• 제목/요약/키워드: High sensitive

검색결과 3,161건 처리시간 0.034초

불균형데이터의 비용민감학습을 통한 국방분야 이미지 분류 성능 향상에 관한 연구 (A Study on the Improvement of Image Classification Performance in the Defense Field through Cost-Sensitive Learning of Imbalanced Data)

  • 정미애;마정목
    • 한국군사과학기술학회지
    • /
    • 제24권3호
    • /
    • pp.281-292
    • /
    • 2021
  • With the development of deep learning technology, researchers and technicians keep attempting to apply deep learning in various industrial and academic fields, including the defense. Most of these attempts assume that the data are balanced. In reality, since lots of the data are imbalanced, the classifier is not properly built and the model's performance can be low. Therefore, this study proposes cost-sensitive learning as a solution to the imbalance data problem of image classification in the defense field. In the proposed model, cost-sensitive learning is a method of giving a high weight on the cost function of a minority class. The results of cost-sensitive based model shows the test F1-score is higher when cost-sensitive learning is applied than general learning's through 160 experiments using submarine/non-submarine dataset and warship/non-warship dataset. Furthermore, statistical tests are conducted and the results are shown significantly.

Salty taste: the paradoxical taste

  • In-Sun, Choi;Kyung-Nyun, Kim
    • International Journal of Oral Biology
    • /
    • 제47권4호
    • /
    • pp.49-54
    • /
    • 2022
  • Taste is a basic sensation to get attracted toward nutritious foods or avoid possible harmful substances. The basic taste qualities in humans consist of sweet, bitter, umami, salty, and sour. Basically, sweet and umami tastes make food attractive, whereas bitter and sour tastes make it avoidable. Salty taste comprises basic salty and high salt taste. The basic salty taste is known as amiloride-sensitive salty taste, which is inhibited by amiloride, but the high salt taste is not sensitive to amiloride. Moreover, high salt taste can also cause avoidance behavior in human beings. Sodium, one of the most important cations in the body fluids of vertebrates, controls the volume of total body fluids and is a risk factor for cardiovascular diseases, such as hypertension. The concentration of sodium in body fluids must be under delicate control. A distinction between the salty taste and high salt taste would be a contributing mechanism to control the volume and/or osmolarity of body fluids.

Locality-Sensitive Hashing for Data with Categorical and Numerical Attributes Using Dual Hashing

  • Lee, Keon Myung
    • International Journal of Fuzzy Logic and Intelligent Systems
    • /
    • 제14권2호
    • /
    • pp.98-104
    • /
    • 2014
  • Locality-sensitive hashing techniques have been developed to efficiently handle nearest neighbor searches and similar pair identification problems for large volumes of high-dimensional data. This study proposes a locality-sensitive hashing method that can be applied to nearest neighbor search problems for data sets containing both numerical and categorical attributes. The proposed method makes use of dual hashing functions, where one function is dedicated to numerical attributes and the other to categorical attributes. The method consists of creating indexing structures for each of the dual hashing functions, gathering and combining the candidates sets, and thoroughly examining them to determine the nearest ones. The proposed method is examined for a few synthetic data sets, and results show that it improves performance in cases of large amounts of data with both numerical and categorical attributes.

Bacterial Hormone-Sensitive Lipases (bHSLs): Emerging Enzymes for Biotechnological Applications

  • Kim, T. Doohun
    • Journal of Microbiology and Biotechnology
    • /
    • 제27권11호
    • /
    • pp.1907-1915
    • /
    • 2017
  • Lipases are important enzymes with biotechnological applications in dairy, detergent, food, fine chemicals, and pharmaceutical industries. Specifically, hormone-sensitive lipase (HSL) is an intracellular lipase that can be stimulated by several hormones, such as catecholamine, glucagon, and adrenocorticotropic hormone. Bacterial hormone-sensitive lipases (bHSLs), which are homologous to the C-terminal domain of HSL, have ${\alpha}/{\beta}-hydrolase$ fold with a catalytic triad composed of His, Asp, and Ser. These bHSLs could be used for a wide variety of industrial applications because of their high activity, broad substrate specificity, and remarkable stability. In this review, the relationships among HSLs, the microbiological origins, the crystal structures, and the biotechnological properties of bHSLs are summarized.

A Study on the Hybrid Heater Composed of a Temperature Sensitive Ferrite with Low Permeability for Hyperthermia

  • Kim, Y.H.;Kang, H.K.;Shin, K.H.
    • Journal of Magnetics
    • /
    • 제12권4호
    • /
    • pp.161-164
    • /
    • 2007
  • Constant temperature regulation of a hybrid heater which is composed of a temperature sensitive ferrite with low permeability and a Cu tube is investigated for hyperthermia. The temperature sensitive ferrite is inserted into a Cu tube and its length and diameter are 10 mm and 3 mm. Below B=0.05 T, the measured temperature and the calculated one increased with the ratio of $B^{1/2}$ and agreed well with each other. Above B=0.05 T, the measured temperatures maintained constantly almost $50^{\circ}C{\pm}1.5^{\circ}C$ because of the influence of Curie temperature of the temperature sensitive ferrite. This result shows that the hybrid heater is able to regulate the temperature constantly at the rate of $50^{\circ}C{\pm}1.5^{\circ}C$.

Nanoplasmonic Spectroscopic Imaging and Molecular Probes

  • 최연호
    • 한국진공학회:학술대회논문집
    • /
    • 한국진공학회 2013년도 제44회 동계 정기학술대회 초록집
    • /
    • pp.85-85
    • /
    • 2013
  • Label-free, sensitive and selective detection methods with high spatial resolution are critically required for future applications in chemical sensor, biological sensor, and nanospectroscopic imaging. Here I describe the development of Plasmon Resonance Energy Transfer (PRET)-based molecular imaging in living cells as the first demonstration of intracellular imaging with PRET-based nanospectroscopy. In-vivo PRET imaging relied on the overlap between plasmon resonance frequency of gold nanoplasmonic probe (GNP) and absorption peak frequencies of conjugated molecules, which leads to create 'quantized quenching dips' in Rayleigh scattering spectrum of GNP. The position of these dips exactly matched with the absorption peaks of target molecules. As another innovative application of PRET, I present a highly selective and sensitive detection of metal ions by creating conjugated metal-ligand complexes on a single GNP. In addition to conferring high spatial resolution due to the small size of the metal ion probes (50 nm in diameter), this method is 100 to 1,000 folds more sensitive than organic reporter-based methods. Moreover, this technique achieves high selectivity due to the selective formation of Cu2+complexes and selective resonant quenching of GNP by the conjugated complexes. Since many metal ion ligand complexes generate new absorption peak due to the d-d transition in the metal ligand complex when a specific metal ion is inserted into the complex, we can match with the scattering frequency of nanoplasmonic metal ligand systems and the new absorption peak.

  • PDF

pH- and Temperature-Sensitive Bifunctional Hydrogels of N-Isopropylacrylamide and Sulfadimethoxine Monomer

  • Lee, Jin-Woo;Lee, Doo-Sung;Kim, Sung-Wan
    • Macromolecular Research
    • /
    • 제11권3호
    • /
    • pp.189-193
    • /
    • 2003
  • pH- and temperature-sensitive bifunctional hydrogels composed of N-isopropylacrylamide (NiPAAm) and a sulfadimethoxine monomer (SDM) derived from sulfadimethoxine were prepared. These hydrogels exhibit simultaneous pH- and temperature-induced volume-phase transitions. The pH-induced volume-phase transition behavior is produced by the ionization/deionization of SDM and is very sharp. In the high pH region, the ionization of SDM induces swelling of the hydrogels. In the low pH region, the deionization of SDM induces deswelling of the hydrogels. The temperature-induced volume-phase transition behavior of the bifunctional hydrogels exhibits negative thermosensitivity because of the NiPAAm component. The hydrogels swell even at low pH as the temperature decreases. The hydrogels swell at low temperature and high pH, and deswell at high temperature and low pH. The volume of the hydrogels dependl on the balance of the swelling and deswelling produced by the two competing stimuli, pH and temperature.

Fabrication of ITO-less Sustain Electrodes for High Resolution Plasma Display Panel by X-Ray Lithographic Process

  • Ryu, Seung-Min;Yang, Dong-Yol;So, Jae-Yong;Park, Lee-Soon;Cheong, Hee-Woon;Whang, Ki-Woong
    • 한국정보디스플레이학회:학술대회논문집
    • /
    • 한국정보디스플레이학회 2009년도 9th International Meeting on Information Display
    • /
    • pp.370-373
    • /
    • 2009
  • X-ray lithography was employed to fabricate ITO-less high resolution sustain electrodes for plasma display panel (PDP). A polyimide film based X-ray mask and Xray sensitive Ag electrode paste were fabricated to check their effect on the patterning of Ag electrodes with less than 30 ${\mu}m$ in width. The X-ray lithographic method was found to be useful for the high resolution sustain electrode patterns due to the high penetration power and low scattering property of X-ray source.

  • PDF

감성 콘크리트 블루투스 스피커 (콩스) 제품 디자인 (Sensitive Product Design of Ultra High Performance Concrete (UHPC))

  • 김경환;김병일
    • 한국건축시공학회:학술대회논문집
    • /
    • 한국건축시공학회 2020년도 봄 학술논문 발표대회
    • /
    • pp.197-198
    • /
    • 2020
  • A study was conducted on UHPC production using the silicone mold method. UHPC (Ultra-High-Performance Concrete) has the advantage of being able to shape the product in a free-form shape on concrete, but when mass-producing products in one design, such as electronic products, rather than one-time products such as buildings and decorations Demolition is difficult with wood and mold. This study uses silicone molds, UHPC mix to ensure fluidity, self-integrating performance and mechanical performance Prototyping was done proportionally.

  • PDF

동적우선권제어함수 기반 TBPJ 트래픽 제어방식의 성능분석 (Performance Analysis of Threshold-based Bernoulli Priority Jump Traffic Control Scheme)

  • 김도규
    • 한국정보처리학회논문지
    • /
    • 제7권11S호
    • /
    • pp.3684-3693
    • /
    • 2000
  • 본 논문에서는 다양한 트래픽을 수용해야 하는 차세대 인터넷에서 핵심적인 기능을 담당하는 고속 패킷스위치를 위한 동적우선권제어함수(Dynamic Priority Control Function)이 개념을 도입하고 TBPJ(Threshold-based Bernoulli Priority Jump) 방식에 대한 성능분석을 하였다. 동적우선권제어함수(Dynamic Priority Control Function)는 시스템의 상태에 따라 각 트래픽에 우선권을 동적으로 할당하여 패킷의 스케쥴링(scheduling)을 제어하는 함수 f(.)이다. 클래스 1의 손실민감(loss-sensitive) 트래픽과 클래스 2의 지연민감(delay-sensitive) 트래픽이 고속 패킷스위치의 모든 입력포트에 동일하게 입력되고 스위칭속도(switching capacity)가 m인 $N\timesN$용량의 고속 패킷스위치에 TBPJ 방식의 DPCF 함수를 적용하여 성능을 분석하였다. 이때 스위치는 유한한 크기의 입력 버퍼와 무한크기의 출력버퍼로 구성되어 있고 슬롯 단위로 동기방식(synchronous)으로 동작한다고 가정하였다. TBPJ 방식은 각 입력버퍼에 대기하고 있는 현재 트래픽의 양과 시스템 버퍼의 문턱값(threshold)에 따라 서비스 순위를 동적으로 할당하여 효율적인 스케쥴링이 이루어지도록 한다. 성능분석을 통하여 TBPJ 제어방식이 기존의 우선권 제어 방식보다 성능 및 효율성에 있어서 우수함을 입증하였다. 즉 TBPJ 방식을 적용하여 성능을 분석한 결과 손실민감 트래픽의 QoS(Quality of Service)를 만족시키기 위하여 패킷스위치를 스위치플랜으로 구현하는 경우 병렬로 (즉 m=2) 구성하면 충분하다는 것을 확인하였다.

  • PDF