• 제목/요약/키워드: discrimination model

검색결과 458건 처리시간 0.023초

Determination of Germination Quality of Cucumber (Cucumis Sativus) Seed by LED-Induced Hyperspectral Reflectance Imaging

  • Mo, Changyeun;Lim, Jongguk;Lee, Kangjin;Kang, Sukwon;Kim, Moon S.;Kim, Giyoung;Cho, Byoung-Kwan
    • Journal of Biosystems Engineering
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    • 제38권4호
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    • pp.318-326
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    • 2013
  • Purpose: We developed a viability evaluation method for cucumber (Cucumis sativus) seed using hyperspectral reflectance imaging. Methods: Reflectance spectra of cucumber seeds in the 400 to 1000 nm range were collected from hyperspectral reflectance images obtained using blue, green, and red LED illumination. A partial least squares-discriminant analysis (PLS-DA) was developed to predict viable and non-viable seeds. Various ranges of spectra induced by four types of LEDs (Blue, Green, Red, and RGB) were investigated to develop the classification models. Results: PLS-DA models for spectra in the 600 to 700 nm range showed 98.5% discrimination accuracy for both viable and non-viable seeds. Using images based on the PLS-DA model, the discrimination accuracy for viable and non-viable seeds was 100% and 99%, respectively Conclusions: Hyperspectral reflectance images made using LED light can be used to select high quality cucumber seeds.

Maximum Ratio Transmission for Space-Polarization Division Multiple Access in Dual-Polarized MIMO System

  • Hong, Jun-Ki;Jo, Han-Shin;Mun, Cheol;Yook, Jong-Gwan
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제9권8호
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    • pp.3054-3067
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    • 2015
  • The phenomena of higher channel cross polarization discrimination (XPD) is mainly observed for future wireless technologies such as small cell network and massive multiple-input multiple-output (MIMO) system. Therefore, utilization of high XPD is very important and space-polarization division multiple access (SPDMA) with dual-polarized MIMO system could be a suitable solution to high-speed transmission in high XPD environment as well as reduction of array size at base station (BS). By SPDMA with dual-polarized MIMO system, two parallel data signals can be transmitted by both vertically and horizontally polarized antennas to serve different mobile stations (MSs) simultaneously compare to conventional space division multiple access (SDMA) with single-polarized MIMO system. This paper analyzes the performance of SPDMA for maximum ratio transmission (MRT) in time division duplexing (TDD) system by proposed dual-polarized MIMO spatial channel model (SCM) compare to conventional SDMA. Simulation results indicate that how SPDMA utilizes the high XPD as the number of MS increases and SPDMA performs very close to conventional SDMA for same number of antenna elements but half size of the array at BS.

일부 지체장애인의 미치료 경험에 영향을 주는 결정요인 분석 (Determinants of untreated experiences among persons with physical disability)

  • 유소연;김예순;홍현숙;천미경;모진아
    • 보건행정학회지
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    • 제21권4호
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    • pp.565-584
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    • 2011
  • Objective: This study is examined the factors affecting forms of untreated experiences in persons with physical disability. Method: The data collected from 461 persons with physical disability in community. Based on the Behavioral Model of Andersen, predisposing, enabling, and need factors are hypothesized to affect persons with physical disability's untreated experiences. The data were analyzed by statistical methods such as frequency and multiple logistic regression analysis. Result: Participation rates of untreated experiences were 26.7%. The significant factors of persons with physical disability's untreated experiences are predisposing factors (gender, partner, and religion), enabling factors (income, private insurance, information of assistive device, disability discrimination, and subjective discrimination), and need factors(subjective health status health screening and chronic disease). Also untreated experiences related to gender, subjective health status, health screening, and chronic disease factors using multiple logistic regression analysis. Conclusion: Implications of the findings were discussed and the recommendations for the improvement of health care utilization, subjective health statue. Especially, development of health education and program should be needed persons with physical disability.

Group Power Constraint Based Wi-Fi Access Point Optimization for Indoor Positioning

  • Pu, Qiaolin;Zhou, Mu;Zhang, Fawen;Tian, Zengshan
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제12권5호
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    • pp.1951-1972
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    • 2018
  • Wi-Fi Access Point (AP) optimization approaches are used in indoor positioning systems for signal coverage enhancement, as well as positioning precision improvement. Although the huge power consumption of the AP optimization forms a serious problem due to the signal coverage requirement for large-scale indoor environment, the conventional approaches treat the problem of power consumption independent from the design of indoor positioning systems. This paper proposes a new Fast Water-filling algorithm Group Power Constraint (FWA-GPC) based Wi-Fi AP optimization approach for indoor positioning in which the power consumed by the AP optimization is significantly considered. This paper has three contributions. First, it is not restricted to conventional concept of one AP for one candidate AP location, but considered spare APs once the active APs break off. Second, it utilizes the concept of water-filling model from adaptive channel power allocation to calculate the number of APs for each candidate AP location by maximizing the location fingerprint discrimination. Third, it uses a fast version, namely Fast Water-filling algorithm, to search for the optimal solution efficiently. The experimental results conducted in two typical indoor Wi-Fi environments prove that the proposed FWA-GPC performs better than the conventional AP optimization approaches.

Patch based Semi-supervised Linear Regression for Face Recognition

  • Ding, Yuhua;Liu, Fan;Rui, Ting;Tang, Zhenmin
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제13권8호
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    • pp.3962-3980
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    • 2019
  • To deal with single sample face recognition, this paper presents a patch based semi-supervised linear regression (PSLR) algorithm, which draws facial variation information from unlabeled samples. Each facial image is divided into overlapped patches, and a regression model with mapping matrix will be constructed on each patch. Then, we adjust these matrices by mapping unlabeled patches to $[1,1,{\cdots},1]^T$. The solutions of all the mapping matrices are integrated into an overall objective function, which uses ${\ell}_{2,1}$-norm minimization constraints to improve discrimination ability of mapping matrices and reduce the impact of noise. After mapping matrices are computed, we adopt majority-voting strategy to classify the probe samples. To further learn the discrimination information between probe samples and obtain more robust mapping matrices, we also propose a multistage PSLR (MPSLR) algorithm, which iteratively updates the training dataset by adding those reliably labeled probe samples into it. The effectiveness of our approaches is evaluated using three public facial databases. Experimental results prove that our approaches are robust to illumination, expression and occlusion.

Investment Climate Analysis of China and South Korea: Based on Grading Method

  • LI, Jing;XU, Xin Yu;XU, Jie;SU, Shuai;ZHANG, Fan
    • 4차산업연구
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    • 제2권2호
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    • pp.39-46
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    • 2022
  • Purpose - This study analyzes the investment environment of South Korea by using the rating scale of Robert B Stobaugh, Jr, and draws conclusion implication. Research design, data, and methodology - The study conducted a survey on according to the political stability, capital repatriation, foreign ownership allowed, discrimination and controls, foreign vs domestic businesses, currency stability, willingness to grant tariff protection, availability of local capital, and annual inflation for last 5 years. The score of these eight aspects will be given based on the current situation in South Korea and the sum of the scores will be calculated. Result - China-Korea economic and trade relations are in a stage of transformation and upgrading, and the level of economic and trade cooperation in various fields is reaching a new level. It is hoped that Chinese enterprises will grasp business opportunities, strengthen research and analysis of the Korea market and achieve mutually beneficial cooperation. Conclusion - The investment environment of South Korea is superior according to the political stability, capital repatriation, foreign ownership allowed, discrimination and controls, foreign vs domestic businesses, currency stability, willingness to grant tariff protection, availability of local capital, and annual inflation for last 5 years.

HMM을 이용한 지휘 동작의 인식 (Recognition of Conducting Motion using HMM)

  • 문형득;구자영
    • 한국컴퓨터정보학회논문지
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    • 제9권1호
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    • pp.25-30
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    • 2004
  • 본 논문은 지휘자의 지휘 동작으로부터 일련의 영상들을 추출하여 지휘자가 지휘하는 박자를 인식하는 방법을 제안하고 있다 색상판별에 의해서 손의 위치를 감지하였으며 양자화를 통해서 그 위치를 기호화함으로써 지휘 동작을 일련의 기호로 표현하였다. 변형을 포함하는 기호열의 인식에 좋은 결과를 보이는 HMM(Hidden Markov Model)을 사용함으로써 표현된 기호열을 지휘박자로 인식하도록 하는 시스템을 구성하였다.

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기술력평가에서 사업성수준과 기술성변수간 연관성에 관한 실증연구 (An Empirical Study on the Relationship between Market Feasibility Levels and Technology Variables from Technology Competitiveness Assessment)

  • 성웅현
    • 품질경영학회지
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    • 제32권3호
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    • pp.198-215
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    • 2004
  • Technology competitiveness evaluates environmental and engineered technology and process at both the scientific and market levels. There are increasing concerns to measure the effects of the technology variables on the potential market feasibility levels. However, there are very little empirical analysis studies on that issue. This study investigates the impacts of technology variables on the levels of market feasibility based on 230 data obtained from Korea Technology Transfer Center. As various statistical analysis, the canonical discriminant model, logit discriminant model and classification model were used and their results were compared. This study results showed that major technology variables had very significant relations to discriminate high and low categories of market feasibility. Finally, this study will help building management strategies to level up the potential market performance and also help financial Institutions to decide funds needed for small-sized technology firms.

Robust Fault Detection Based on Aero Engine LPV Model

  • Linfeng, Gou;Xin, Wang;Liang, Chen
    • 한국추진공학회:학술대회논문집
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    • 한국추진공학회 2008년 영문 학술대회
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    • pp.35-38
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    • 2008
  • This paper develops an aero engine LPV mathematical model to exactly describe aero engine dynamic process characteristics, eliminate the effect of modeling error. Design FDF with eigenstructure assignment. The simulation results of turbofan engine control system sensor fault show that this method has good performance in focusing discrimination in fault signal with modeling eror, enhancing the robustness to unknown input, detecting accuracy is high and satisfiying real-time requirement.

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Discrimination of rival isotherm equations for aqueous contaminant removal systems

  • Chu, Khim Hoong
    • Advances in environmental research
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    • 제3권2호
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    • pp.131-149
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    • 2014
  • Two different model selection indices, the Akaike information criterion (AIC) and the coefficient of determination ($R^2$), are used to discriminate competing isotherm equations for aqueous pollutant removal systems. The former takes into account model accuracy and complexity while the latter considers model accuracy only. The five types of isotherm shape in the Brunauer-Deming-Deming-Teller (BDDT) classification are considered. Sorption equilibrium data taken from the literature were correlated using isotherm equations with fitting parameters ranging from two to five. For the isotherm shapes of types I (favorable) and III (unfavorable), the AIC favors two-parameter equations which can easily track these simple isotherm shapes with high accuracy. The $R^2$ indicator by contrast recommends isotherm equations with more than two parameters which can provide marginally better fits than two-parameter equations. To correlate the more intricate shapes of types II (multilayer), IV (two-plateau) and V (S-shaped) isotherms, both indices favor isotherm equations with more than two parameters.