• Title/Summary/Keyword: baseline model

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DEVELOPMENT OF IDEA HIERARCHY MODEL FOR IDEA GENERATION OF CONSTRUCTION VE

  • Jinkook Yang;Sungwoo Moon
    • International conference on construction engineering and project management
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    • 2011.02a
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    • pp.504-509
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    • 2011
  • Recently, construction projects are very complicated and diverse such as high-rise buildings and big bridges, etc. These complicated projects call for a system which can effectively generate productive ideas and activities. Value Engineering (V.E.) activity within construction projects is a necessity for systematic design management and to improve construction ability. This need in the construction industry has required a regular implementation of VE into construction projects. For this reason; America, South Korea, and some other nations have adopted VE applications which control the baseline investments of the construction projects. The process of VE activity is a preferred system and a reasonable alternative. In particular, idea generation within these projects is an important stage in the VE job plan. In this study, VE idea patterns are extracted through best practice analysis from VE cases of road construction projects. Next, we suggest an idea hierarchy model to be used in conjunction with VE idea patterns. This model is supported by reasonable idea generation in VE activity of construction projects. Finally, this model could possibly be the outcome of successful VE results.

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Robust transformer-based anomaly detection for nuclear power data using maximum correntropy criterion

  • Shuang Yi;Sheng Zheng;Senquan Yang;Guangrong Zhou;Junjie He
    • Nuclear Engineering and Technology
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    • v.56 no.4
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    • pp.1284-1295
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    • 2024
  • Due to increasing operational security demands, digital and intelligent condition monitoring of nuclear power plants is becoming more significant. However, establishing an accurate and effective anomaly detection model is still challenging. This is mainly because of data characteristics of nuclear power data, including the lack of clear class labels combined with frequent interference from outliers and anomalies. In this paper, we introduce a Transformer-based unsupervised model for anomaly detection of nuclear power data, a modified loss function based on the maximum correntropy criterion (MCC) is applied in the model training to improve the robustness. Experimental results on simulation datasets demonstrate that the proposed Trans-MCC model achieves equivalent or superior detection performance to the baseline models, and the use of the MCC loss function is proven can obviously alleviate the negative effect of outliers and anomalies in the training procedure, the F1 score is improved by up to 0.31 compared to Trans-MSE on a specific dataset. Further studies on genuine nuclear power data have verified the model's capability to detect anomalies at an earlier stage, which is significant to condition monitoring.

Setting Out of Construction Works Using GPS Geoid Height. (GPS 지오이드고를 이용한 측설시공)

  • Kwon, Chan-O;Lee, Young-Jin
    • Proceedings of the Korean Society of Surveying, Geodesy, Photogrammetry, and Cartography Conference
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    • 2007.04a
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    • pp.89-92
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    • 2007
  • This investigation aims at calculating the geoid height, distance between the ellipsoidal height and the orthometric height by GPS/Levelling data for nationwide 58 Bench Marks, and calculating the effect of geoid height to engineering public works. The accuracy of the results from baseline analyses and adjustment of a network. using GPS surveying data by nationwide 58 BM show 4mm for horizontal direction and 7cm for vertical direction. The 58 geoid height was calculated by GPS/Levelling. For a construction work field GPS/Levelling for distributed 4 BM in test area can calculate the orthometric height in 20 ppm relativity accuracy with 95% reliability. Besides the calculated geoid height in the investigation was 0.367m higher than EGM96 model. The test results of a engineering work site, the result by EGM96 model was 1.8cm in 10km and it was also 3.6cm in interpolation method. The results show that it is equivalent to levelling of $20mm\sqrt{S}$.

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Aerodynamic Performance Enhancement and Noise of Cooling Fans for Driving Motor (전동차용 모터 냉각홴의 공력성능 향상 및 소음특성)

  • Kang, Shin-Hyoung;Park, Tae-Choon;Cho, Nam-Hyo
    • The KSFM Journal of Fluid Machinery
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    • v.1 no.1 s.1
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    • pp.32-40
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    • 1998
  • Aerodynamic performance of a cooling fan of driving motor was enhanced modifying the vane-shroud configuration. Performance of a target model was evaluated to obtain baseline data. The aerodynamic performance and sound pressure level were tested and measured with different numbers of vane of increased length. The tested models show high and stable performance and low values of specific noise level. The long vane-shroud structure induces more stable through flow and decreases the tip leakage flow, which contributes to the increases of performance and efficiency. The sound pressure level increases for the modified model, however, specific noise level decreases.

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Automatic Clustering of Speech Data Using Modified MAP Adaptation Technique (수정된 MAP 적응 기법을 이용한 음성 데이터 자동 군집화)

  • Ban, Sung Min;Kang, Byung Ok;Kim, Hyung Soon
    • Phonetics and Speech Sciences
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    • v.6 no.1
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    • pp.77-83
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    • 2014
  • This paper proposes a speaker and environment clustering method in order to overcome the degradation of the speech recognition performance caused by various noise and speaker characteristics. In this paper, instead of using the distance between Gaussian mixture model (GMM) weight vectors as in the Google's approach, the distance between the adapted mean vectors based on the modified maximum a posteriori (MAP) adaptation is used as a distance measure for vector quantization (VQ) clustering. According to our experiments on the simulation data generated by adding noise to clean speech, the proposed clustering method yields error rate reduction of 10.6% compared with baseline speaker-independent (SI) model, which is slightly better performance than the Google's approach.

EFFECTS OF VARIOUS VVA SYSTEMS ON THE ENGINE FUEL ECONOMY AND OPTIMIZATION OF A CVVT-VVL SI ENGINE USING 1D SIMULATION

  • Lee, H.B.;Kwon, H.;Min, K.
    • International Journal of Automotive Technology
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    • v.8 no.6
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    • pp.675-685
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    • 2007
  • A single cylinder SI engine with a VVA system is modeled by the coupling of a commercial 1D simulation package and an additional combustion model and validated by comparison with experimental data. A number of simulations are carried out to investigate the effects of five different VVA systems on the performance and fuel efficiency of the baseline engine. Finally, the simulation model is applied to an extensive computational study to map out the strategies to operate the engines with dual CVVT and dual CVVT-2 step VVL systems in a fuel-efficient manner.

Simulator Development for Training Auxiliary Power Supply in Electric Rolling Stock (전기 철도차량의 보조전원장치 실습용 시뮬레이터 개발)

  • Kim, Jae-Moon;Kim, Duk-Heon;Kim, Yuen-Chung
    • The Transactions of the Korean Institute of Electrical Engineers P
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    • v.54 no.4
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    • pp.192-197
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    • 2005
  • This paper presents a development of the auxiliary power supply simulator for a electric rolling stock. An auxiliary power supplies are required for operating air conditioning units, ventilation fans, lighting and battery charging. Traditionally this function has been fulfilled by Motor-Alternator sets. In recent years, high performance of semiconductor and micro processor, availability and price have made three phase voltage source inverters as an attractive alternative to MA Sets. From the baseline model of the SIV(Static InVerter) for electric rolling stock, we designed the scale down model of the auxiliary power supply simulator consisting of an IGBT three phase voltage source inverter. The auxiliary power supply simulator can be used educatory purpose for training efficiently about operating principles of SIV.

Vertical Distribution of Temperature and Tropopause Height Changes in Future Projections using HadGEM2-AO Climate Model (HadGEM2-AO를 이용한 연직기온 분포와 대류권계면 높이 변화 미래전망)

  • Lee, Jaeho;Baek, Hee-Jeong;Cho, Chunho
    • Atmosphere
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    • v.23 no.4
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    • pp.367-375
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    • 2013
  • We present here the future changes in vertical distribution of temperature and tropopause height using the HadGEM2-AO climate model forced with Representative Concentration Pathways (RCPs) scenarios. Projected changes during the 21st century are shown as differences from the baseline period (1971~2000) for global vertical distribution of temperature and tropopause height. All RCP scenarios show warming throughout the troposphere and cooling in the stratosphere with amplified warming over the lower troposphere in the Northern Hemisphere high latitudes. Upper troposphere warming reaches a maximum in the tropics at the 300 hPa level associated with lapse-rate feedback. Also, the cooling in the stratosphere and the warming in the troposphere raises the height of the tropopause.

Image VQ Using Two-Stage Self-Organizing Feature Map in the Transform Domain (2 단 Self-Organizing Feature Map 을 사용한 변환 영역 영상의 벡터 양자화)

  • 이동학;김영환
    • Journal of the Korean Institute of Telematics and Electronics B
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    • v.32B no.3
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    • pp.57-65
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    • 1995
  • This paper presents a new classified vector quantization (VQ) technique using a neural network model in the transform domain. Prior to designing a codebook, the proposed approach extracts class features from a set of images using self-organizing feature map (SOFM) that has the pattern recognition characteristics and the same as VQ objective. Since we extract the class features from the training images unlike previous approaches, the reconstructed image quality is improved. Moreover, exploiting the adaptivity of the neural network model makes our approach be easily applied to designing a new vector quantizer when the processed image characteristics are changed. After the generalized BFOS algorithm allocates the given bits to each class, codebooks of each class are also generated using SOFM for the maximal reconstructed image quality. In experimental results using monochromatic images, we obtained a good visual quality in the reconstructed image. Also, PSNR is comparable to that of other classified VQ technique and is higher than that of JPEG baseline system.

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Development of auxiliary power supply simulator for electric rolling stock (전기 철도차량용 보조전원장치 시뮬레이터 개발)

  • Kim Jae-Moon;Kim Duk-Heon;Kim Yeon-Chung;Lee Sang-Seok;Shin Seung-Kwon
    • Proceedings of the KSR Conference
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    • 2005.05a
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    • pp.889-894
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    • 2005
  • This paper describes the development of the auxiliary power supply simulator for electric rolling stock. Auxiliary power supplies are required for operating air conditioning units, ventilation fans, lighting and battery charging. From the baseline model of the SIV(Static InVerter) for electric rolling stock, we designed the scale down model of the auxiliary power supply simulator consisting of IGBT voltage source inverter. Auxiliary power supply simulator can be used educatory purpose to teach efficiently about operating principles of SIV