• 제목/요약/키워드: rate-independent model

검색결과 493건 처리시간 0.033초

Adaptive Cross-Device Gait Recognition Using a Mobile Accelerometer

  • Hoang, Thang;Nguyen, Thuc;Luong, Chuyen;Do, Son;Choi, Deokjai
    • Journal of Information Processing Systems
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    • 제9권2호
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    • pp.333-348
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    • 2013
  • Mobile authentication/identification has grown into a priority issue nowadays because of its existing outdated mechanisms, such as PINs or passwords. In this paper, we introduce gait recognition by using a mobile accelerometer as not only effective but also as an implicit identification model. Unlike previous works, the gait recognition only performs well with a particular mobile specification (e.g., a fixed sampling rate). Our work focuses on constructing a unique adaptive mechanism that could be independently deployed with the specification of mobile devices. To do this, the impact of the sampling rate on the preprocessing steps, such as noise elimination, data segmentation, and feature extraction, is examined in depth. Moreover, the degrees of agreement between the gait features that were extracted from two different mobiles, including both the Average Error Rate (AER) and Intra-class Correlation Coefficients (ICC), are assessed to evaluate the possibility of constructing a device-independent mechanism. We achieved the classification accuracy approximately $91.33{\pm}0.67%$ for both devices, which showed that it is feasible and reliable to construct adaptive cross-device gait recognition on a mobile phone.

Corporate Governance and Cost of Equity: Evidence from Tehran Stock Exchange

  • SALEHI, Mahdi;ARIANPOOR, Arash;DALWAI, Tamanna
    • The Journal of Asian Finance, Economics and Business
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    • 제7권7호
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    • pp.149-158
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    • 2020
  • The purpose of this study was to investigate the impact of corporate governance index on the cost of equity in companies listed on the Tehran Stock Exchange. This study collects data from 975 observations during the period 2012 to 2018 to test the hypotheses using multiple linear regression model for the panel data. In this research, the independent variable of corporate governance index comprises of 27 specific corporate governance attributes. The results of hypothesis testing showed that corporate governance has a negative and significant effect on the rate of capital cost. In other words, the quality of corporate governance can lower the rate of capital cost. This result suggests that, by using a powerful corporate governance system and by declining the information asymmetry (increasing transparency) and agency conflict, we would be able to enhance the quality of financial reports. It would strengthen the capital market, attract financial suppliers and investors, and absorb the required financial resources of the firm by a lower rate. The findings of the study suggest that companies are able to reduce the cost of equity by establishing strong corporate governance. This conclusion suggests the importance and effectiveness of corporate governance in the cost of equity.

Interaction Metal Ions with NADH Model Compounds. Cupric Ion Oxidation of Dihydronicotinamides

  • Park, Joon-Woo;Yun, Sung-Hoe;Koh Park, Kwang-Hee
    • Bulletin of the Korean Chemical Society
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    • 제9권5호
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    • pp.298-303
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    • 1988
  • Kinetic studies on cupric ion ($Cu^{2+}$) oxidation of 1-benzyl- and 1-aryl-1,4-dihydronicotinamides (XNAH) in aqueous solution were performed. In the presence of dioxygen ($O_2$), the reaction followed first order kinetics with respect to both XNAH and $Cu^{2+}$. The oxidation reaction was found to be independent and parallel to the acid-catalyzed hydration reaction of XNAH. The catalytic role of $Cu^{2+}$ for the oxidation of XNAH in the presence of $O_2$ was attributed to $Cu^{2+}/Cu^+$ redox cycle by the reactions with XNAH and $O_2$. The second order rate constants of the Cu2+ oxidation reaction kCu, and acid-catalyzed hydration reaction $k_H$ were strongly dependent on the nature of the substituents in 1-aryl moiety. The slopes of log $k_{Cu}$ vs log $K_H$ and log $k_{Cu}$ vs ${\sigma}_p$ of the substituents plots were 1.64 and -2.2, respectively. This revealed the greater sensitivity of the oxidation reaction rate to the electron density on the ring nitrogen than the hydration reaction rate. A concerted two-electron transfer route involving XNAH-$Cu^{2+}$ complex was proposed for mechanism of the oxidation reaction.

Analyzing Online Customer Reviews for the Hotel Classification in Vietnam

  • NGUYEN, Ha Thi Thu;TRAN, Tuan Minh;NGUYEN, Giang Binh
    • The Journal of Asian Finance, Economics and Business
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    • 제8권8호
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    • pp.443-451
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    • 2021
  • The classification standards for hotels in Vietnam are different from many other hotel classification standards in the world. This study aims to analyze customer reviews on the TripAdvisor website to develop a new algorithm for hotel rating that is independent of Vietnam's hotel classification standards. This method can be applied to individual hotels, or hotels of a region or the whole country, while online booking sites only rate individual hotels. Data was crawled from TripAdvisor with 22,287 reviews of 5 cities in Vietnam. This study used a statistical model to analyze the review dataset and build an algorithm to rate hotels according to aspects or hotel overall. The results have less rating deviation when compared to the TripAdvisor system. This study also supports hotel managers to regularly update the status of their hotels using data from customer reviews, from which, managers can strategize long-term solutions to improve the quality of the hotel in all aspects and attract more travelers to Vietnam. Moreover, this method can be developed into an automatic system to rate hotels and update the status of service quality more quickly, thus, saving time and costs.

기후변화와 수상레저활동 인구변화가 어류의 초기생활사에 미치는 영향 (Effects of Climate and Human Aquatic Activity on Early Life-history Traits in Fish)

  • 이후승
    • 생태와환경
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    • 제46권3호
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    • pp.395-408
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    • 2013
  • 환경상태는 생물이 적합도 (번식성공 또는 생존율)를 극대화하기 위해서 초기생활사의 변화를 초래할 수 있다. 본 연구에서는 온도변화와 온도에 따른 수상레저활동 인구변화가 어류의 초기 생활사 특성, 즉 체세포 성장(성장속도), 번식세포 (생식소) 발달 그리고 누적스트레스의 회복과정과 어떠한 관계가 있는지를 동적상태의존모델을 이용하여 분석하였다. 우선 어류의 초기 생활사 특성이 취식행동에 영향을 받는다고 가정하였고, 이러한 관계를 고려하여 어류의 일반 생활사 모델을 개발하였다. 모델은 성장속도와 번식세포(생식소)의 발달이 온도가 상승함에 (단, 성장속도를 감소시키는 임계온도보다는 낮은) 따라 빨라졌으며, 또한 체내에 누적되는 스트레스도 함께 증가하였다. 흥미롭게도 온도가 높을 때에는 수상레저활동 인구의 증가는 성장속도와 생식소의 발달을 느리게 했지만, 스트레스의 누적은 가속화시켰다. 그러나 온도가 낮을 때에는 초기 생활사에 대한 수상레저활동 인구의 영향이 상대적으로 낮았다. 또한 최적취식행동은 높은 온도에서는 수상레저활동 인구의 변화에 관계없이 항상 높았지만, 낮은 온도에서는 수상레저활동 인구가 증가할수록 급격히 감소하였다. 초기성장기간 동안의 생존율은 온도가 낮아지고 수상레저활동 인구가 적을 때에는 취식행동이나 인간 활동에 따른 어류의 사망률 증감이 생존률 변이에 영향을 주었다. 반대로 온도가 높아지고 수상레저활동 인구가 많을 때의 생존율은 취식행동이나 사망률에 관계없이 항상 낮았다. 끝으로 본 연구를 통해 기후변화와 수상레저활동 인구변화와 관련된 어류의 초기 생활사를 수생태계 보전전략이나 건강성 평가분석에 포함시키는 것은 분석의 정확성과 정밀성을 향상시킬 수 있을 것이라 사료된다.

동적상태의존모델을 이용하여 복합적 환경영향이 어류의 초기 생활사에 미치는 영향 분석 (Analysis of Effects of Multiple Environmental Factors on Early Life-history for Growth and Stress Accumulation Using a Dynamic-state-dependent Model)

  • 이후승
    • 환경영향평가
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    • 제28권1호
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    • pp.49-62
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    • 2019
  • 환경변화는 생물의 성장과 번식 등의 생활사에 영향을 주며, 생물은 살아가는 서식환경에서 생태적 적합도를 가장 극대화 시킬 수 있도록 적응되어 왔다. 본 연구에서는 동적상태의존모델을 이용하여 수온과 용존산소량의 변화가 어류의 초기 성장과 체내 스트레스 누적 과정에 미치는 영향을 분석하였다. 본 연구에서 제시한 어류의 생활사 모델은 취식 행동이 성장과 체내 스트레스 누적에 영향을 받는다고 가정하였다. 또한 수온과 용존산소량의 임계점은 가장 빠른 성장속도를 유도하는 수온과 용존산소량으로 가정하였다. 이에 모델은 수온과 용존산소량의 임계점에서 성장속도가 가장 빨랐으며 임계점보다 크거나 낮은 경우 성장속도는 느렸다. 용존산소량의 저산소 상태는 체내에 누적된 스트레스양의 증가로 성장속도는 느렸고, 고산소 상태는 성장속도를 향상 시켰으나 누적된 스트레스로 신체 크기를 감소시켰다. 본 연구를 통해 환경변화가 생물에 미치는 영향을 예측하는데 있어 단일 또는 독립적인 환경요인 보다 복합적 요인들의 영향이 높음을 보였다. 따라서 환경영향평가에서 환경변화에 대한 영향 예측을 향상시키기 위하여 생리생태학적 측면에서의 복합적 환경 요인을 평가에 도입이 필요하고 또한 관련된 기법 개발에 대한 연구가 후속 되어야 한다.

Synthesis and characterization of poly(vinyl-alcohol)-poly(β-cyclodextrin) copolymer membranes for aniline extraction

  • Oughlis-Hammache, F.;Skiba, M.;Hallouard, F.;Moulahcene, L.;Kebiche-Senhadji, O.;Benamor, M.;Lahiani-Skiba, M.
    • Membrane and Water Treatment
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    • 제7권3호
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    • pp.223-240
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    • 2016
  • In this study, poly(vinyl-alcohol) and water insoluble ${\beta}$-cyclodextrin polymer (${\beta}$-CDP) cross-linked with citric acid, have been used as macrocyclic carrier in the preparation of polymer inclusion membranes (PIMs) for aniline (as molecule model) extraction from aqueous media. The obtained membranes were firstly characterized by X-ray diffraction, Fourier transform infrared and water swelling test. The transport of aniline was studied in a two-compartment transport cell under various experimental conditions, such as carrier content in the membranes, stirring rate and initial aniline concentration. The kinetic study was performed and the kinetic parameters were calculated as rate constant (k), permeability coefficient (P) and flux (J). These first results demonstrated the utility of such polymeric membranes for environmental decontamination of toxic organic molecules like aniline. Predictive modeling of transport flux through these materials was then studied using design of experiments; the design chosen was a two level full factorial design $2^k$. An empirical correlation between aniline transport flux and independent variables (Poly ${\beta}$-CD membrane content, agitation speed and initial aniline concentration) was successfully obtained. Statistical analysis showed that initial aniline concentration of the solution was the most important parameter in the study domain. The model revealed the existence of a strong interaction between the Poly ${\beta}$-CD membrane content and the stirring speed of the source solution. The good agreement between the model and the experimental transport data confirms the model's validity.

High-Dose-Rate Electron-Beam Dosimetry Using an Advanced Markus Chamber with Improved Ion-Recombination Corrections

  • Jeong, Dong Hyeok;Lee, Manwoo;Lim, Heuijin;Kang, Sang Koo;Jang, Kyoung Won
    • 한국의학물리학회지:의학물리
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    • 제31권4호
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    • pp.145-152
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    • 2020
  • Purpose: In ionization-chamber dosimetry for high-dose-rate electron beams-above 20 mGy/pulse-the ion-recombination correction methods recommended by the International Atomic Energy Agency (IAEA) and the American Association of Physicists in Medicine (AAPM) are not appropriate, because they overestimate the correction factor. In this study, we suggest a practical ion-recombination correction method, based on Boag's improved model, and apply it to reference dosimetry for electron beams of about 100 mGy/pulse generated from an electron linear accelerator (LINAC). Methods: This study employed a theoretical model of the ion-collection efficiency developed by Boag and physical parameters used by Laitano et al. We recalculated the ion-recombination correction factors using two-voltage analysis and obtained an empirical fitting formula to represent the results. Next, we compared the calculated correction factors with published results for the same calculation conditions. Additionally, we performed dosimetry for electron beams from a 6 MeV electron LINAC using an Advanced Markus® ionization chamber to determine the reference dose in water at the source-to-surface distance (SSD)=100 cm, using the correction factors obtained in this study. Results: The values of the correction factors obtained in this work are in good agreement with the published data. The measured dose-per-pulse for electron beams at the depth of maximum dose for SSD=100 cm was 115 mGy/pulse, with a standard uncertainty of 2.4%. In contrast, the ks values determined using the IAEA and AAPM methods are, respectively, 8.9% and 8.2% higher than our results. Conclusions: The new method based on Boag's improved model provides a practical method of determining the ion-recombination correction factors for high dose-per-pulse radiation beams up to about 120 mGy/pulse. This method can be applied to electron beams with even higher dose-per-pulse, subject to independent verification.

심층신경망을 이용한 비운송 지중구조물의 탄산화속도 예측 모델링 (Modelling on the Carbonation Rate Prediction of Non-Transport Underground Infrastructures Using Deep Neural Network)

  • 윤병돈
    • 한국산학기술학회논문지
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    • 제22권4호
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    • pp.220-227
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    • 2021
  • 비운송 지중구조물인 전력구와 공동구는 대부분 철근 콘크리트 구조물로서 공용기간이 경과함에 따라 탄산화에 의한 열화로 내구성이 저하된다. 특히, 전력구 및 공동구는 용도별, 지역별로 탄산화 속도가 상이하므로 개별적인 유지관리를 위해서는 탄산화 실측 데이터에 기반한 예측 모델이 요구된다. 본 연구에서는 노후화 된 전력구 및 공동구와 같이 기존 비운송 지중구조물에 대한 탄산화 예측 모델을 개발하였다. 탄산화 예측 모델 개발을 위해 안전점검에서 확보한 실측 데이터를 기반으로 다중회귀분석 및 심층신경망 기법을 활용하였다. 다중회귀분석에서 종속 변수인 탄산화 속도계수 결정을 위해 독립 변수로서 구조물, 지역, 측정 위치, 시공 유형, 측정 부재, 콘크리트 강도를 선정하였으며, 다중회귀 예측 모델의 수정결정계수(Ra2)는 0.67로 분석되었다. 심층신경망을 이용한 비운송 지중구조물의 탄산화 예측 모델결정계수(R2)는 0.82로 나타났으며, 비교대상 모델보다 우수한 예측 성능을 보였다. 심층신경망을 이용한 비운송 지중구조물의 탄산화 예측 모델은 콘크리트 강도에 기초한 것으로, 본 연구의 결과가 노후화 된 전력구 및 공동구에 대한 탄산화 유지보수 최적 시기 결정 및 예방적 유지관리 방법론에 기여되길 기대한다.

Nonlinear Regression Analysis to Determine Infection Models of Colletotrichum acutatum Causing Anthracnose of Chili Pepper Using Logistic Equation

  • Kang, Wee-Soo;Yun, Sung-Chul;Park, Eun-Woo
    • The Plant Pathology Journal
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    • 제26권1호
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    • pp.17-24
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    • 2010
  • A logistic model for describing combined effects of both temperature and wetness period on appressorium formation was developed using laboratory data on percent appressorium formation of Colletotrichum acutatum. In addition, the possible use of the logistic model for forecasting infection risks was also evaluated as compared with a first-order linear model. A simplified equilibrium model for enzymatic reactions was applied to obtain a temperature function for asymptote parameter (A) of logistic model. For the position (B) and the rate (k) parameters, a reciprocal model was used to calculate the respective temperature functions. The nonlinear logistic model described successfully the response of appressorium formation to the combined effects of temperature and wetness period. Especially the temperature function for asymptote parameter A reflected the response of upper limit of appressorium formation to temperature, which showed the typical temperature response of enzymatic reactions in the cells. By having both temperature and wetness period as independent variables, the nonlinear logistic model can be used to determine the length of wetness periods required for certain levels of appressorium formation under different temperature conditions. The infection model derived from the nonlinear logistic model can be used to calculate infection risks using hourly temperature and wetness period data monitored by automated weather stations in the fields. Compared with the nonlinear infection model, the linear infection model always predicted a shorter wetness period for appressorium formation, and resulted in significantly under- and over-estimation of response at low and high temperatures, respectively.