyzed. First, the total variation semi-norm model based on Gabor functions (TV-Gabor) for structure-texture decomposition is performed to manage the illumination and color changes. And then, we study the impact of image local context, which is processed in extra-striate visual areas II (V2), on spatial motion integration by MT neurons, and propose a V1-V2 method to extract the image contrast information at a given location. Furthermore, we take feedback inputs from V2 into account during the polling stage. To use the algorithm on natural scenes, finally, multi-scale approach has been used to handle the frequency range, and adaptive pyramidal decomposition and decomposed spatio-temporal filters have been used to diminish computational cost. Theoretical analysis and experimental results suggest the new Ad-V1MTMP algorithm which mimics human primary motion pathway has universal, effective and robust performance.

• 한국응용과학기술학회지
• /
• 제32권2호
• /
• pp.330-338
• /
• 2015

N-propyl-N,N-dimethylethanolamine의 산란혼탁매질에서 형광, 산란과 응집의 영향은 파장 과 산란된 형광세기로 나타내는데, laser induced fluorescence(LIF) 분광학에 의한 분자특성으로 나타난다. 산란매질에서 광학적 효과는 광학적 파라미터들(${\mu}_s$, ${\mu}_a$, ${\mu}_t$)에 의해 표현되고 응집은 고-액상 분리 공정에서 중요하게 활용되고 있다. 따라서 입자가 서로 접근될 때 콜로이드 입자들의 상호작용을 LIF와 응집효과로 분석하였다. Monte Carlo simuation과 실험으로 레이저 광원에서 검출기까지 거리의 함수에 의해 농도가 묽어짐에 따라 산란세기가 기하급수적으로 감소함을 알 수 있었다. 이는 유지화학, 생의학, 레이저 의학, 의공학 분야적용에 LIF와 입자이동 현상은 아주 적합한 모델 연구에 큰 도움이 될 것이다.

• 농업과학연구
• /
• 제40권2호
• /
• pp.163-167
• /
• 2013

Objective of the study was to compare reflectance spectrum in the blade and the vein parts of cabbage and kale leaves. A total 6 cabbage and kale leaves were taken from a plant factory in Chungnam National University, Korea. Spectra data were collected with a UV/VIS/NIR spectrometer (model: USB2000, Ocean Optics, FL, USA) in the wavelength region of 190 - 1130 nm. Median filter smoothing method was selected to preprocess the obtained spectra data. We computed reflectance difference by subtraction of averaged spectrum from individual spectrum. To estimate correlation at different parts of cabbage and kale leaves, cross - correlation method was used. Differences between cabbage and kale leaves are clearly manifested in the green, red and near - infrared ranges. The percent reflectance of cabbage leaves in the NIR wavelength band was higher than that of kale leaves. Reflectance in the blade part was higher than in the vein part by 18%. Reflectance difference in the different parts of cabbage and kale leaves were clear in all of the wavelength bands. Standard deviation of reflectance difference in the vein part was greater for kale, while the value in the blade part was greater for cabbage leaves. Standard deviation of cross - correlation increased from 0.092 in the first sensor (UV/VIS) and 0.007 in the second sensor (NIR) to 0.099 and 0.015, respectively.

• 접착 및 계면
• /
• 제25권1호
• /
• pp.157-161
• /
• 2024

양친매성 금나노입자는 표면에 친수성 및 소수성 리간드가 동시에 결합된 입자로 에너지, 바이오, 광학, 전자 기술 분야 등 그 응용분야가 다양하다. 특히 이러한 양친매성 금나노입자는 친수성과 소수성 특성을 모두 지니고 있어 서로 섞이지 않는 두 유체의 경계면에서 계면을 활성화하고 정렬된 구조체를 형성할 수 있다. 여기서, 금나노입자의 표면 특성은 두 유체의 경계면에서 금나노입자의 거동에 중요한 영향을 미친다. 따라서 본 연구에서는 양친매성 금나노입자의 표면 특성 및 유기용매의 종류에 따른 금나노입자의 유기용매-물 경계면에서의 흡착 거동을 확인하였다. 소수성 리간드의 탄화수소가 길수록, 유기용매의 탄화수소가 짧을수록 계면에 흡착되는 금나노입자의 양이 증가함을 확인하였다. 또한 Langmuir 흡착등온식을 토대로 양친매성 금나노입자가 단일층을 이루고 있음을 확인함과 동시에 유의미한 열역학적 값(K_L, C_max)들을 얻었다.

• 대한원격탐사학회지
• /
• 제39권6_2호
• /
• pp.1565-1576
• /
• 2023

천리안 해양위성 2호(Geostationary Ocean Color Imager-II, GOCI-II)에서 관측된 대기상층 복사휘도에서 해양환경 분석이 가한 원격반사도(remote-sensing reflectance, R_rs) 자료를 얻기 위해서 복사 전달 모델 기반의 대기 보정을 수행한다. 이 R_rs는 다시 엽록소, 총부유사, 용존유기물 농도 등의 다양한 해양환경변수 산출에 이용되고 있기 때문에 대기보정은 모든 해색 산출물의 정확도에 영향을 주는 중요한 알고리즘이다. 맑은 해역에서는 대기의 복사휘도가 청색 파장대의 해수 복사휘도보다 10배 이상 높다. 따라서 대기보정 과정에서 1%의 대기 복사휘도 추정 오차가 10% 이상의 R_rs 오차를 유발할 수 있으며, 이처럼 대기보정은 매우 높은 오차 민감도를 가진 알고리즘이다. 그 결과 대기보정 산출물인 R_rs의 품질 평가는 신뢰성 있는 해양 위성 기반 자료 분석을 위해 반드시 선행되어야 한다. 본 연구에서는 Sea-viewing Wide Field-of-view Sensor (SeaWiFS) Bio-optical Archive and Storage System (SeaBASS)을 통해 데이터베이스화 된 현장 측정 R_rs 기반 통계적 신뢰성을 평가하는 Quality Assurance (QA) 알고리즘을 GOCI-II의 분광 특성에 맞게 수정 및 적용하였다. 이 방법은 National Oceanic and Atmospheric Administration (NOAA)의 해색위성 자료처리 시스템에 공식적으로 적용되어 서비스 중이며, R_rs의 품질 분석 점수(0~1점)를 제공할 뿐 아니라 해수의 유형(23 유형)도 구분해 준다. 실제로 검보정 초기 단계의 GOCI-II 자료에 QA를 적용한 결과, R_rs는 비교적 낮은 값인 0.625에서 가장 높은 빈도를 보여주었지만 추가적인 검보정을 통해 개선된 GOCI-II 대기보정 결과에 QA 알고리즘을 적용했을 시 기존보다 높은 0.875에서 가장 높은 빈도를 보여주었다. QA 알고리즘을 통한 해수 유형 분석 결과, 동해 및 남해 일부 그리고 북서태평양 해역은 주로 탁도가 낮은 case-I 해역이었으며 서해 연안 및 동중국해는 주로 탁도가 높은 case-II 해역으로 구분되었다. 이처럼 QA 알고리즘의 적용을 통해 대기보정 과정에서 오차가 크게 발생한 R_rs 자료를 객관적으로 판별하여 배제할 수 있으며 이는 배포자료 및 검보정의 신뢰도 향상으로 이어질 수 있다. 본 방법은 추후 GOCI-II의 대기보정 flag에 적용되어 사용자들이 양질의 R_rs 자료만을 적용할 수 있도록 도움을 줄 것이다.

• 사상체질의학회지
• /
• 제27권2호
• /
• pp.270-287
• /
• 2015

Objectives To evaluate the neuroprotective effects of modified Yuldahanso-tang (MYH) in a Parkinson's disease mouse model. Methods 1) Four groups (each of 8 rats per group) were used in this study. 2) The neuroprotective effect of MYH was examined in a Parkinson's disease mouse model. C57BL/6 mice treated with 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP, 30 mg/kg/day), intraperitoneal (i.p.) for 5 days. 3) The brains of 2 mice per group were removed and frozen at $-20^{\circ}C$, and the striatum-substantia nigra part was seperated. The protein volume was measured by Bradford method following Bio-Rad protein analyzing kit. Using mouse/Rat Dopamine ELISA Assay Kit. 4) The brains of 2 mice per group were separated and removed. TH-immunohistochemical was examined in the MPTP-induced Parkinson's disease mice to evaluate the neuroprotective effects of MYH on ST and SNpc. 5) Two mice out of each group were anesthetized and skulls were opened from occipital to frontal direction to take out the brains. The brains added TTC solution for 20 minutes for staining. 6) The water tank used for morris water maze test was filled with $28^{\circ}C$ water, and a round platform of 10cm in diameter was installed for mice to step on. The study was carried out once a day within 30 seconds, keep exercising to step on the platform in the pool. 7) The brains of two mice out of each group were fixed in 10% formaldehyde solution and paraphillin substance was infiltrated. They were fragmented by microtome, and observed under an optical microscope after Hematoxylin & Eosin staining. 8) A round acrylic cylinder with its upper side open was filled with clean water and depressive mouse models were forced to swim for 15 minutes. After 24 hours the animals were put in the same equipment for 5 minutes and were forced to swim. 9) The convenient, simple, and accurate high-performance liquid chromatography (HPLC) method was established for simultaneous determination of Neurotransmitters in MPTP-MYH group. Results 1) MYH possess Dopamine cell protective effect on MPTP-induced injury in striatum and substantia nigra pars compacta. 2) MYH inhibits the loss of tyrosine hydroxylase-immunoreacitive (TH-IR) cells in the striatum and substantia nigra pars compacta on MPTP-induced injury in C57BL/6 mice. 3) MYH possesses improvement effect on MPTP-induced memory deterioration in C57BL/6 mice through the reduction of prolongated Sort of lost time by MPTP injection using the Morris water maze test. 4) MYH possesses hippocampal neuron protective effect on MPTP-induced injury in C57BL/6 mice. 5) MYH possesses improvement effect on MPTP-induced motor behaviour deficits and depression in C57BL/6 mice through the reduction of prolongated losing motion by MPTP injection using the Forced swimming test. 6) MYH increases serotonin product amount on MPTP-induced injury in C57BL/6 mice. Conclusions This experiment suggests that the neuroprotective effect of MYH is mediated by the increase in Dopamin, TH-ir cell, Hippocampus and Serotonin. Furthermore, MYH essential oil may serve as a potential preventive or therapeutic agent regarding Parkinson's disease.