• 제목/요약/키워드: Point-Mass Filter

검색결과 17건 처리시간 0.023초

비선형 상태공간 모델을 위한 Point-Mass Filter 연구 (A Study on the Point-Mass Filter for Nonlinear State-Space Models)

  • 최영권
    • 산업기술연구
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    • 제43권1호
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    • pp.57-62
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    • 2023
  • In this review, we introduce the non-parametric Bayesian filtering algorithm known as the point-mass filter (PMF) and discuss recent studies related to it. PMF realizes Bayesian filtering by placing a deterministic grid on the state space and calculating the probability density at each grid point. PMF is known for its robustness and high accuracy compared to other nonparametric Bayesian filtering algorithms due to its uniform sampling. However, a drawback of PMF is its inherently high computational complexity in the prediction phase. In this review, we aim to understand the principles of the PMF algorithm and the reasons for the high computational complexity, and summarize recent research efforts to overcome this challenge. We hope that this review contributes to encouraging the consideration of PMF applications for various systems.

포집량에 따른 p-DPF의 정화효율 및 BPT 특성에 관한 실험적 연구 (An Experimental Study on Filtration Efficiency and BPT Characteristics by Soot Loading in Partial-diesel Particulate Filter)

  • 김태권;김영조;하지수;이춘범;오광철
    • 한국자동차공학회논문집
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    • 제19권6호
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    • pp.10-16
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    • 2011
  • Diesel particulate filter is being recognized that it is the most effective technologies to reduce particulate matter. In this study, to determine the characteristics of the cell-open-type pDPF, we employed p-DPF to exhaust gas tunnel of diesel engine and surveyed filtration efficiency and BPT on the basis of PM which is exhausted from engine. In this paper the soot loading mass in DPF can be predicted from increase of differential pressure of DPF so that we can measure filtration efficiency and Balance Point Temperature (BPT) by soot loading mass. The result of the research showed that the filtration efficiency is 65% in ESC mode with 0.7mm hole diameter. For the results of the characteristics of filtration efficiency and BPT according to mass_exh, we found that if mass_exh increases, filtration efficiency increases and BPT decreases.

모형 스케일 자율운항 해양 이동체의 확장칼만필터 기반 측위 기법에 관한 연구 (A Study on Localization Technique Using Extended Kalman Filter for Model-Scale Autonomous Marine Mobility)

  • 유영준
    • 대한조선학회논문집
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    • 제61권2호
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    • pp.98-105
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    • 2024
  • Due to the low accuracy of measured data obtained from low-cost GNSS and IMU devices, it was hard to secure the required accuracy of the measured position and heading angle for autonomous navigation which was conducted by a model-scale marine mobility. In this paper, a localization technique using the Extended Kalman Filter (EKF) is proposed for coping with the issue. First of all, a position and heading angle estimator is developed using EKF with the assumption of a point mass model. Second, the measured data from GNSS and IMU, including position, heading angle, and velocity are used for the estimator. In addition, the heading angle is additionally obtained by comparing the LiDAR point cloud with map information for a temporal water tank. The newly acquired heading angle is integrated into the estimator as an additional measurement to correct the inaccuracy in the heading angle measured from the IMU. The effectiveness of the proposed approach is investigated using data acquired from preliminary tests of the model-scale autonomous marine mobility.

A High Efficiency ZVS PWM Asymmetrical Half Bridge Converter for Plasma Display Panel Sustaining Power Modules

  • Han Sang-Kyoo;Moon Gun-Woo;Youn Myung-Joong
    • Journal of Power Electronics
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    • 제5권1호
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    • pp.67-75
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    • 2005
  • A high efficiency ZVS PWM asymmetrical half bridge converter for a plasma display panel (PDP) sustaining power modules is proposed in this paper. To achieve the ZVS of power switches for the wide load range, a small additional inductor L/sub 1kg/, which also acts as an output filter inductor, is serially inserted into the transformer's primary side. At that point, to solve the problem of ringing in the secondary rectifier caused by L/sub 1kg/, the proposed circuit employs a structure without the output filter inductor, which helps the voltages across rectifier diodes to be clamped at the output voltage. Therefore, no dissipative RC (resistor capacitor) snubber for rectifier diodes is needed and a high efficiency as well as low noise output voltage can be realized. In addition, since it has no large output inductor filter, the asymmetrical half bridge converter features a simpler structure, lower cost, less mass, and lighter weight. In addition, since all energy stored in L/sub 1kg/ is transferred to the output side, the circulating energy problem can be effectively solved. The operational principle, theoretical analysis, and design considerations are presented. To confirm the operation, validity, and features of the proposed circuit, experimental results from a 425W, 385Vdc/170Vdc prototype are presented.

포집량에 따른 p-DPF의 정화효율 및 BPT 특성에 관한 실험적 연구 (An Experimental Study on Filtration Efficiency and BPT Characteristics by PM Loading in Partial-diesel Particulate Filter)

  • 오광철;이경복;이춘범
    • 한국자동차공학회논문집
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    • 제20권1호
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    • pp.147-154
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    • 2012
  • The number of vehicles applied diesel engine are rapidly rising for fuel economy. Accompanying this trend, application of an after-treatment system is strictly required as a result of reinforced emission regulation. The Diesel Particulate Filter (DPF) system is considered as the most efficiency method to reduce particulate matter (PM) by car makers but also in retrofit market. In recently, various kinds of partial flow DPF are widely used for proper filtration performance and reducing of pressure drop but it is difficult to define the characteristics of these filters because the filtration mechanism is obscure according to the status of these systems. In this paper we investigated the characteristics of cell open type DPF according to the status of filter especially, PM loading. The PM loading mass in the p-DPF are predicted from increase of differential pressure of DPF and the trend of filtration efficiency so that we can measure filtration efficiency and Balance Point Temperature (BPT) of this p-DPF according to PM loading.

A study of improving filtration efficiency through SiC whisker synthesis on carbon felt by CVD VS method

  • 김광주;최두진
    • 한국진공학회:학술대회논문집
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    • 한국진공학회 2016년도 제50회 동계 정기학술대회 초록집
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    • pp.150-150
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    • 2016
  • Mankind is enjoying a great convenience of their life by the rapid growth of secondary industry since the Industrial Revolution and it is possible due to the invention of huge power such as engine. The automobile which plays the important role of industrial development and human movement is powered by the Engine Module, and especially Diesel engine is widely used because of mechanical durability and energy efficiency. The main work mechanism of the Diesel engine is composed of inhalation of the organic material (coal, oil, etc.), combustion, explosion and exhaust Cycle process then the carbon compound emissions during the last exhaust process are essential which is known as the major causes of air pollution issues in recent years. In particular, COx, called carbon oxide compound which is composed of a very small size of the particles from several ten to hundred nano meter and they exist as a suspension in the atmosphere. These Diesel particles can be accumulated at the respiratory organs and cause many serious diseases. In order to compensate for the weak point of such a Diesel Engine, the DPF(Diesel Particulate Filter) post-cleaning equipment has been used and it mainly consists of ceramic materials(SiC, Cordierite etc) because of the necessity for the engine system durability on the exposure of high temperature, high pressure and chemical harsh environmental. Ceramic Material filter, but it remains a lot of problems yet, such as limitations of collecting very small particles below micro size, high cost due to difficulties of manufacturing process and low fuel consumption efficiency due to back pressure increase by the small pore structure. This study is to test the possibility of new structure by direct infiltration of SiC Whisker on Carbon felt as the next generation filter and this new filter is expected to improve the above various problems of the Ceramic DPF currently in use and reduction of the cost simultaneously. In this experiment, non-catalytic VS CVD (Vapor-Solid Chemical Vaporized Deposition) system was adopted to keep high mechanical properties of SiC and MTS (Methyl-Trichloro-Silane) gas used as source and H2 gas used as dilute gas. From this, the suitable whisker growth for high performance filter was observed depending on each deposition conditions change (input gas ratio, temperature, mass flow rate etc.).

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섬유필터를 사용한 강우유출수의 부유물질 제거 방법의 개발 (Removal of Suspended Solids from Stormwater Runoff Using a Fabric Filter System)

  • 구영민;김재영;김병로;서동일
    • 대한환경공학회지
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    • 제37권3호
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    • pp.165-174
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    • 2015
  • 강우시 표면유출에 의해 지표수에 유입되는 우수에는 토사를 포함한 각종 비점오염 물질이 다량 포함되어 있으며 이는 지표수의 수질관리에 부정적인 영향을 미치고 있다. 유역의 오염물질이 수계에 도달하기 전에 처리하는 것이 바람직하며 따라서 강우유출수를 처리하는 다양한 방법들이 시도되고 있다. 그러나 일반적인 빗물오염 제어시설 및 장치들은 설치 및 유지관리를 위해 많은 노력과 비용을 요구하는 문제점 가지고 있다. 본 연구에서는 유역의 초기우수에 의한 오염을 제어하기 위해 경제적으로 타당하고 설치 및 관리가 용이한 섬유 필터를 이용하여 부유물질을 제거할 수 있는 방법을 개발하였다. 여재는 경제적이면서 내구성이 우수한 폴리에스터계열의 섬유 필터를 사용하였으며, 연구 대상지역 강우유출수의 입도분석 결과에 따라 $20{\mu}m{\sim}94{\mu}m$ 범위에서 다양한 공극의 여재에 대한 성능을 실험을 통해 분석하였다. 수두별 여과성능을 분석하기 위한 실험 장치를 고안 제작하여 필터 공극에 따른 섬유 필터의 TSS 제거 효율을 평가 하였다. 수두가 높을수록 여과속도가 증가하는 것을 확인하였으며 공극별 여과 속도를 측정하여 분석하였다. 섬유 필터의 공극 크기가 작을수록 TSS 제거효율이 증가되었으나, 공극별 TSS 제거 효율은 대체적으로 양호하나 유사한 편으로서 TSS의 대부분의 질량은 입자의 크기가 큰 부분에 치중되어 있는 것이 주요 원인으로 분석된다.

정보이론기반 지형 험준도 및 정보이득을 이용한 지형대조항법 성능 향상 기법 (Performance Enhancing Technique for Terrain Referenced Navigation Systems using Terrain Roughness and Information Gain Based on Information Theory)

  • 남성호
    • 한국군사과학기술학회지
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    • 제20권3호
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    • pp.307-314
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    • 2017
  • Terrain referenced navigation(TRN) system is an attractive method for obtaining position based on terrain measurements and a terrain map. We focus on TRN systems based on the point mass filter(PMF) which is one of the recursive Bayesian method. In this paper, we propose two kinds of performance index for Bayesian filter. The proposed indices are based on entropy and mutual information from information theory. The first index measures roughness of terrain based on entropy of likelihood. The second index named by information gain, which is the mutual information between priori and posteriori distribution, is a quantity of information gained by updating measurement at each step. The proposed two indices are used to determine whether the solution from TRN is adequate for TRN/INS integration or not, and this scheme gives the performance improvement. Simulation result shows that the proposed indices are meaningful and the proposed algorithm performs better than normal TRN algorithm.

V2V 통신을 이용한 상대 차량 상태 추정 알고리즘 개발 (Development of Target Vehicle State Estimation Algorithm Using V2V Communication)

  • 권우진;조아라;이경수
    • 자동차안전학회지
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    • 제14권2호
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    • pp.70-74
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    • 2022
  • This paper describes the development of a target vehicle state estimation algorithm using vehicle-to-vehicle (V2V) communication. Perceiving the state of the target vehicle has great importance for successful autonomous driving and has been studied using various sensors and methods for many years. V2V communication has advantage of not being constrained by surrounding circumstances relative to other sensors. In this paper, we adopt the V2V signal for estimating the target vehicle state. Since applying only the V2V signal is improper by its low frequency and latency, the signal is used as additional measured data to improve the estimation accuracy. We estimate the target vehicle state using Extended Kalman filter (EKF); a point mass model was utilized in process update to predict the state of next step. The process update is followed by measurement update when ego vehicle receives V2V information. The proposed study evaluated state estimation by comparing input V2V information in an experiment where the ego vehicle follows the target vehicle behind it.

A novel grey TMD control for structures subjected to earthquakes

  • Z.Y., Chen;Ruei-Yuan, Wang;Yahui, Meng;Timothy, Chen
    • Earthquakes and Structures
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    • 제24권1호
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    • pp.1-9
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    • 2023
  • A model for calculating structure interacted mechanics is proposed. A structural interaction model and controller design based on tuned mass damping (TMD) was developed to control the induced vibration. A key point is to introduce a new analytical model to evaluate the properties of the TMD that recognizes the motion-dependent nonlinear response observed in the simulations. Aiming at the problem of increased current harmonics and low efficiency of permanent magnet synchronous motors for electric vehicles due to dead time effect, a dead time compensation method based on neural network filter and current polarity detection is proposed. Firstly, the DC components and the higher harmonic components of the motor currents are obtained by virtue of what the neural network filters and the extracted harmonic currents are adjusted to the required compensation voltages by virtue of what the neural network filters. Then, the extracted DC components are used for current polarity dead time compensation control to avert the false compensation when currents approach zero. The neural network filter method extracts the required compensation voltages from the speed component and the current polarity detection compensation method obtains the required compensation voltages by discriminating the current polarity. The combination of the two methods can more precisely compensate the dead time effect of the control system to improve the control performance. Furthermore, based on the relaxed method, the intelligent approach of stability criterion can be regulated appropriately and the artificial TMD was found to be effective in reducing cross-wind vibrations.