• 한국전자통신학회논문지
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• 제18권5호
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• pp.785-796
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• 2023

본 연구에서는 구조물 건전성 모니터링에 널리 활용되고 있는 PVDF(: Polyvinylidene fluoride) 센서에 나타날 수 있는 결함을 실시간으로 분류 및 예측하기 위한 방법론을 제안하였다. 센서 부착 환경에 따라 나타나는 센서의 결함 유형을 분류하였고, 임팩트 해머를 이용한 충격 시험을 수행하여 결함 유형에 따른 출력 신호를 획득하였다. 결함 유형에 따른 출력 신호간의 차이를 식별하기 위해 이들의 시간영역 통계 특징을 추출하여 데이터 집합을 구축하였다. 머신러닝 기반 분류 알고리즘들 중 센서 결함 유형 감지에 가장 적합한 알고리즘 선정을 위해 구축한 데이터 집합의 학습 및 이에 따른 결과를 분석하였고, 이들 중 SVM(: Support vector machine)이 가장 높은 성능을 보임을 확인하였다. 선정된 SVM 알고리즘의 추가적인 정확도 향상을 위해 하이퍼 파라미터 최적화 작업을 수행하였으며, 결과적으로 92.5%의 정확도로 센서 결함 유형을 분류하였고 이는 타 분류 알고리즘에 비하여 최대 13.95% 높은 정확도를 보였다. 본 연구에서 제안한 센서 결함 예측 기법은 PVDF 센서뿐만 아니라 실시간 구조물 건전성 모니터링을 위한 다양한 센서의 신뢰성을 확보하기 위한 기반 기술로 활용될 수 있을 것으로 사료된다.

• 한국전기전자재료학회논문지
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• 제11권11호
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• pp.1007-1013
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• 1998

In this paper, the dielectric properties of fabricated Polyvinylidene fluoride(PVDF, $PVF_2$) thin film with substrate temperature from 30 to at vapor deposition. The dielectric properties of PVDF thin film had been studied in the frequency range from 10Hz to 4MHz at measuring temperature between 20 and $100^{/circ}C$. The anomalous increasing in dielectric constant and dielectric loss at low frequencies and high temperature was described for PVDF thin film containing ion impurities. In particularly, ion mobility of fabricated PVDF thin film at substrate temperature at $30^{/circ}C$ decrease from $2\times10^{-5}\;to\;3.07$\times10^{-7}cm^2/V.s$ On the other hand, ion density increase abruptly from 1.49\times$$10^{13}$ to $1.5\times$10^{16}$cm^{-3}$ In spite of decreasing of ion mobility, dielectric constants and dielectric loss for PVDF thin film increase rapidly with decreasing frequency and high temperature. It was concluded that the dielectric constants and dielectric loss was related to ion density than to ion mobility at low frequency and high temperatures.

• 한국산학기술학회논문지
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• 제15권11호
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• pp.6399-6405
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• 2014

오늘날 작업능률 및 운용효율의 향상을 위해 장비의 대형화 추세가 진행되고 있으나 이와 더불어 사고 발생 시에는 많은 인명 피해와 함께 크나큰 경제적인 손실을 초래하게 되어 대형장비의 안전성 문제에 대하여 많은 연구가 진행되고 있다. 대형구조물의 안전성 감시를 위해 외부의 부하에 따른 구조물의 변형은 스트레인게이지로, 순간적인 충격에 의한 진동은 가속도 센서를 이용한다. 본 연구에서는 고분자 압전 필름센서인 PVDF(PolyVinyliDene Fluoride)를 이용하여 구조물의 변형에 대한 측정뿐만 아니라 충격에 대해서도 민감하게 반응하여 하나의 센서로 부하와 충격을 모두 검출하여 산업적 효율성과 실효성 향상을 도모하였다. 개발된 센서는 스트레인 게이지의 출력값에 대해 14% 이내의 오차를 나타내고 가속도 센서와는 충격에 대해 동일한 패턴의 충격신호를 나타내었다.

• 센서학회지
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• 제28권6호
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• pp.360-365
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• 2019

A polyvinylidene fluoride (PVDF)-based film speaker is successfully fabricated with enhanced bass sound by incorporating buckled nanospring carbon nanotubes (NS-CNTs) as fillers. Various concentrations up to 1-7 wt% of uniformly dispersed buckled NS-CNTs are loaded to increase the beta (β)-phase fraction, crystallinity, and dielectric constant of the speaker, and this results in the bass part enhancement of about 19 dB full scale (dBFS) at 7 wt% filler loading of the piezoelectric film speaker.

• 한국복합재료학회:학술대회논문집
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• 한국복합재료학회 2005년도 추계학술발표대회 논문집
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• pp.27-30
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• 2005

This paper studied the PVDF(polyvinylidene fluoride) and Acoustic Emission sensors characteristics of the laminated composite panels under the low velocity impact. The various impact test by changing impact height is performed on the instrumented drop weight impact tester. The STFT(short time Fourier transform) and WT(wavelet transform) are used to decompose the each sensor signals. A ultrasonic C-scan and digital scope are used to define damaged area in each case. The test result indicated that the individual sensor signals involve the damage initiation and development.

• ALGAE
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• 제39권1호
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• pp.51-56
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• 2024

The use of droplet digital polymerase chain reaction (ddPCR) has greatly improved the quantification of harmful protists, outperforming traditional methods like quantitative PCR. Notably, ddPCR provides enhanced consistency and reproducibility at it resists PCR inhibitors commonly found in environmental DNA samples. This study aimed to determine the most effective filter material for ddPCR protocols by assessing the reproducibility of species-specific gene copy numbers and filtration time across six filter types: cellulose acetate (CA), mixed cellulose ester (MCE), nylon (NY), polycarbonate (PC), polyethersulfone (PES), and polyvinylidene fluoride (PVDF). The study used two species of Chattonella marina complexes as a case study. Filtration rates were slower for NY, PC, and PVDF filters. Moreover, MCE, NY, PES, and PVDF yielded lower DNA amounts than other filters. Importantly, the CA filter exhibited the lowest variance (38-39%) and the highest determination coefficients (R² = 0.92-0.96), indicating superior performance. These findings suggest that the CA filter is the most suitable for ddPCR quantification of marine protists, offering quick filtration and reliable reproducibility.

• 감성과학
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• 제14권4호
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• pp.545-554
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• 2011

본 연구에서는 코골이 방지 베개의 효율성을 검증하기 위해 수면다원검사 측정 결과를 이용한 분석 방법 및 총 수면 시간과 코골이 시간 등의 효율성 평가에 유용한 변수를 제안하는 것으로 연구가 진행되었다. 사용된 코골이 방지 베개는 두 개의 polyvinylidene fluoride (PVDF) 진동 센서와 펌프, 밸브, 공기주머니로 구성되어있다. 두 진동센서를 통해 코골이 신호를 정확하게 검출하고, 코골이 판정 시 제시된 알고리즘에 따라 베개 내부에 부착된 공기 주머니를 팽창시켜 목을 들어줌으로써 좁아진 기도를 확보하게 해 코골이를 경감시키도록 베개가 설계되었다. 베개의 유효성을 검증하기 위해 수면다원검사를 실시하였고, 실험에는 두 명의 피실험자가 참여하였으며 코골이 베개의 사용 유무에 따라 실험이 진행되었다. 수면다원검사로부터 다양한 변수값을 측정하여 분석하였고, 이 결과 값들로부터 베개의 유효성을 판단하였다. 두 피실험자 모두 총 수면시간은 큰 차이를 보이지 않았으며 총 코골이 시간과 가장 긴 코골이 시간은 감소하는 것을 확인하였고 코골이방지 베개가 코골이를 효율적으로 경감하도록 하는 것을 알 수 있었다. 본 연구의 결과로부터 수면다원검사를 통해 코골이 방지 베개의 유효성을 확인하였으며 측정된 각 변수들과 수면의 질과의 관계를 살펴봄으로써 향후 많은 연구에 활용될 것이다.

• 한국진공학회지
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• 제8권2호
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• pp.93-101
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• 1999

The purposed of this paper is to investigate the electrical and thermal stability of Polyvinylidene fluoride(PVDF) organic thin films prepared by the vapor deposition method. The differential scanning calorimetry curve of the PVDF organic thin films prepared by increasing substrate temperature showed that the melting curve increased from $128^{\circ}C$ to $142^{\circ}C$. This result implied that the PVDF organic thin film prepared by increasing substrate temperature increased intermolecular force in the crystalline region. The anomalous properties in dielectric constant and dielectric loss at low frequency and high temperature were described for PVDF organic thin film containing impurity carriers. It was confirmed that in view of electric conductive characteristics the ohm's law is satisfied in the range of lower electric field and ln J was proportional to the electric field ln E as like the conventional property of ionic conduction in the range of higher electric field. It was confirmed that major carrier of conductivity was ions. The electrical stability was improved according to an increase of the substrate temperature. On the basis of this experimental result, it could be observed that the optimum temperature of substrate for the electrical and thermal stability was at $105^{\circ}C$.

• 한국전기전자재료학회논문지
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• 제29권11호
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• pp.716-719
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• 2016

In this paper, we fabricated flexible CNT/PVDF (carbon nanotube / polyvinylidene fluoride) piezoelectric composite device with flexible poly(3,4-ethylenedioxythiophene) : polystyrene sulfonate (PEDOT:PSS) conducting polymer electrode using spray coating method. We tried to improve the piezoelectric performance from the CNT/PVDF composite film by enhancing electrical conductivity of the PEDOT:PSS electrodes. Electrical conductivity of the PEDOT:PSS electrode was enhanced by dipping it into the EG (ethylene glycol) solvent. Changes of chemical composition of the PEDOT:PSS electrode were analyzed with the dipping time by XPS (x-ray photoelectron spectroscopy) in terms of oxygen (O1s). Finally, Piezoelectric performances such as output voltage and current were measured with the dipping time. We found that enhanced electrical conductivity of the PEDOT:PSS electrodes resulted in improvement of the piezoelectric performance of the CNT/PVDF films.

• Membrane and Water Treatment
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• 제13권4호
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• pp.173-181
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• 2022

Polyvinylidene fluoride (PVDF) flat sheet hydrophobic membranes were prepared using 16 wt% PVDF in Dimethyl acetamide (DMAc) by phase inversion technique for desalination application using Membrane Distillation (MD). In this work, the effect of coagulation mediums such as ethanol and water as well their synergistic behavior on the fabricated PVDF membrane morphology was studied using SEM. Moreover, other characteristics required for the membrane distillation applications namely porosity, hydrophobicity and tensile strength were measured using the gravimetric method, sessile drop method and universal testing machine respectively. It was observed that the membrane morphology paradigm shifted from the finger-like structure to the sponge-like structure on increasing the ethanol concentration in coagulant. The porosity of the fabricated membrane was under the required MD range and found to be 57.3% at 16 weight % of PVDF in DMAc solvent under a pure ethanol coagulant bath. Moreover, the top surface contact angle ranges from 85° to 115° on increasing the bath concentration from CBC 0 to CBC 100 at 16 weight % of PVDF in DMAc solvent.