• 제목/요약/키워드: Threshold model

검색결과 1,451건 처리시간 0.03초

Accessing socio-economic and climate change impacts on surface water availability in Upper Indus Basin, Pakistan with using WEAP model.

  • Mehboob, Muhammad Shafqat;Kim, Yeonjoo
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2019년도 학술발표회
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    • pp.407-407
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    • 2019
  • According to Asian Development Bank report Pakistan is among water scarce countries. Climate scenario on the basis IPCC fifth assessment report (AR5) revealed that annual mean temperature of Pakistan from year 2010-2019 was $17C^o$ which will rise up to $21C^o$ at the end of this century, similarly almost 10% decrease of annual rainfall is expected at the end of the century. It is a changing task in underdeveloped countries like Pakistan to meet the water demands of rapidly increasing population in a changing climate. While many studies have tackled scarcity and stream flow forecasting of the Upper Indus Basin (UIB) Pakistan, very few of them are related to socio-economic and climate change impact on sustainable water management of UIB. This study investigates the pattern of current and future surface water availability for various demand sites (e.g. domestic, agriculture and industrial) under different socio-economic and climate change scenarios in Upper Indus Basin (UIB) Pakistan for a period of 2010 to 2050. A state-of-the-art planning tool Water Evaluation and Planning (WEAP) is used to analyze the dynamics of current and future water demand. The stream flow data of five sub catchment (Astore, Gilgit, Hunza, Shigar and Shoyke) and entire UIB were calibrated and validated for the year of 2006 to 2011 using WEAP. The Nash Sutcliffe coefficient and coefficient of determination is achieved ranging from 0.63 to 0.92. The results indicate that unmet water demand is likely to increase severe threshold and the external driving forces e.g. socio-economic and climate change will create a gap between supply and demand of water.

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Whole-body Vibration Exposure of Drill Operators in Iron Ore Mines and Role of Machine-Related, Individual, and Rock-Related Factors

  • Chaudhary, Dhanjee Kumar;Bhattacherjee, Ashis;Patra, Aditya Kumar;Chau, Nearkasen
    • Safety and Health at Work
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    • 제6권4호
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    • pp.268-278
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    • 2015
  • Background: This study aimed to assess the whole-body vibration (WBV) exposure among large blast hole drill machine operators with regard to the International Organization for Standardization (ISO) recommended threshold values and its association with machine- and rock-related factors and workers' individual characteristics. Methods: The study population included 28 drill machine operators who had worked in four opencast iron ore mines in eastern India. The study protocol comprised the following: measurements of WBV exposure [frequency weighted root mean square (RMS) acceleration ($m/s^2$)], machine-related data (manufacturer of machine, age of machine, seat height, thickness, and rest height) collected from mine management offices, measurements of rock hardness, uniaxial compressive strength and density, and workers' characteristics via face-to-face interviews. Results: More than 90% of the operators were exposed to a higher level WBV than the ISO upper limit and only 3.6% between the lower and upper limits, mainly in the vertical axis. Bivariate correlations revealed that potential predictors of total WBV exposure were: machine manufacturer (r = 0.453, p = 0.015), age of drill (r = 0.533, p = 0.003), and hardness of rock (r = 0.561, p = 0.002). The stepwise multiple regression model revealed that the potential predictors are age of operator (regression coefficient ${\beta}=-0.052$, standard error SE = 0.023), manufacturer (${\beta}=1.093$, SE = 0.227), rock hardness (${\beta}=0.045$, SE = 0.018), uniaxial compressive strength (${\beta}=0.027$, SE = 0.009), and density (${\beta}=-1.135$, SE = 0.235). Conclusion: Prevention should include using appropriate machines to handle rock hardness, rock uniaxial compressive strength and density, and seat improvement using ergonomic approaches such as including a suspension system.

The Three-wavelength PR3+:YLF Laser at 604 nm 607 nm and 640 nm with Fabry-Perot Etalon

  • Jin, Long;Jin, Yu-Shi;Dong, Yuan;Li, Qing-Song;Yu, Yong-Ji;Li, Shu-Tao;Jin, Guang-Yong
    • Current Optics and Photonics
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    • 제2권5호
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    • pp.448-452
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    • 2018
  • A three-wavelength $Pr^{3+}:YLF$ laser at 604 nm, 607 nm and 640 nm simultaneously output by Fabry-Perot (F-P) etalon has been obtained. A 444 nm blue laser diode is used for pumping the $Pr^{3+}:YLF$ crystal, and a 0.1 mm F-P etalon is inserted in the resonator to select wavelength. The theoretical model of three-wavelength $Pr^{3+}:YLF$ laser is established, by adjusting the tilt angle of the etalon, the transmittances of the different wavelengths can be controlled, and the threshold values can be made to equalize by controlling the loss among different wavelengths. In the experiment, when the tilt angle of etalon is $9^{\circ}$ and the optimized length of resonator is 48 mm, the total output power of 25 mW at the three-wavelength is achieved at incident pump power of 7.5 W.

추정 BER을 이용한 다중 밴드 전송 기법의 가중치 알고리즘 연구 (A study on weighting algorithm of multi-band transmission method using an estimated BER)

  • 신지은;정현우;정지원
    • 한국음향학회지
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    • 제40권4호
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    • pp.359-369
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    • 2021
  • 수중통신에서 빠른 채널 특성의 변화에 따른 성능 감소를 보상하기 위해, 동일한 데이터를 여러 개의 주파수 대역으로 전송하는 다중 밴드 기법을 적용한다. 그러나 다중 밴드의 적용 시 특정한 밴드의 성능 열화로 전체 성능이 감소하는 현상이 발생한다. 이를 극복하기 위해 각 밴드의 오류율을 분석하여 성능이 열악한 밴드에 낮은 가중치를 할당할 수 있다. 따라서 본 논문에서는 추정 Bit Error Rate(BER)을 이용한 가중치 설정 방법을 제안한다. 추정 BER을 이용한 가중치 설정 방식은 복호 된 데이터와 복조 후 데이터의 성능 차이를 이용하여 수신된 데이터의 신뢰도를 측정하며, 측정된 값을 이용하여 각 밴드별 가중치를 설정해 복호기로 입력하면 성능이 향상된다. 본 논문에서는 터보 부호화 기법을 적용하였으며 시뮬레이션을 이용하여 최적의 가중치 값을 설정해 해상 실험을 한 결과 추정 BER을 이용한 가중치 설정을 통해 오류를 모두 정정할 수 있었다.

공유경제를 위한 IoT 기반의 휴먼 인터랙티브 광고 서비스 구현 (Development of an IoT-Based Human Interactive Advertising Service for Sharing Economy)

  • 정원석;이창교;고완진;서정욱
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2019년도 춘계학술대회
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    • pp.413-415
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    • 2019
  • 본 논문에서는 공유경제를 위한 IoT 기반의 휴먼 인터랙티브 광고 서비스(IoT-HiAS, IoT-Human Interactive Advertising Service)를 구현한다. HiAS 디바이스가 웹캠을 통해 디바이스의 전방을 촬영하고 MobileNet을 사용한 SSD 모델을 통해 사람을 실시간으로 검출한다. 검출된 사람을 카운팅하여 설정한 기준 이상의 사람 수가 검출되면 빔 프로젝터를 통해 유휴자원에 광고를 재생한다. 광고가 재생됨과 동시에 디바이스 전방의 광고 시작 시점을 캡쳐한 이미지와 검출된 사람의 수를 IoT 클라이언트를 통해 HiAS 서버의 oneM2M 표준을 준용한 IoT 서버로 전송한다. 광고가 끝나면 디바이스 전방을 촬영하여 이미지를 IoT 서버로 전송한다. 전송받은 데이터를 HiAS 서버의 소셜 네트워크 서비스(SNS, Social Network Service) 에이전트를 통해 광고주 및 광고제작자에게 알림 메시지를 전송하여 IoT 기반의 휴먼 인터랙티브 광고 서비스를 구현하였다.

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UWB 시스템에서 실내 측위를 위한 순환 신경망 기반 거리 추정 (Recurrent Neural Network Based Distance Estimation for Indoor Localization in UWB Systems)

  • 정태윤;정의림
    • 한국정보통신학회논문지
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    • 제24권4호
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    • pp.494-500
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    • 2020
  • 본 논문에서는 초광대역 (Ultra-wideband, UWB) 시스템에서 실내 위치 측위를 위한 새로운 거리 추정 기법을 제안한다. 제안하는 기법은 딥러닝 기법 중 하나인 순환 신경망 (RNN)을 기반으로 한다. 순환신경망은 시계열 신호를 처리하는데 유용한데 UWB 신호 역시 시계열 데이터로 볼 수 있기 때문에 순환신경망을 사용한다. 구체적으로, UWB 신호가 IEEE 802.15.4a 실내 채널모델을 통과하고 수신된 신호에서 순환신경망 회귀를 통해 송신기와 수신기 사이의 거리를 추정하도록 학습한다. 이렇게 학습된 순환신경망 모델의 성능은 새로운 수신신호를 이용하여 검증하며 기존의 임계값 기반의 거리 추정 기법과도 비교한다. 성능지표로는 제곱근 평균추정에러 (root mean square error, RMSE)를 사용한다. 컴퓨터 모의실험 결과에 따르면 제안하는 거리 추정 기법은 수신신호의 신호 대 잡음비 (signal to noise ratio, SNR) 및 송수신기 사이의 거리와 상관없이 기존 기법보다 항상 월등히 우수한 성능을 보인다.

Ononis spinosa alleviated capsaicin-induced mechanical allodynia in a rat model through transient receptor potential vanilloid 1 modulation

  • Jaffal, Sahar Majdi;Al-Najjar, Belal Omar;Abbas, Manal Ahmad
    • The Korean Journal of Pain
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    • 제34권3호
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    • pp.262-270
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    • 2021
  • Background: Transient receptor potential vanilloid 1 (TRPV1) is a non-selective cation channel implicated in pain sensation in response to heat, protons, and capsaicin (CAPS). It is well established that TRPV1 is involved in mechanical allodynia. This study investigates the effect of Ononis spinosa (Fabaceae) in CAPS-induced mechanical allodynia and its mechanism of action. Methods: Mechanical allodynia was induced by the intraplantar (ipl) injection of 40 ㎍ CAPS into the left hind paw of male Wistar rats. Animals received an ipl injection of 100 ㎍ O. spinosa methanolic leaf extract or 2.5% diclofenac sodium 20 minutes before CAPS injection. Paw withdrawal threshold (PWT) was measured using von Frey filament 30, 90, and 150 minutes after CAPS injection. A molecular docking tool, AutoDock 4.2, was used to study the binding energies and intermolecular interactions between O. spinosa constituents and TRPV1 receptor. Results: The ipsilateral ipl injection of O. spinosa before CAPS injection increased PWT in rats at all time points. O. spinosa decreased mechanical allodynia by 5.35-fold compared to a 3.59-fold decrease produced by diclofenac sodium. The ipsilateral pretreatment with TRPV1 antagonist (300 ㎍ 4-[3-Chloro-2-pyridinyl]-N-[4-[1,1-dimethylethyl] phenyl]-1-piperazinecarboxamide [BCTC]) as well as the β2-adrenoreceptor antagonist (150 ㎍ butoxamine) attenuated the action of O. spinosa. Depending on molecular docking results, the activity of the extract could be attributed to the bindings of campesterol, stigmasterol, and ononin compounds to TRPV1. Conclusions: O. spinosa alleviated CAPS-induced mechanical allodynia through 2 mechanisms: the direct modulation of TRPV1 and the involvement of β2 adrenoreceptor signaling.

Effect of different voxel sizes on the accuracy of CBCT measurements of trabecular bone microstructure: A comparative micro-CT study

  • Tayman, Mahmure Ayse;Kamburoglu, Kivanc;Ocak, Mert;Ozen, Dogukan
    • Imaging Science in Dentistry
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    • 제52권2호
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    • pp.171-179
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    • 2022
  • Purpose: The aim of this study was to assess the accuracy of cone-beam computed tomographic (CBCT) images obtained using different voxel sizes in measuring trabecular bone microstructure in comparison to micro-CT. Materials and Methods: Twelve human skull bones containing posterior-mandibular alveolar bone regions were analyzed. CBCT images were obtained at voxel sizes of 0.075mm(high: HI) and 0.2mm(standard: Std), while microCT imaging used voxel sizes of 0.06 mm (HI) and 0.12 mm (Std). Analyses were performed using CTAn software with the standardized automatic global threshold method. Intraclass correlation coefficients were used to evaluate the consistency and agreement of paired measurements for bone volume (BV), percent bone volume (BV/TV), bone surface (BS), trabecular thickness (TbTh), trabecular separation (TbSp), trabecular number (TbN), trabecular pattern factor(TbPf), and structure model index (SMI). Results: When compared to micro-CT, CBCT images had higher BV, BV/TV, and TbTh values, while micro-CT images had lower BS, TbSp, TbN, TbPf, and SMI values (P<0.05). The BV, BV/BT, TbTh, and TbSp variables were higher with Std voxels, whereas the BS, TbPf, and SMI variables were higher with HI voxels for both imaging methods. For each imaging modality and voxel size evaluated, BV, BS, and TbTh were significantly different(P<0.05). TbN, TbPf, and SMI showed statistically significant differences between imaging methods(P<0.05). The consistency and absolute agreement between micro-CT and CBCT were excellent for all variables. Conclusion: This study demonstrated the potential of high-resolution CBCT imaging for quantitative bone morphometry assessment.

머신러닝을 활용한 프로그래밍언어 객관식 문제의 난이도 조정에 대한 연구 (A study on the difficulty adjustment of programming language multiple-choice problems using machine learning)

  • 김은정
    • 한국산업정보학회논문지
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    • 제27권2호
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    • pp.11-24
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    • 2022
  • LMS 기반의 온라인 평가를 위해 출제되는 문제들은 교수자가 직접 출제하거나 또는 카테고리별로 나뉘어진 문제은행에서 난이도에 따른 자동 출제 방식을 주로 이용한다. 이중에서 난이도에 따른 자동출제 방식은 평가자들에게 출제되는 문제가 서로 다를수 있기 때문에 무엇보다 객관적이고 효율적인 방법으로 문제의 난이도를 관리하는 것이 중요하다. 본 논문에서는 문제의 정답률뿐만 아니라 해당 문제를 해결하는데 사용된 소요시간을 같이 고려한 난이도 재조정 알고리즘을 제시한다. 이를 위해 머신러닝의 로지스틱 회귀 분류 알고리즘을 이용하였으며, 학습모델의 예측 확률값을 기반으로 기준 임계값을 설정하여 각 문항별 난이도 재조정에 활용하였다. 그 결과 정답률에만 의존한 문항별 난이도에 많은 변화가 일어남을 확인할 수 있었다. 또한 조정된 난이도의 문제를 이용하여 그룹별 평가를 수행한 결과, 정답률 기반의 난이도 문제에 비해서 대부분의 그룹에서 평균 점수가 향상됨을 확인할 수 있었다.

Sensitivity analysis of input variables to establish fire damage thresholds for redundant electrical panels

  • Kim, Byeongjun;Lee, Jaiho;Shin, Weon Gyu
    • Nuclear Engineering and Technology
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    • 제54권1호
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    • pp.84-96
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    • 2022
  • In the worst case, a temporary ignition source (also known as transient combustibles) between two electrical panels can damage both panels. Mitigation strategies for electrical panel fires were previously developed using fire modeling and risk analysis. However, since they do not comply with deterministic fire protection requirements, it is necessary to analyze the boundary values at which combustibles may damage targets depending on various factors. In the present study, a sensitivity analysis of input variables related to the damage threshold of two electrical panels was performed for dimensionless geometry using a Fire Dynamics Simulator (FDS). A new methodology using a damage evaluation map was developed to assess the damage of the electrical panel. The input variables were the distance between the electrical panels, the vertical height of the fuel, the size of the fire, the wind speed and the wind direction. The heat flux was determined to increase as the vertical distance between the fuel and the panel decreased, and the largest heat flux was predicted when the vertical separation distance divided by one half flame length was 0.3-0.5. As the distance between the panels increases, the heat flux decreases according to the power law, and damage can be avoided when the distance between the fuel and the panel is twice the length of the panel. When the wind direction is east and south, to avoid damage to the electrical panel the distance must be increased by 1.5 times compared to no wind. The present scale model can be applied to any configuration where combustibles are located between two electrical panels, and can provide useful guidance for the design of redundant electrical panels.