• Title/Summary/Keyword: 3-sigma 기법

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Level 3 Type Land Use Land Cover (LULC) Characteristics Based on Phenological Phases of North Korea (생물계절 상 분석을 통한 Level 3 type 북한 토지피복 특성)

  • Yu, Jae-Shim;Park, Chong-Hwa;Lee, Seung-Ho
    • Korean Journal of Remote Sensing
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    • v.27 no.4
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    • pp.457-466
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    • 2011
  • The objectives of this study are to produce level 3 type LULC map and analysis of phenological features of North Korea, ISODATA clustering of the 88scenes of MVC of MODIS NDVI in 2008 and 8scenes in 2009 was carried out. Analysis of phenological phases based mapping method was conducted, In level 2 type map, the confusion matrix was summarized and Kappa coefficient was calculated. Total of 27 typical habitat types that represent the dominant species or vegetation density that cover land surface of North Korea in 2008 were made. The total of 27 classes includes the 17 forest biotopes, 7 different croplands, 2 built up types and one water body. Dormancy phase of winter (${\sigma}^2$ = 0.348) and green up phase in spring (${\sigma}^2$ = 0.347) displays phenological dynamics when much vegetation growth changes take place. Overall accuracy is (851/955) 85.85% and Kappa coefficient is 0.84. Phenological phase based mapping method was possible to minimize classification error when analyzing the inaccessible land of North Korea.

Development of a Dynamic Downscaling Method using a General Circulation Model (CCSM3) of the Regional Climate Model (MM5) (전지구 모델(CCSM3)을 이용한 지역기후 모델(MM5)의 역학적 상세화 기법 개발)

  • Choi, Jin-Young;Song, Chang-Geun;Lee, Jae-Bum;Hong, Sung-Chul;Bang, Cheol-Han
    • Journal of Climate Change Research
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    • v.2 no.2
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    • pp.79-91
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    • 2011
  • In order to study interactions between climate change and air quality, a modeling system including the downscaling scheme has been developed in the integrated manner. This research focuses on the development of a downscaling method to utilize CCSM3 outputs as the initial and boundary conditions for the regional climate model, MM5. Horizontal/vertical interpolation was performed to convert from the latitude/longitude and hybrid-vertical coordinate for the CCSM3 model to the Lambert-Conformal Arakawa-B and sigma-vertical coordinate for the MM5 model. A variable diagnosis was made to link between different variables and their units of CCSM and MM5. To evaluate the dynamic downscaling performance of this study, spatial distributions were compared between outputs of CCSM/MM5 and NRA/MM5 and statistic analysis was conducted. Temperature and precipitation patterns of CCSM/MM5 in summer and winter showed a similar pattern with those of observation data in East Asia and the Korean Peninsula. In addition, statistical analysis presented that the agreement index (AI) is more than 0.9 and correlation coefficient about 0.9. Those results indicate that the dynamic downscaling system built in this study can be used for the research of interaction between climate change and air quality.

Optimized Sigma-Delta Modulation Methodology for an Effective FM Waveform Generation in the Ultrasound System (효율적인 주파수 변조된 초음파 파형 발생을 위한 최적화된 시그마 델타 변조 기법)

  • Kim, Hak-Hyun;Han, Ho-San;Song, Tai-Kyong
    • Journal of Biomedical Engineering Research
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    • v.28 no.3
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    • pp.429-440
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    • 2007
  • A coded excitation has been studied to improve the performance for ultrasound imaging in term of SNR, imaging frame rate, contrast to tissue ratio, and so forth. However, it requires a complicated arbitrary waveform transmitter for each active channel that is typically composed of a multi-bit Digital-to-Analog Converter (DAC) and a linear power amplifier (LPA). Not only does the LPA increase the cost and size of a transmitter block, but it consumes much power, increasing the system complexity further and causing a heating-up problem. This paper proposes an optimized 1.5bit fourth order sigma-delta modulation technique applicable to design an efficient arbitrary waveform generator with greatly reduced power dissipation and hardware. The proposed SDM can provide a required SQNR with a low over-sampling ratio of 4. To this end, the loop coefficients are optimized to minimize the quantization noise power in signal band while maintaining system stability. In addition, the decision level for the 1.5 bit quantizer is optimized for a given input waveform, which results in the SQNR improvement of more than 5dB. Computer simulation results show that the SQNR of a FM(frequency modulated) signal generated by using the proposed method is about 26dB, and the peak side-lobe level (PSL) of its compressed waveform on receive is -48dB.

3rd SDM with FDPA Technique to Improve the Input Range (입력 범위를 개선한 FDPA 방식의 3차 시그마-델타 변조기)

  • Kwon, Ik-Jun;Kim, Jae-Bung;Cho, Seong-Ik
    • Journal of IKEEE
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    • v.18 no.2
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    • pp.192-197
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    • 2014
  • In this paper, $3^{rd}$ SDM with FDPA(Feedback Delay Pass Addition) technique to improve the input range is proposed. Conventional architecture with $3^{rd}$ transfer function is just made as adding a digital delay path in $2^{nd}$ SDM architecture. But the input range is very small because feedback path into the first integrator is increased. But, proposed architecture change feedback path into the first integrator to the second integrator, so input range could be improved about 9dB. The $3^{rd}$ SC SDM with only one operational amplifier was implemented using double-sampling technique. Simulation results for the proposed SDM designed in $0.18{\mu}m$ CMOS technology with power supply voltage 1.8V, signal bandwidth 20KHz and audible sampling frequency 2.8224MHz show SNR(Signal to Noise Ratio) of 83.8dB, the power consumption of $700{\mu}W$ and Dynamic Range of 82.8dB.

A Comparison on the Positioning Accuracy from Different Filtering Strategies in IMU/Ranging System (IMU/Range 시스템의 필터링기법별 위치정확도 비교 연구)

  • Kwon, Jay-Hyoun;Lee, Jong-Ki
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.26 no.3
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    • pp.263-273
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    • 2008
  • The precision of sensors' position is particularly important in the application of road extraction or digital map generation. In general, the various ranging solution systems such as GPS, Total Station, and Laser Ranger have been employed for the position of the sensor. Basically, the ranging solution system has problems that the signal may be blocked or degraded by various environmental circumstances and has low temporal resolution. To overcome those limitations a IMU/range integrated system could be introduced. In this paper, after pointing out the limitation of extended Kalman filter which has been used for workhorse in navigation and geodetic community, the two sampling based nonlinear filters which are sigma point Kalman filter using nonlinear transformation and carefully chosen sigma points and particle filter using the non-gaussian assumption are implemented and compared with extended Kalman filter in a simulation test. For the ranging solution system, the GPS and Total station was selected and the three levels of IMUs(IMU400C, HG1700, LN100) are chosen for the simulation. For all ranging solution system and IMUs the sampling based nonlinear filter yield improved position result and it is more noticeable that the superiority of nonlinear filter in low temporal resolution such as 5 sec. Therefore, it is recommended to apply non-linear filter to determine the sensor's position with low degree position sensors.

Anomaly Detection Technique of Log Data Using Hadoop Ecosystem (하둡 에코시스템을 활용한 로그 데이터의 이상 탐지 기법)

  • Son, Siwoon;Gil, Myeong-Seon;Moon, Yang-Sae
    • KIISE Transactions on Computing Practices
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    • v.23 no.2
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    • pp.128-133
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    • 2017
  • In recent years, the number of systems for the analysis of large volumes of data is increasing. Hadoop, a representative big data system, stores and processes the large data in the distributed environment of multiple servers, where system-resource management is very important. The authors attempted to detect anomalies from the rapid changing of the log data that are collected from the multiple servers using simple but efficient anomaly-detection techniques. Accordingly, an Apache Hive storage architecture was designed to store the log data that were collected from the multiple servers in the Hadoop ecosystem. Also, three anomaly-detection techniques were designed based on the moving-average and 3-sigma concepts. It was finally confirmed that all three of the techniques detected the abnormal intervals correctly, while the weighted anomaly-detection technique is more precise than the basic techniques. These results show an excellent approach for the detection of log-data anomalies with the use of simple techniques in the Hadoop ecosystem.

A Study on Software Process Definition based on Six Sigma (6 시그마 기반의 소프트웨어 프로세스 정의에 관한 연구)

  • Choi, Seung-Yong;Kim, Jeong-Ah
    • Proceedings of the Korea Information Processing Society Conference
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    • 2005.11a
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    • pp.255-258
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    • 2005
  • 비즈니스의 빠른 변화에 맞춰 적시에 비즈니스 모델을 지원할 수 있는 소프트웨어 프로세스 역량 확보가 IT 서비스 기업의 생존 전략으로 부상하고 있다. 급변하는 IT 시장에서 경쟁력을 확보하기 위해서는 개발 생산성 향상과 고객 요구품질 충족이 필수적이며, 이를 관리할 체계적 소프트웨어 프로세스가 조직 차원에서 운영되어야 한다. 이에 본 논문에서는 통계 기반의 프로세스 개선 모델인 6 시그마를 적용하여 3 단계의 정의 활동과 이를 지원하는 3 개의 6 시그마 툴로 구성된 정형적 소프트웨어 프로세스 정의 기법을 제시한다.

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Design of a Fourth-Order Sigma-Delta Modulator Using Direct Feedback Method (직접 궤환 방식의 모델링을 이용한 4차 시그마-델타 변환기의 설계)

  • Lee, Bum-Ha;Choi, Pyung;Choi, Jun-Rim
    • Journal of the Korean Institute of Telematics and Electronics C
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    • v.35C no.6
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    • pp.39-47
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    • 1998
  • A fourth-order $\Sigma$-$\Delta$ modulator is designed and implemented in 0.6 $\mu\textrm{m}$ CMOS technology. The modulator is verified by introducing nonlinear factors such as DC gain and slew rate in system model that determines the transfer function in S-domain and in time-domain. Dynamic range is more than 110 dB and the peak SM is 102.6 dB at a clock rate of 2.8224 MHz for voiceband signal. The structure of a ∑-$\Delta$ modulator is a modified fourth-order ∑-$\Delta$ modulator using direct feedback loop method, which improves performance and consumes less power. The transmission zero for noise is located in the first-second integrator loop, which reduces entire size of capacitors, reduces the active area of the chip, improves the performance, and reduces power dissipation. The system is stable because the output variation with respect to unit time is small compared with that of the third integrator. It is easy to implement because the size of the capacitor in the first integrator, and the size of the third integrator is small because we use the noise reduction technique. This paper represents a new design method by modeling that conceptually decides transfer function in S-domain and in Z-domain, determines the cutoff frequency of signal, maximizes signal power in each integrator, and decides optimal transmission-zero frequency for noise. The active area of the prototype chip is 5.25$\textrm{mm}^2$, and it dissipates 10 mW of power from a 5V supply.

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Performance Enhancement of Spline-based Edge Detection (스플라인 기법을 이용한 영상의 경계 검출 성능 개선)

  • 김영호;김진철;이완주;박규태
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.19 no.11
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    • pp.2106-2115
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    • 1994
  • As a pre processing for an edge detection process. edge preserving smoothing algorithm is proposed. For this purpose we used the interpolation method using B-spline basis function and scaling of digital images. By approximation of continuous function from descrete data using B-spline basis function. undetermined data between two sample can be computed. so that they smooth the surfaces of objects. Some edges having mainly low frequency components are detected using down scaling of the images. Edge maps from proposed pre processed images are hardly affected by the varying space constants($\sigma$) and threshold values used in detecting zero-crossing.

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GRINDING OPTIMIZATION MODEL FOR NANOMETRIC SURFACE ROUGHNESS FOR ASPHERIC ASTRONOMICAL OPTICAL SURFACES (천체망원경용 비구면 반사경 표면조도 향상을 위한 최적연삭변수 수치결정모델)

  • Han, Jeong-Yeol;Kim, Sug-Whan;Kim, Geon-Hee;Han, In-Woo;Yang, Sun-Choel
    • Journal of Astronomy and Space Sciences
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    • v.22 no.1
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    • pp.13-20
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    • 2005
  • Bound abrasive grinding is used for the initial fabrication phase of the precision aspheric mirrors for both space and ground based astronomical telescopes. We developed a new grinding optimization process that determines the input grinding variables for the target surface roughness, checks the grinding error magnitude in resulting surface roughnesses, and minimizes the required machining time. Using the machining data collected from the previous grinding runs and subsequently fed into the multivariable regression engine, the process has the evolving controllability that suggests the optimum set of grinding variables for each target surface roughness. The process model was then used for ten grinding experiments that resulted in the grinding accuracy of $=-0.906{\pm}3.38(\sigma)\;nm(Ra)$ for the target surface roughnesses of Zerodur substrate ranging from 96.1 nm (Ra) to 65.0 nm (Ra) The results imply that the quantitative process optimization technique developed in this study minimizes the machining time and offers the nanometric surface roughness controllability superior to the traditional, qualitative, craftsman based grinding process for the astronomical optical surfaces.