• Title/Summary/Keyword: Error Reduction

Search Result 1,416, Processing Time 0.025 seconds

A Missing Value Replacement Method for Agricultural Meteorological Data Using Bayesian Spatio-Temporal Model (농업기상 결측치 보정을 위한 통계적 시공간모형)

  • Park, Dain;Yoon, Sanghoo
    • Journal of Environmental Science International
    • /
    • v.27 no.7
    • /
    • pp.499-507
    • /
    • 2018
  • Agricultural meteorological information is an important resource that affects farmers' income, food security, and agricultural conditions. Thus, such data are used in various fields that are responsible for planning, enforcing, and evaluating agricultural policies. The meteorological information obtained from automatic weather observation systems operated by rural development agencies contains missing values owing to temporary mechanical or communication deficiencies. It is known that missing values lead to reduction in the reliability and validity of the model. In this study, the hierarchical Bayesian spatio-temporal model suggests replacements for missing values because the meteorological information includes spatio-temporal correlation. The prior distribution is very important in the Bayesian approach. However, we found a problem where the spatial decay parameter was not converged through the trace plot. A suitable spatial decay parameter, estimated on the bias of root-mean-square error (RMSE), which was determined to be the difference between the predicted and observed values. The latitude, longitude, and altitude were considered as covariates. The estimated spatial decay parameters were 0.041 and 0.039, for the spatio-temporal model with latitude and longitude and for latitude, longitude, and altitude, respectively. The posterior distributions were stable after the spatial decay parameter was fixed. root mean square error (RMSE), mean absolute error (MAE), mean absolute percentage error (MAPE), and bias were calculated for model validation. Finally, the missing values were generated using the independent Gaussian process model.

PWM-Based Sliding Mode Controller for Three-Level Full-Bridge DC-DC Converter that Eliminates Static Output Voltage Error

  • Liu, Jilong;Xiao, Fei;Ma, Weiming;Fan, Xuexin;Chen, Wei
    • Journal of Power Electronics
    • /
    • v.15 no.2
    • /
    • pp.378-388
    • /
    • 2015
  • This paper proposes a pulse width modulation (PWM)-based sliding mode controller (SMC) for a full-bridge DC-DC converter that can eliminate static output voltage error. Hysteretic SMC in DC-DC converter does not have a fixed switching frequency, and applying hysteretic SMC to full-bridge converters is difficult. Fixed-frequency SMC, which is also called PWM-based SMC, based on equivalent control overcomes these shortcomings. However, the controller order reduction in equivalent control in PWM-based SMC causes static output voltage error. To resolve this issue, an integral item is added to the PWM-based SMC. Sliding mode coefficients are designed by applying a standard second-order system to the sliding mode surface. The effect of adding an integral item on the controller is analyzed, and an integral coefficient design method is proposed. Experiment results on a three-level full-bridge DC-DC converter verify the control scheme and design method proposed in this paper.

Effect of Wind-Wave Misalignment and Yaw Error on Power Performance and Dynamic Response of 15 MW Floating Offshore Wind Turbine (바람-파랑 오정렬과 요 오차가 15 MW급 부유식 해상풍력터빈의 출력 성능과 동적 응답에 미치는 영향)

  • Sangwon Lee;Seongkeon Kim;Bumsuk Kim
    • New & Renewable Energy
    • /
    • v.20 no.2
    • /
    • pp.26-34
    • /
    • 2024
  • Floating offshore wind turbines (FOWTs) have been developed to overcome large water depths and leverage the abundant wind resource in deep seas. However, wind-wave misalignment can occur depending on the weather conditions, and most megawatt (MW)-class turbines are horizontal-axis wind turbines subjected to yaw errors. Therefore, the power performance and dynamic response of super-large FOWTs exposed simultaneously to these external conditions must be analyzed. In this study, several scenarios combining wind-wave misalignment and yaw error were considered. The IEA 15 MW reference FOWT (v1.1.2) and OpenFAST (v3.4.1) were used to perform numerical simulations. The results show that the power performance was affected more significantly by the yaw error; therefore, the generator power reduction and variability increased significantly. However, the dynamic response was affected more significantly by the wind-wave misalignment increased; thus, the change in the platform 6-DOF and tower loads (top and base) increased significantly. These results can be facilitate improvements to the power performance and structural integrity of FOWTs during the design process.

Performance Evaluation of Convolution Coding OFDM Systems (컨볼루션 코딩 OFDM 시스템의 성능 분석)

  • Choi, Seung-Kuk
    • Journal of the Korea Institute of Information and Communication Engineering
    • /
    • v.17 no.2
    • /
    • pp.294-301
    • /
    • 2013
  • OFDM technique uses multiple sub-carriers for the data transmission. Therefore, bit error rate increases because of inter-carrier interference caused by nonlinear high power amplifier and carrier frequency offset. Wireless OFDM transmission over multi path fading channels is characterized by small transmission gain in multiple sub-carrier frequency interval. Therefore bit error rate increases because of burst errors. Inter-leaver and convolution error control coding are effective for the reduction of this burst error. Pilot symbol is used for the channel estimation in OFDM systems. However, imperfect channel estimates in this systems degrade the performance. The performance of this convolution coding OFDM systems using inter-leaver, gauged by the bit error rate, is analyzed considering the nonlinear high power amplifier, carrier frequency offset and channel estimation error.

Miniaturized Conically Stepped COBRA for High Power Electromagnetic Generator (고출력 전자기파 발생 장치용 소형화 된 원뿔 계단형 COBRA)

  • Ahn, Ji-Hwan;Lee, Sang-Heun;Yoon, Young-Joong;Kim, Jun-Yeon;Lee, Woo-Sang;So, Joon-Ho;Han, In-Hee
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
    • /
    • v.19 no.9
    • /
    • pp.947-956
    • /
    • 2008
  • In this paper, miniaturized conically stepped COBRA is proposed. In order to prevent electrical breakdown, COBRA, which consists of hem and lens, has to get bigger if it is designed with conventional method. Because of the phase error increase, shortening the length of the antenna without changing the aperture size leads to the reduction of the antenna gain. To avoid this, the phase error at the aperture is compensated by transforming the COBRA lens into conically stepped form. The simulations result shows that the proposed antenna has higher gain than the conventional COBRA in spite of the size reduction from 1,300 mm to 600 mm. The fabricated and measured COBRA has the gain of 26.2 dBi.

Performance Evaluation of a Time- and Frequency-Domain Clipping-Based PAPR Reduction Scheme in a DVB-T System (DVB-T 시스템에서 시간 및 주파수 영역 클리핑 기반의 PAPR 감소기법의 성능평가)

  • Seo, Man-Jung;Im, Sung-Bin;Kim, Na-Hoon;Cho, Jun-Kyung
    • Journal of the Institute of Electronics Engineers of Korea TC
    • /
    • v.44 no.1
    • /
    • pp.24-31
    • /
    • 2007
  • DVB-T (Digital Video Broadcasting-Terrestrial) is an important multimedia broadcasting technology capable of high data-rate transmission and adopted by Europe. OFDM (Orthogonal Frequency Division Multiplexing) is the backbone technique employed in DVB-T to support multimedia services that have various bandwidths. Unfortunately, an OFDM signal has a large PAPR (Peak-to-Average Power Ratio). In this paper, we investigate the performance of a simple PAPR reduction scheme for the DVB-T system, which requires no change of a receiver structure or no additional information transmission. The approach we employed is clipping in the time and frequency domains. The time-domain clipping is carried out with a predetermined clipping level while the frequency-domain clipping is done within EVM (Error Vector Magnitude). This approach is suboptimal with lower computational complexity compared to the optimal method. The simulation results demonstrate that the proposed one is getting more effective at lower modulation levels and with more allowed constellation error.

Optimization of Gear Webs for Rotorcraft Engine Reduction Gear Train (회전익기용 엔진 감속 기어열의 웹 형상 최적화)

  • Kim, Jaeseung;Kim, Suchul;Sohn, Jonghyeon;Moon, Sanggon;Lee, Geunho
    • Journal of the Korean Society for Aeronautical & Space Sciences
    • /
    • v.48 no.12
    • /
    • pp.953-960
    • /
    • 2020
  • This paper presents an optimization of gear web design used in a main gear train of an engine reduction gearbox for a rotorcraft. The optimization involves the minimization of a total weight, transmission error, misalignment, and face load distribution factor. In particular, three design variables such as a gear web thickness, location of rim-web connection, and location of shaft-web connection were set as design parameters. In the optimization process, web, rim and shaft of gears were converted from the 3D CAD geometry model to the finite element model, and then provided as input to the gear simulation program, MASTA. Lastly, NSGA-II optimization method was used to find the best combination of design parameters. As a result of the optimization, the total weight, transmission error, misalignment, face load distribution factor were all reduced, and the maximum stress was also shown to be a safe level, confirming that the overall gear performance was improved.

Approximate Multiplier With Efficient 4-2 Compressor and Compensation Characteristic (효율적인 4-2 Compressor와 보상 특성을 갖는 근사 곱셈기)

  • Kim, Seok;Seo, Ho-Sung;Kim, Su;Kim, Dae-Ik
    • The Journal of the Korea institute of electronic communication sciences
    • /
    • v.17 no.1
    • /
    • pp.173-180
    • /
    • 2022
  • Approximate Computing is a promising method for designing hardware-efficient computing systems. Approximate multiplication is one of key operations used in approximate computing methods for high performance and low power computing. An approximate 4-2 compressor can implement hardware-efficient circuits for approximate multiplication. In this paper, we propose an approximate multiplier with low area and low power characteristics. The proposed approximate multiplier architecture is segmented into three portions; an exact region, an approximate region, and a constant correction region. Partial product reduction in the approximation region are simplified using a new 4:2 approximate compressor, and the error due to approximation is compensated using a simple error correction scheme. Constant correction region uses a constant calculated with probabilistic analysis for reducing error. Experimental results of 8×8 multiplier show that the proposed design requires less area, and consumes less power than conventional 4-2 compressor-based approximate multiplier.

The Effects of Infiltration Rate of Foundation Ground Under the Bioretention on the Runoff Reduction Efficiency (식생체류지의 원지반 침투율이 유출량 저감효과에 미치는 영향모의)

  • Jeon, Ji-Hong;Jung, Kwang-Wook
    • Journal of Korean Society on Water Environment
    • /
    • v.35 no.1
    • /
    • pp.72-77
    • /
    • 2019
  • Soil type in LID infiltration practices plays a major role in runoff reduction efficacy. In this study, the effects of infiltration rate of foundation ground under bioretention on annual runoff reduction rate was evaluated using LIDMOD3 which is a simple excel based model for evaluating LID practices. A bioretention area of about 3.2 % was required to capture surface runoff from an impervious area for a 25.4 mm rainfall event. The relative error of runoff from bioretention using LIDMOD3 is 10 % less than that of SWMM5.1 for a total rainfall event of 257.1 mm during the period of Aug. 1 ~ 18, 2017, hence, the applicability of LIDMOD3 was confirmed. Annual runoff reduction rates for the period 2008 ~ 2017 were evaluated for various infiltration rates of foundation ground under the bioretention which ranged from 0.001 to 0.600 m/day and were converted to annual runoff reduction for hydrologic soil group. The runoff reduction rates within hydrologic soil group C and D were steeply increased through increased infiltration rate but not steep within hydrologic A and B with reduction rates ranging from 53 ~ 68 %. The estimated time required to completely empty a bioretention which has a storage depth of 0.632 m is 3.5 ~ 6.9 days and we could assume that the annual average of antecedent rainfall is longer than 3.5 ~ 6.9 days. Therefore, we recommended B type as the minimum hydrologic soil group installed LID infiltration practices for high runoff reduction rate.

Histogram Matching-based Power Reduction Technique for OLED Display (OLED 디스플레이를 위한 히스토그램 정합 기반 파워 소모 저감 기법)

  • Choi, Songwoo;Kim, Young Hwan;Kang, Suk-Ju
    • Journal of the Institute of Electronics and Information Engineers
    • /
    • v.51 no.1
    • /
    • pp.137-144
    • /
    • 2014
  • In this paper, we propose the histogram matching-based power reduction technique considering the perceptual image quality. The conventional methods cannot analyze the clipping error of an image, and hence, they significantly degrade the image quality when pixels with the clipping error are concentrated on small area. The proposed method generates histograms for various images with different characteristics, and it calculates and stores the optimal clipping rate in a database. Then, it compares the histograms with that of an input image, and selects the histogram and clipping rate with the minimum difference to prevent the image quality degradation. In the experimental results, the proposed method improved the average PSNR and SSIM by up to 15.795 dB and 0.036, compared with the conventional methods.