• Title/Summary/Keyword: Data-driven based Method

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Improving Inspection Systems for Radio Stations: An Emphasis on the ISO 2859-1 Sampling Method (무선국 검사제도 개선방안에 관한 연구: ISO 2859-1 샘플링 검사기법을 중심으로)

  • Hyojung Kim;Yuri Kim;Sina Park;Seunghwan Jung;Seongjoon Kim
    • Journal of Korean Society for Quality Management
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    • v.51 no.4
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    • pp.515-530
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    • 2023
  • Purpose : This research aims to develop a data-driven inspection policy for radio stations utilizing the KS Q ISO 2859-1 sampling method, addressing potential regulatory relaxations and impending management challenges. Methods : Using radio station inspection big data from the past six years, we established a simulation model to evaluate the current policy. A new inspection sampling policy framework was designed based on the KS Q ISO 2859-1 method. The study compares the performance of the current and proposed inspection systems, offering insights for an improved inspection strategy. Results : This study introduced a simulation model for inspection system based on the KS Q ISO 2859-1 sampling method. Through various experimental designs, key performance indicators such as non-detection rate and sample proportion were derived, providing foundational data for the new inspection policy. Conclusion : Using big data from radio station inspections, we evaluated current inspection systems and quantitatively compared a new system across diverse scenarios. Our simulation model effectively verified the feasibility and efficiency of the proposed framework. For practical implementation, essential factors such as lot size, inspection cycle, and AQL standards need precise definition and consideration. Enhancing radio station inspections requires a policy-driven approach that factors in socio-economic impacts and solicits feedback from industry participants. Future study should also explore various perspectives related to legislative, institutional, and operational aspects of inspection organizations.

A Sentence Theme Allocation Scheme based on Head Driven Patterns in Encyclopedia Domain (백과사전 영역에서 중심어주도패턴에 기반한 문장주제 할당 기법)

  • Kang Bo-Young;Myaeng Sung-Hyon
    • Journal of KIISE:Software and Applications
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    • v.32 no.5
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    • pp.396-405
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    • 2005
  • Since sentences are the basic propositional units of text, their themes would be helpful for various tasks that require knowledge about the semantic content of text. Despite the importance of determining the theme of a sentence, however, few studies have investigated the problem of automatically assigning the theme to a sentence. Therefore, we propose a sentence theme allocation scheme based on the head-driven patterns of sentences in encyclopedia. In a serious of experiments using Dusan Dong-A encyclopedia, the proposed method outperformed the baseline of the theme allocation performance. The head-driven pattern 4, which is reconfigured based on the predicate, showed superior performance in the theme allocation with the average F-score of $98.96\%$ for the training data, and $88.57\%$ for the test data.

Spatial and temporal distribution of driving rain on a low-rise building

  • Blocken, Bert;Carmeliet, Jan
    • Wind and Structures
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    • v.5 no.5
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    • pp.441-462
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    • 2002
  • This paper presents a practical numerical method to determine both the spatial and temporal distribution of driving rain on buildings. It is based on an existing numerical simulation technique and uses the building geometry and climatic data at the building site as input. The method is applied to determine the 3D spatial and temporal distribution of wind-driven rain on the facade a low-rise building of complex geometry. Distinct wetting patterns are found. The important causes giving rise to these particular patterns are identified : (1) sweeping of raindrops towards vertical building edges, (2) sweeping of raindrops towards top edges, (3) shelter effect by various roof overhang configurations. The comparison of the numerical results with full-scale measurements in both space and time for a number of on site recorded rain events shows the numerical method to yield accurate results.

The Development of Micro NCT for Micro Blanking/Punching of Thin Plates (미세박판가공을 위한 마이크로 NCT 제작에 관한 연구)

  • 홍남표;신용승;최근형;김병희;장인배;김헌영;오수익
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 1997.10a
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    • pp.1084-1087
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    • 1997
  • In this paper, we developed the micro NCT system for punching the thin plates, which is driven is driven by the standalone type microprocessor. In order to adjust the alignment between the punch and die in-situ punching procedures, the non-contact type laser sensor for measuring the burr and micro-driving system for punching die with using the differential screw are developed. The height of burr in four directions in the punched hole of test specimen are measured, and the measured data are transferred to the personal computer by RS232C serial communication technology. In the personal computer, by using the graphic user interface type monitoring program and data handling procedures which includes the filtering algorithms, the direction and length of movement of the die position is decided and these data are transferred back to the microprocessor. The microprocessor drives the micro positioning stage based on these data. Even if this method is not a perfect solution for the in-situ alignment in micro punching, but this alignment methodology is accomplished in the same stage just after the punching that we hope to solve the alignment problem in the punching system based on this technology.

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Frequency Response Based Multi-Objective Design Toolbox for PID Controller (PID 제어기의 주파수응답 기반 다목적 설계도구)

  • Jin, Lihua;Lim, Yeon-Soo;Kim, Young-Chol
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.57 no.10
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    • pp.1869-1875
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    • 2008
  • Recently, a direct data-driven synthesis of a proportional integral derivative(PID) controller for a linear time-invariant(LTI) plant was presented in [1]. The authors showed that a complete set of PID controllers achieving robust performance and stability can be calculated directly from frequency response(FR) data without an identified transfer function model. However, it is not convenient to use this method because it requires complicated numerical algorithms to find specific frequencies which are solutions of an identical equation. The method also requires determination of the boundary of the controller's parameters from a finite set of FR data. In this paper, we present the development of a user-friendly Matlab toolbox based on the method in [1]. This toolbox allows us to obtain a complete three-dimensional(3-D) graphical solution of PID controllers that meet multiple design objectives. Several examples are given to demonstrate the use of the toolbox.

Adaptive Priority Queue-driven Task Scheduling for Sensor Data Processing in IoT Environments (사물인터넷 환경에서 센서데이터의 처리를 위한 적응형 우선순위 큐 기반의 작업 스케줄링)

  • Lee, Mijin;Lee, Jong Sik;Han, Young Shin
    • Journal of Korea Multimedia Society
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    • v.20 no.9
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    • pp.1559-1566
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    • 2017
  • Recently in the IoT(Internet of Things) environment, a data collection in real-time through device's sensor has increased with an emergence of various devices. Collected data from IoT environment shows a large scale, non-uniform generation cycle and atypical. For this reason, the distributed processing technique is required to analyze the IoT sensor data. However if you do not consider the optimal scheduling for data and the processor of IoT in a distributed processing environment complexity increase the amount in assigning a task, the user is difficult to guarantee the QoS(Quality of Service) for the sensor data. In this paper, we propose APQTA(Adaptive Priority Queue-driven Task Allocation method for sensor data processing) to efficiently process the sensor data generated by the IoT environment. APQTA is to separate the data into job and by applying the priority allocation scheduling based on the deadline to ensure that guarantee the QoS at the same time increasing the efficiency of the data processing.

Fuel Consumption Modeling for a VLCC Using Added Resistance Test Results and Operation Data in Seaways (부가저항 모형시험 결과와 실해역 운항 자료를 이용한 VLCC의 연료 소모량 모델 개발)

  • Seungbeom Lee;Dong-Hwan Kim;Jeonghwa Seo;Kwanwoo Kim;Sangmin Han;Mintae Kim;Sungwook Chung
    • Journal of the Society of Naval Architects of Korea
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    • v.61 no.5
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    • pp.359-369
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    • 2024
  • Data-driven model for estimating fuel oil consumption in seaways is suggested using the model test results and operation data. The data-driven model requires the forecasted wind speed, direction, and the desired ship speed as inputs to predict the engine speed, power, and fuel oil consumption. The structure of the data-driven model is based on the deterministic model of added power of a similar vessel of which model test results in the calm water and head seas are accessible. For a given wind speed, the wind resistance and added resistance in irregular waves presented by Pierson-Moskowitz spectrum are computed to be applied to the propulsion performance prediction. The deterministic model takes a cubic approximation between the wind speed and engine speed. The model is tuned by actual operation data in seaways with various wind direction groups. The shaft power and fuel oil consumption estimation are added to the model to be validated with the operation data. The prediction model is validated with the operation data to confirm that the estimation of the engine speed is the most significant uncertainty source.

Pressure Control of SR Driven Hydraulic Oil-Pump Using Data based PID Controller

  • Lee, Dong-Hee;Kim, Tae-Hyoung;Ahn, Jin-Woo
    • Journal of Power Electronics
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    • v.9 no.5
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    • pp.800-808
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    • 2009
  • This paper presents a practical method of pressure control for a hydraulic oil-pump system using an SR (Switched Reluctance) drive. For a 6Mpa grade hydraulic oil-pump, a 2.6kW SR drive is developed. In order to get high performance pressure dynamics in actual applications, a data based PID control scheme is proposed. The look-up table from a pre-measured data base produces an approximate current reference based on motor speed and oil-pressure. A PID controller can compensate for the pressure error. With the combination of the two references, the proposed control scheme can achieve fast dynamics and stable operation. Furthermore, a suitable current controller considering the nonlinear characteristics of an SRM (Switched Reluctance Motor) and practical test methods for data measuring are presented. The proposed control scheme is verified by experimental tests.

Symmetry-Based Data-Driven Method for Efficiently Handling Juggling Motion in Virtual Environments (가상환경에서 저글링 움직임을 효율적으로 처리하기 위한 대칭기반 데이터-드리븐 기법)

  • Min Ji Kim;Jong-Hyun Kim
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2024.01a
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    • pp.367-370
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    • 2024
  • 본 논문에서는 데이터-드리븐 기법을 이용해 가상환경에서 사용자의 동작에 따라 아바타의 저글링 움직임을 자연스럽게 처리할 수 있는 방법을 제안한다. 사용자의 저글링 동작 정보를 이용하여 아바타의 움직임을 제어할 뿐만 아니라 가상 공의 궤적을 실시간으로 표현할 수 있다. 이 과정에서 사용자의 손위치 정보를 모두 활용하는 것이 아닌, 한 쪽 손의 데이터를 기반으로 다른 쪽 손의 궤적을 합성한다. 또한 계산량이 큰 물리 기반 최적화 과정이 아닌, 상대적으로 경량화된 기법인 포물선 운동을 활용해 가상 공의 궤적으로 실시간으로 표현할 수 있는 결과를 보여준다.

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Cointegration based modeling and anomaly detection approaches using monitoring data of a suspension bridge

  • Ziyuan Fan;Qiao Huang;Yuan Ren;Qiaowei Ye;Weijie Chang;Yichao Wang
    • Smart Structures and Systems
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    • v.31 no.2
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    • pp.183-197
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    • 2023
  • For long-span bridges with a structural health monitoring (SHM) system, environmental temperature-driven responses are proved to be a main component in measurements. However, anomalous structural behavior may be hidden incomplicated recorded data. In order to receive reliable assessment of structural performance, it is important to study therelationship between temperature and monitoring data. This paper presents an application of the cointegration based methodology to detect anomalies that may be masked by temperature effects and then forecast the temperature-induced deflection (TID) of long-span suspension bridges. Firstly, temperature effects on girder deflection are analyzed with fieldmeasured data of a suspension bridge. Subsequently, the cointegration testing procedure is conducted. A threshold-based anomaly detection framework that eliminates the influence of environmental temperature is also proposed. The cointegrated residual series is extracted as the index to monitor anomaly events in bridges. Then, wavelet separation method is used to obtain TIDs from recorded data. Combining cointegration theory with autoregressive moving average (ARMA) model, TIDs for longspan bridges are modeled and forecasted. Finally, in-situ measurements of Xihoumen Bridge are adopted as an example to demonstrate the effectiveness of the cointegration based approach. In conclusion, the proposed method is practical for actual structures which ensures the efficient management and maintenance based on monitoring data.