• 제목/요약/키워드: Multi-biosensor

검색결과 37건 처리시간 0.026초

Online Multi-Task Learning and Wearable Biosensor-based Detection of Multiple Seniors' Stress in Daily Interaction with the Urban Environment

  • Lee, Gaang;Jebelli, Houtan;Lee, SangHyun
    • 국제학술발표논문집
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    • The 8th International Conference on Construction Engineering and Project Management
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    • pp.387-396
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    • 2020
  • Wearable biosensors have the potential to non-invasively and continuously monitor seniors' stress in their daily interaction with the urban environment, thereby enabling to address the stress and ultimately advance their outdoor mobility. However, current wearable biosensor-based stress detection methods have several drawbacks in field application due to their dependence on batch-learning algorithms. First, these methods train a single classifier, which might not account for multiple subjects' different physiological reactivity to stress. Second, they require a great deal of computational power to store and reuse all previous data for updating the signle classifier. To address this issue, we tested the feasibility of online multi-task learning (OMTL) algorithms to identify multiple seniors' stress from electrodermal activity (EDA) collected by a wristband-type biosensor in a daily trip setting. As a result, OMTL algorithms showed the higher test accuracy (75.7%, 76.2%, and 71.2%) than a batch-learning algorithm (64.8%). This finding demonstrates that the OMTL algorithms can strengthen the field applicability of the wearable biosensor-based stress detection, thereby contributing to better understanding the seniors' stress in the urban environment and ultimately advancing their mobility.

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Multi-Biosensor를 이용한 축산폐수의 생물화학적 산소요구량 실시간 측정방법 연구 (On-Line Measurement of Biochemical Oxygen Demand of livestock Wastewater by Multi-Biosensor System)

  • 김진경;김태진
    • KSBB Journal
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    • 제21권4호
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    • pp.241-247
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    • 2006
  • 용존산소 센서 및 시스템에서 손실되는 산소량을 보정하기 위해 멸균처리 기법을 도입하였다. 멸균처리 시료의 DO 거동과 비멸균처리 시료의 DO 거동차(${\Delta}$DO)는 시스템의 영향과 무관하게 폐수 자체의 순수한 미생물만이 소모하는 산소변화량을 구하였다. 용존산소 센서로 축산폐수의 시간에 따른 DO거동(-d${\Delta}$DO/dt)을 측정하여 구한 폐수 자체의 미생물에 의한 산소소모속도는 0.00074mg $O_2/{\ell}{\cdot}sec$이었다. 축산폐수의 원액을 희석하여 다양한 BOD값을 갖도록 시료를 제조한 후 DO meter로 측정하여 구한 DO 변화량은 동일한 시료를 5일 BOD 측정방법인 Winkler Azide화 변법으로 구한 BOD값과 선형구간($30{\sim}60$분)에서 97.72%의 높은 상관 선형성을 보였다. 따라서 본 연구의 multi-biosensor 시스템은 축산폐수의 BOD를 짧은 시간에 정확하게 측정할 수 있는 가능성을 제시하였다.

Tyrosinase-Immobilized Biosensor Based on Ionic Property-Modified MWNTs Prepared by Radiation-Induced Graft Polymerization

  • Ryu, Ha-Na;Choi, Seong-Ho
    • Carbon letters
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    • 제11권3호
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    • pp.216-223
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    • 2010
  • Two-types of ionically modified multi-walled carbon nanotube (MWNTs) based sensors were developed by radiationinduced graft polymerization using vinyl monomers such as 3-(butyl imidazol)-2-(hydroxyl)propyl methyl methacrylate and 1-[(4-ethenylphenyl)methyl]-3-buthyl-imidazolium chloride with ionic properties, in aqueous solution at room temperature. Subsequently, the tyrosinase-immobilized biosensor was fabricated by a hand-casting of the ionic property-modified MWNTs, tyrosinase, and chitosan solution as a binder onto ITO glass surface. The sensing ranges of the tyrosinase-biosensor for phenol in phosphate buffer solution was in the range of 0.005~0.2 mM. The total phenolic compounds mainly such as caffeine of the tyrosinase-immobilized biosensor for commercial coffee were also determined.

Flexible biosensors based on field-effect transistors and multi-electrode arrays: a review

  • Kim, Ju-Hwan;Park, Je-Won;Han, Dong-Jun;Park, Dong-Wook
    • Journal of Semiconductor Engineering
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    • 제1권3호
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    • pp.88-98
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    • 2020
  • As biosensors are widely used in the medical field, flexible devices compatible with live animals have aroused great interest. Especially, significant research has been carried out to develop implantable or skin-attachable devices for real-time bio-signal sensing. From the device point of view, various biosensor types such as field-effect transistors (FETs) and multi-electrode arrays (MEAs) have been reported as diverse sensing strategies. In particular, the flexible FETs and MEAs allow semiconductor engineering to expand its application, which had been impossible with stiff devices and materials. This review summarizes the state-of-the-art research on flexible FET and MEA biosensors focusing on their materials, structures, sensing targets, and methods.

폴리(글리시딜 메타크릴레이트)가 그래프트된 다중벽 탄소나노튜브에 다양한 아민 그룹의 도입과 바이오센서 지지체로서의 응용 (Introduction of Various Amine Groups onto Poly(glycidyl methacrylate)-g-MWNTs and their Application as Biosensor Supports)

  • 정다정;김기출;최성호
    • 폴리머
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    • 제36권4호
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    • pp.470-477
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    • 2012
  • 다양한 아민 그룹으로 개질된 다중벽 탄소나노튜브(이하 MWNT) 지지체를 기반으로 하여 페놀 화합물을 검출하기 위한 티로시나아제가 고정된 바이오센서를 개발하였다. 방사선 중합법을 이용하여 MWNT에 글리시딜메타크릴레이트를 중합한 후 중합 사슬의 아미노화 반응을 통해 MWNT에 다양한 아민 그룹을 도입시켰다. 이렇게 제조된 물질의 물리적, 화학적 특성은 SEM, XPS 그리고 TGA에 의해 평가되었다. 그리고 제조된 물질을 기반으로 제작된 티로시나아제가 고정화된 바이오센서의 전기화학적 특성도 평가하였다. 본 효소 바이오센서는 0.1-0.9 mM의 페놀을 검출할 수 있다. 결합효과, pH, 온도 그리고 다양한 페놀화합물에 대한 반응과 같은 여러 가지 변수에 대하여도 최적화하였고 상용 레드와인에서의 페놀화합물 검출도 연구하였다.

전기화학적인 방법을 이용한 두 개의 오스뮴 고분자 막의 고정화 및 다중 검출 바이오센서에 관한 연구 (The Electrochemical Studies of Two Osmium Redox Polymer Films and Their Application for Multi-Detecting Biosensor)

  • 태건식;김진구;최영봉;김혁한
    • 전기화학회지
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    • 제11권3호
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    • pp.170-175
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    • 2008
  • 다중 생체시료 검출을 위한 바이오센서 연구를 위하여 각기 두 전위를 갖는 오스뮴 고분자를 함께 탄소 전극 (Screen Printed Carbon Electrodes) 위에 고정하였다. 새로운 개념의 다중 생체시료 검출 바이오센서 연구위하여 과산화수소의 환원과 글루코스의 산화에 관여하는 환원 효소와 산화 효소를 각각 이용하였다. 실험 목적에 위하여 염소 작용기 ($E^{O'}$ + 0.520 vs. Ag/AgCl)와 메톡시 작용기 ($E^{O'}$ + 0.150 vs. Ag/AgCl)를 각각 포함하는 두 개의 오스뮴 고분자를 합성하였다. 전자는 과산화수소의 환원에 대하여 좋은 촉매전류신호를 보였고, 후자는 당의 산화에 대하여 효과적인 촉매전류신호를 보였다.

전기화학적인 방법을 이용한 탄소나노튜브 전극상의 오스뮴 착물의 고정화 및 혈당센서에 관한 응용 (Electrochemical Immobilization of Osmium Complex onto the Carbon Nano-Tube Electrodes and its Application for Glucose sensor)

  • 최영봉;전원용;김혁한
    • 전기화학회지
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    • 제13권1호
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    • pp.50-56
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    • 2010
  • Multi-wall carbon nano-tube(MWCNT)를 이용해 screen printed carbon electrodes(SPCEs)을 제작하여 혈당센서의 선택성과 감도가 증가됨을 확인 할 수 있었다. 효소촉매반응을 위한 탄소전극으로의 전자이동의 매개체로 8족 금속 원소인 오스뮴을 중심금속으로 일차 아민을 포함하는 피리딘(pyridine) 리간드를 배위시켜 $[Os(dme-bpy)_2(4-aPy)Cl]^{+/2+}$를 합성하였다. 합성된 오스뮴 착물은 순환 전압전류법을 포함한 다양한 전기화학분석방법을 이용하여 전기적 성질을 조사하였다. 전기적 흡착방법을 이용하여 일차 아민을 갖는 착화합물을 전극위에 고정화 하였다. 오스뮴이 고정화된 MWCNT-SPCEs는 일반적인 carbon electrode보다 약 100배가량의 오스뮴이 흡착됨을 확인 할 수 있었다. (${\tau}_0=2.0\;{\times}\;10^{-9}\;mole/cm^2$) 마지막으로 당(Glucose)과 당 분해효소(Glucose Oxidase, GOx)에 의한 촉매반응의 전류를 확인하였고, 당 농도에 따라 선형 변화하는 전류의 양도 확인하였다.

CuO/Au@MWCNTs 나노복합재 기반 전기화학적 포도당 바이오센서의 민감도 개선 (Improvement in Sensitivity of Electrochemical Glucose Biosensor Based on CuO/Au@MWCNTs Nanocomposites)

  • 박미선;배태성;이영석
    • 공업화학
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    • 제27권2호
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    • pp.145-152
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    • 2016
  • 본 연구에서는 전기화학적 바이오센서의 포도당 감지능을 높이고자 금 나노 입자가 분산된 다중벽탄소나노튜브(multi-walled carbon nanotube, MWCNTs)에 CuO를 도입하였다. 금 나노 입자로 인하여 나노 클러스터(cluster) 형상을 갖는 CuO가 합성되었으며, 이는 포도당 감지능력에 매우 큰 영향을 나타내었다. 0.1 mole의 CuO가 합성되었을 때 CuO/Au@MWCNTs 나노복합재를 전극재료로서 바이오센서는 $504.1{\mu}A\;mM^{-1}cm^{-2}$으로 가장 높은 민감도를 보여주었으며, 이 값은 MWCNTs만을 전극으로 이용할 때보다 약 4배 정도 컸다. 또한, 0-10 mM의 긴 선형 구간(linear range)과 0.008 mM의 낮은 LoD (limit of detection) 값을 보여주었다. 이러한 실험 결과들은 CuO/Au@MWCNTs 나노복합재가 CuO를 이용한 다른 전기화학적 바이오센서보다 우수하다는 것을 입증하였으며, 이는 나노 클러스터 형상의 CuO가 포도당 감지에서 전기화학적 반응에 유리하기 때문으로 사료된다.

Quantitative Assay of Hepatitis B Surface Antigen by Using Surface Plasmon Resonance Biosensor

  • Hwang, Sang-Yoon;Yoo, Chang-Hoon;Jeon, Jun-Yeoung;Choi, Sung-Chul;Lee, Eun-Kyu
    • Biotechnology and Bioprocess Engineering:BBE
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    • 제10권4호
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    • pp.309-314
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    • 2005
  • We performed a basic experiment for the rapid, on-line, real-time measurement of hepatitis B surface antigen using a surface plasmon resonance biosensor. We immobilized anti­HBsAg (hepatitis B surface antigen) polyclonal antibody, as a ligand, to the dextran layer on a CM5 chip surface that had previously been activated by N-hydroxysuccinimide. A sample solution containing HBsAg was fed through a microfluidic channel, and the reflecting angle change due to the mass increase from the binding was detected. The binding characteristics between HBsAg and its polyclonal antibody followed the typical monolayer adsorption isotherm. When the entire immobilized antibody had interacted, no additional, non-specific binding occurred, suggesting the immunoreaction was very specific. The bound antigen per unit mass of the antibody was independent of the immobilized ligand density. No significant steric hindrance was observed at an immobilization density of approximately $17.6 ng/mm^2$. The relationship between the HBsAg concentration in the sample solution and the antigen bound to the ligand was linear up to ca. $40{\mu}g$/mL. This linearity was much higher than that of the ELISA method. It appeared the anti­gen-antibody binding increased as the immobilized ligand density increased. In summary, this study showed the potential of this SPR biosensor-based method as a rapid, simple and multi­sample on-line assay. Once properly validated, it may serve as a more efficient method for HBsAg quantification for replacing the ELISA.

Surface plasmon resonance 바이오센서를 이용한 재조합 B형 간염 표면항원의 정량분석 (Quantitative Assay of Recombinant Hepatitis B Surface Antigen by Using Surface Plasmon Resonance Biosensor)

  • 이은규;안상점;유창훈;류강;전준영;이현익;최성철;이영식
    • KSBB Journal
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    • 제17권1호
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    • pp.20-25
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    • 2002
  • We performed a basic experiment for rapid, on-line, real-time measurement of HBsAg by using a surface plasmon resonance biosensor to quantify the recognition and interaction of biomolecules. We immobilized the anti-HBsAg polyclonal antibody to the dextran layer on a CM5 chip surface which was pre-activated by N-hydroxysuccinimide for amine coupling. The binding of the HBsAg to the immobilized antibody was measured by the mass increase detected by the change in the SPR signal. The binding characteristics between HBsAg and its antibody followed typical monolayer adsorption isotherm. When the entire immobilized antibody was interacted, there was no additional, non-specific binding observed, which suggested the biointeraction was very specific as expected and independent of the ligand density. No significant steric hindrance was observed at 17.6 nm/$mm^2$ immobilization density. The relationship between the HBsAg concentration in the sample solution and the antigen bound to the chip surface was linear up to ca. $40\mu\textrm{g}$/mL, which is much wider than that of the ELISA method. It appeared the antigen-antibody binding was increased as the immobilized ligand density increased, but verification is warranted. This study showed the potential of this biosensor-based method as a rapid, simple, multi-sample, on-line assay. Once properly validated, it can serve as a more powerful method for HBsAg quantification replacing the current ELISA method.