• Title/Summary/Keyword: moving pattern

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Spatiotemporal Pattern Mining Technique for Location-Based Service System

  • Vu, Nhan Thi Hong;Lee, Jun-Wook;Ryu, Keun-Ho
    • ETRI Journal
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    • v.30 no.3
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    • pp.421-431
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    • 2008
  • In this paper, we offer a new technique to discover frequent spatiotemporal patterns from a moving object database. Though the search space for spatiotemporal knowledge is extremely challenging, imposing spatial and timing constraints on moving sequences makes the computation feasible. The proposed technique includes two algorithms, AllMOP and MaxMOP, to find all frequent patterns and maximal patterns, respectively. In addition, to support the service provider in sending information to a user in a push-driven manner, we propose a rule-based location prediction technique to predict the future location of the user. The idea is to employ the algorithm AllMOP to discover the frequent movement patterns in the user's historical movements, from which frequent movement rules are generated. These rules are then used to estimate the future location of the user. The performance is assessed with respect to precision and recall. The proposed techniques could be quite efficiently applied in a location-based service (LBS) system in which diverse types of data are integrated to support a variety of LBSs.

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An Analysis about Awareness of Use in Space on Variation Type in Middle School According to the Type of Management for Homebase (거점공간 운영방식 차이에 따른 교과교실형 중학교 공간 이용의식 분석)

  • Jeong, Joo-Seong
    • Journal of the Korean Institute of Educational Facilities
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    • v.23 no.6
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    • pp.19-26
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    • 2016
  • In this study, moving awareness of students having different physical conditions in homebase and attitudes of students to spacial use in user's aspect were analyzed. As shown in the results, the dissatisfaction degree of the second grade using homebase type was higher than the first and the third grades using exclusive space for a class, homeroom type. The necessity of exclusive space for a class was highly shown in the second grade students. Students of the first and the third grades showed similar pattern in using frequency of homeroom. The results showed that behavior pattern of students was different with their physical conditions. Especially, factors showing obvious differences between the two groups were possession awareness of their belongings, tendency to route choice of high frequency, stay awareness of main stay in time to rest and point of time using restroom. These results will be useful to design various models in variation type of schools.

Three-Dimensional Standard Curves in Induced Polarization Method (IP법(法)의 3차원(次元) 표준곡선(標準曲線))

  • Kim, Hee Joon
    • Economic and Environmental Geology
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    • v.16 no.4
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    • pp.269-276
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    • 1983
  • This paper describes three-dimensional (3-D) standard curves for single prismatic buried bodies in induced polarization (IP) method. Dipole-dipole IP responses for the bodies are calculated by the numerical modeling technique using an integral equation solution. The pattern of IP responses for conductive targets depends on the ratio of the width of body to the depth extent. The IP response of a body of six units in strike length approximates that of a two-dimensional body. In addition, if the strike length is long enough, a layered-earth interpretation is applicable for a body much longer than four units in width. Moving an IP line away from the center of a body alon gstrike produces an effect similar to that of increasing the depth. Moving the location of body along line has little effect to the pattern of IP responses.

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Development of Cost-Effective Platform for Tracking and Analysis of Animal Ambulatory Patterns

  • Kwon, Jeonghoon;Park, Hong Ju;Joo, Segyeong;Huh, Soo-Jin
    • Journal of Sensor Science and Technology
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    • v.23 no.2
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    • pp.82-86
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    • 2014
  • This paper reports the development of a platform for tracking and analysis of animal locomotion. The platform is composed of a commercial webcam, a metal stand for the webcam, and a plastic bathtub as a cage. Using it, researchers can track and analyze an animal's movement within the plastic bathtub's dimensions of $100cm{\times}100cm{\times}55cm$ in a cost-effective manner. After recording the locomotion of an animal with $1920{\times}1080$ resolution at a rate of 30 frames per second, finding the position of the animal in each frame and analyzing the ambulation pattern were executed with custom software. To evaluate the performance of the platform, movements of imprinting control region mice and transgenic mice were recorded and analyzed. The analysis successfully compared velocity, moving pattern, and total moving distance for the two mouse groups. In addition, the developed platform can be used not only in simple motion analysis but also in various experimental conditions, such as a water maze, by easy customization of the platform. Such a simple and cost-effective platform yields a powerful tool for animal ambulatory analysis.

Weekly Maximum Electric Load Forecasting for 104 Weeks by Seasonal ARIMA Model (계절 ARIMA 모형을 이용한 104주 주간 최대 전력수요예측)

  • Kim, Si-Yeon;Jung, Hyun-Woo;Park, Jeong-Do;Baek, Seung-Mook;Kim, Woo-Seon;Chon, Kyung-Hee;Song, Kyung-Bin
    • Journal of the Korean Institute of Illuminating and Electrical Installation Engineers
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    • v.28 no.1
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    • pp.50-56
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    • 2014
  • Accurate midterm load forecasting is essential to preventive maintenance programs and reliable demand supply programs. This paper describes a midterm load forecasting method using autoregressive integrated moving average (ARIMA) model which has been widely used in time series forecasting due to its accuracy and predictability. The various ARIMA models are examined in order to find the optimal model having minimum error of the midterm load forecasting. The proposed method is applied to forecast 104-week load pattern using the historical data in Korea. The effectiveness of the proposed method is evaluated by forecasting 104-week load from 2011 to 2012 by using historical data from 2002 to 2010.

Movement Pattern Analysis based on Transmission Performance over Underwater MANET (수중 MANET에서 전송성능기반 이동패턴분석)

  • Kim, Young-Dong
    • The Journal of the Korea institute of electronic communication sciences
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    • v.14 no.6
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    • pp.1083-1088
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    • 2019
  • Even though the transmission performance is very important factor for not only study and development but also for design, implementation, and operation of underwater MANET. There is a trend of using it as a measurement factor for comparing and analyzing degree of network performance. In this paper, movement pattern using transmission performance is analyzed to enlarge the use of transmission performance in underwater MANET. The relation between transmission performance and movement pattern is firstly considered and then through this consideration, causing effects of movement pattern to transmission performance is studied. Results of this study can be used as an important base to predict and analyze movement pattern through measuring of transmission performance of moving objects in underwater environments.

Improvement of ECG Measurement for the Elderly's U-healthcare Clothing Using 3D Tight-fit Pattern (3D패턴을 이용한 노인용 u-헬스케어 의복의 심전도 측정 연구)

  • Park, Hye-Jun;Shin, Seung-Chul;Shon, Boo-Hyun;Hong, Kyung-Hi
    • Fashion & Textile Research Journal
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    • v.10 no.5
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    • pp.676-682
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    • 2008
  • In this study a guideline of the 3D-fit pattern for the ECG(electrocardiogram) measurement of elderly's u-healthcare clothes was proposed. In the screening test of the ECG measurement band, ECG peak band was observable at the band pressure of 0.20 kPa. By employing a 3D body image, tight-fit 3D patterns were made at two different reduction rates of 21%(pattern 1) and 33%(pattern 2), and corresponding pressure of both of the clothes were 0.25 kPa and 0.54 kPa, respectively. Typical waves of ECG were found in both stationary and moving position. In terms of the subjective evaluation of the u-healthcare clothes when worn, it was confirmed that reduction pattern 1(0.25 kPa) conveyed comfortable clothing pressure and pleasantness, which is very close to the result of screening test of ECG band experiment. As results, it is recommended that reduction rate should be adjusted, so that clothing pressure is about 0.2 kPa for the elderly's comfortable and efficient u-healthcare clothes.

Enhancing Classification Performance of Temporal Keyword Data by Using Moving Average-based Dynamic Time Warping Method (이동 평균 기반 동적 시간 와핑 기법을 이용한 시계열 키워드 데이터의 분류 성능 개선 방안)

  • Jeong, Do-Heon
    • Journal of the Korean Society for information Management
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    • v.36 no.4
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    • pp.83-105
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    • 2019
  • This study aims to suggest an effective method for the automatic classification of keywords with similar patterns by calculating pattern similarity of temporal data. For this, large scale news on the Web were collected and time series data composed of 120 time segments were built. To make training data set for the performance test of the proposed model, 440 representative keywords were manually classified according to 8 types of trend. This study introduces a Dynamic Time Warping(DTW) method which have been commonly used in the field of time series analytics, and proposes an application model, MA-DTW based on a Moving Average(MA) method which gives a good explanation on a tendency of trend curve. As a result of the automatic classification by a k-Nearest Neighbor(kNN) algorithm, Euclidean Distance(ED) and DTW showed 48.2% and 66.6% of maximum micro-averaged F1 score respectively, whereas the proposed model represented 74.3% of the best micro-averaged F1 score. In all respect of the comprehensive experiments, the suggested model outperformed the methods of ED and DTW.

Sway Control of c Container Crane (Part II): Regulation of the Pendulum Sway through Patternizing Trolley Moving Velocity (컨테이너 크레인의 흔들림 제어 (Part II): 트롤리 주행속도 조절을 통한 진자운동의 제어)

  • Hong, Keum-Shik;Sohn, Sung-Chull;Lee, Man-Hyung
    • Journal of Institute of Control, Robotics and Systems
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    • v.3 no.2
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    • pp.132-138
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    • 1997
  • Six different types of velocity profiles of trolley movement of a container crane are investigated for the minimal sway angle at the target trolley position. Three velocity patterns which include trapezoidal, stepped and notched-type velocity patterns are obtained assuming constant rope length. The notched type velocity pattern is shown to be derived from the time-optimal bang-bang control. The stepped type velocity pattern can be shown to be derived as bang-off bang control as well. Considering the damping effect due to hoist motion a double stage acceleration pattern is also analyzed. The main objective of the paper is to show how much time-reduction can be obtained among several velocity patterns appearing in the literature.

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Gait analysis methods and walking pattern of hemiplegic patients after stroke (뇌졸중환자의 보행분석방법과 보행특성)

  • Han, Jin-Tae;Bae, Sung-Soo
    • PNF and Movement
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    • v.5 no.1
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    • pp.37-47
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    • 2007
  • Objective : A large proportion of stroke survivors have to deal with problems in gait. Proper evaluation of gait must be undertaken to understand the sensorimotor impairment underlying locomotor disorders post stroke. Methods : The characteristics of gait pattern with post stroke are reviewed in this paper. In particular, temporal distance parameters, kimematics, kinetics, as well as energy cost, EMG are focused. Results : The technology for gait analysis is moving rapidly. The techniques of 3D kinematic and kinetic analysis can provide a detailed biomechanical description of normal and pathological gait. This article reviews gait analysis method and characteristics of post stroke. Finally current method of gait analysis can provide further insight to understand paretic gait and therapeutic direction.

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