• Title/Summary/Keyword: Data Capability

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Training Method of Artificial Neural Networks for Implementation of Automatic Composition Systems (자동작곡시스템 구현을 위한 인공신경망의 학습방법)

  • Cho, Jae-Min;Ryu, Eun Mi;Oh, Jin-Woo;Jung, Sung Hoon
    • KIPS Transactions on Software and Data Engineering
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    • v.3 no.8
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    • pp.315-320
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    • 2014
  • Composition is a creative activity of a composer in order to express his or her emotion into melody based on their experience. However, it is very hard to implement an automatic composition program whose composition process is the same as the composer. On the basis that the creative activity is possible from the imitation we propose a method to implement an automatic composition system using the learning capability of ANN(Artificial Neural Networks). First, we devise a method to convert a melody into time series that ANN can train and then another method to learn the repeated melody with melody bar for correct training of ANN. After training of the time series to ANN, we feed a new time series into the ANN, then the ANN produces a full new time series which is converted a new melody. But post processing is necessary because the produced melody does not fit to the tempo and harmony of music theory. In this paper, we applied a tempo post processing using tempo post processing program, but the harmony post processing is done by human because it is difficult to implement. We will realize the harmony post processing program as a further work.

Discrimination between Earthquakes and Explosions Recorded by the KSRS Seismic Array in Wonju, Korea (원주 KSRS 지진 관측망에 기록된 지진과 폭발 식별 연구)

  • Jeong, Seong Ju;Che, Il-Young;Kang, Tae-Seob
    • Geophysics and Geophysical Exploration
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    • v.17 no.3
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    • pp.137-146
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    • 2014
  • This study presents a procedure for discrimination of artificial events from earthquakes occurred in and around the Korean Peninsula using data set in the Wonju KSRS seismograph network, Korea. Two training sets representing natural and artificial earthquakes were constructed with 150 and 56 events, respectively, with high signal to noise ratio. A frequency band, Pg(4-6 Hz)/Lg(5-7 Hz), which is optimal for the discrimination of seismic sources was derived from the two-dimensional grid of Pg/Lg spectral amplitude ratio. The corrections for the effects of earthquake magnitude and hypocentral distance were carried out for improvement of discrimination capability. For correcting the effect of magnitude dependence due to the inverse proportionality of corner frequency to seismic moment, the Brune's source spectrum was subtracted from the observation spectrum. The spectrum was corrected using the optimal damping coefficient to remove damping effect with the hypocentral distance. The effect of locally varying spectrum ratio was cancelled correcting variation of wave propagation along the ray path. The performance in discrimination between training sets of natural and artificial events was compared using the Mahalanobis distance in each step of correction. The procedure of magnitude, distance, and path corrections show clear improvements of the discrimination results with increasing Mahalanobis distance, from 1.98 to 3.01, between two training sets.

The Influence of Dynamic Capabilities on the Competitive Capabilities and Performance of Export Venture Firms in Korea (기업의 동태적 역량이 경쟁능력 및 기업성과에 미치는 영향)

  • Hwang, Kyung-Yun;Sung, Eul-Hyun;Cho, Dae-Woo
    • Management & Information Systems Review
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    • v.37 no.1
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    • pp.19-40
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    • 2018
  • The purpose of this study is to analyze the effects of a firm's dynamic capabilities measured by sensing, seizing, transforming, coordinating, and learning capabilities on its competitive capabilities, such as product quality, process flexibility, delivery speed, and low cost. The relationship among dynamic capabilities, competitive capabilities, and export firm performance is set up as a research model based on empirical studies related to the existing dynamic capability perspective and competitive capabilities. To test this research model, this study collected 102 samples of data using a questionnaire survey on both manufacturing and exporting firms. The partial least squares method is used and the following results are derived from an empirical analysis. First, dynamic capabilities have a positive effect on competitive capabilities, such as product quality, process flexibility, delivery speed, and low cost. Second, product quality and process flexibility have a positive effect on export firm performance. Third, unlike previous research results, this study finds that the competitive capabilities of a firm in the areas of delivery speed and low cost do not significantly affect its performance. These findings provide meaningful implications for export venture firms that need to acquire and maintain competitive advantage in a rapidly changing environment.

Developing Dynamic DBH Growth Prediction Model by Thinning Intensity and Cycle - Based on Yield Table Data - (간벌강도 및 주기에 따른 동적 흉고직경 생장예측 모형개발 - 기존 수확표 자료를 기반으로 -)

  • Kim, Moonil;Lee, Woo-Kyun;Park, Taejin;Kwak, Hanbin;Byun, Jungyeon;Nam, Kijun;Lee, Kyung-Hak;Son, Yung-Mo;Won, Hyung-Kyu;Lee, Sang-Min
    • Journal of Korean Society of Forest Science
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    • v.101 no.2
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    • pp.266-278
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    • 2012
  • The objective of this study was developing dynamic stand growth model to predict diameter at breast height (DBH) growth by thinning intensity and cycle for major tree species of South Korea. The yield table, one of static stand growth models, constructed by Korea Forest Service was employed to prepare dynamic stand growth models for 8 tree species. In the process of model development, the thinning type was designated to thinning from below and equations for predicting the DBH change after thinning by different intensities was generated. In addition, stand density (N/ha), age and site index were adopted as explanatory variables for DBH prediction model. Thereafter, using the model, DBH growth under various silvicuture through integrating such equations considering thinning intensities, and cycles. The dynamic stand growth model of DBH developed in this study can provide understanding of effectiveness in forest growth and growing stock when thinning practice is performed in forest. Furthermore, results of this study is also applicable to quantitatively assess the carbon storage sequestration capability.

A Study on ICT Literacy Capability Measurement for University Freshmen of Education (교육대학교 신입생 대상 ICT 리터러시 능력 측정 분석)

  • Noh, HyunA;Jeong, InKee;Lee, WonGyu
    • Journal of The Korean Association of Information Education
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    • v.17 no.3
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    • pp.277-290
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    • 2013
  • As the deployment of digital learning environment has been accelerating in rapid changes in information and communications technology, a tool is required to practically measure and evaluate the level of information education (IE) for freshmen in the University in order to propose an appropriate direction of IE in a teachers college. According to such current trends, ICT literacy is a tool to assess a specific level of capabilities such as a variety of real-world problem-solving skills, creativity, critical thinking, analytic reasoning, and communication skills. This study has developed a test tool to measure ICT literacy competence on the basis of the concept of test questions defined from the previous research. It was used to measure ICT literacy competence of 360 university freshmen of education and analyze if there is a difference among them depending on overall ICT literacy levels and genders, content areas, competence factors, and completion of IE course in high school. The result of this study would be expected to determine the current location of IE for freshmen in the University of Education and to be able to take advantage of basic data of the direction for IE course that university students need to essentially acquire in preparation for the coming future.

Consulting Method and Its Applied Case to Improve Management Capability of Agricultural Firms Based on the Multi-contingency Organization Theory (다중조직이론 기반의 농업경영체 경영관리능력 향상을 위한 컨설팅 기법과 사례)

  • Jang, Ikhoon;Moon, Junghoon;Choe, Young Chan
    • Journal of Agricultural Extension & Community Development
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    • v.21 no.4
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    • pp.1149-1189
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    • 2014
  • Nowadays, many farmers use online management diagnosis tool developed by Rural development agency(RDA) for the purpose of self-diagnosis of their farm management. Database(DB) was created using the diagnosis results and has been used for agri-firm management consulting. However, the amount of diagnosis data in the DB has been decreasing year by year. This means that the diagnosis tool of RDA did not reach farmers' expectation. Therefore it is necessary to develop a practical consulting tool which is applicable for various types of agri-firm management. This study introduces a management diagnosis tool and consulting method based on multi-contingency organization theory and value chain model for the purpose of improving existing tools and methods. The consulting method based on multi-contingency organization theory shows the core strategy of agri-firms by two different ways such as "efficiency-oriented" direction and "effectiveness-orientated" direction. Also, this method emphasizes that the performance of firm can be achieved when subelements of firm activities follow the same direction with the orientation of core strategy. The important thing is the right firm management activity fitted to its strategic direction. Through this action, limited firm resources can be optimized. In order to make itself understand, this study shows a practical example applied by this method from actual agri-firms.

Design and Experiments of Pneumatic Tactile Display for Haptic Interaction (햅틱 인터렉션을 위한 공기촉감 제시장치의 개발 및 실험 - 손끝 부착 형 공기촉감 제시장치의 개발 및 심리 물리학적 실험 -)

  • Kim, Yeong-Mi;Oakley, Ian;Ryu, Je-Ha
    • Journal of the HCI Society of Korea
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    • v.1 no.2
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    • pp.19-26
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    • 2006
  • This paper presents a novel pneumatic tactile display that can deliver some useful information. The air-jet display forms 5 by 5 arrays and features air nozzles with an external diameter of 2.4mm and internal diameter of 1.5 mm. In comparison with other tactile displays such as vibrotactile, there is little concrete psychophysical data relating to pneumatic displays, a fact which hinders their adoption. This paper addresses this challenge, and presents brief psychophysical studies examining localization rate, the two point threshold, stimulus intensity and the temporal threshold of cues produced by pneumatic air jets. Two groups of subjects were used in these studies, subsequently termed groups A and B. Both were comprised of eight participants. In the case of localization study we obtained 58.13% and 85.9% of localization rates each for dense display and sparse display. Two-points threshold test showed the length of gap between two air-jet stimuli which subjects can detect. However, it was formidable to find out precise temporal resolution of PTI owing to the limitation of capability of the pneumatic valves. Lastly, the results of stimulus intensity study suggest that by varying the size of a pneumatically created tactile stimulus, we can effectively vary its perceived magnitude.

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System Throughput of Cognitive Radio Multi-hop Relay Networks (무선인지 멀티홉 릴레이 네트워크의 시스템 스루풋)

  • Hassan, I.;Rho, Chang-Bae;Song, Ju-Bin
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.46 no.4
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    • pp.29-39
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    • 2009
  • The need for radio spectrum is recently considered as a huge hurdle towards the rapid development of wireless networks. Large parts of the spectrum are allocated to licensed radio services in proprietary way. However, enormous success of the wireless services and technologies in the unlicensed bands has brought new ideas and innovations. In recent years cognitive radio has gained much attention for solving the spectrum scarcity problem. It changes the way spectrum is regulated so that more efficient spectrum utilization is possible. Multi-hop relay technology on the other hand has intensively been studied in the area of ad hoc and peer-to-peer networks. But in cellular network, only recently the integration of multi-hop capability is considered to enhance the performance significantly. Multi-hop relaying can extend the coverage of the cell to provide high data rate service to a greater distance and in the shadowed regions. Very few papers still exist that combine these methods to maximize the spectrum utilization. Thus we propose a network architecture combining these two technologies in a way to maximize the system throughput. We present the throughput capacity equations for the proposed system model considering various system parameters like utilization factor by the primary users and primary users' transmission radius and through extensive numerical simulations we analyze the significance of work.

Bicycle Riding-State Recognition Using 3-Axis Accelerometer (3축 가속도센서를 이용한 자전거의 주행 상황 인식 기술 개발)

  • Choi, Jung-Hwan;Yang, Yoon-Seok;Ru, Mun-Ho
    • Journal of the Institute of Electronics Engineers of Korea SC
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    • v.48 no.6
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    • pp.63-70
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    • 2011
  • A bicycle is different from vehicles in the structure that a rider is fully exposed to the surrounding environment. Therefore, it needs to make use of prior information about local weather, air quality, trail road condition. Moreover, since it depends on human power for moving, it should acquire route property such as hill slope, winding, and road surface to improve its efficiency in everyday use. Recent mobile applications which are to be used during bicycle riding let us aware of the necessity of development of intelligent bicycles. This study aims to develop a riding state (up-hill, down-hill, accelerating, braking) recognition algorithm using a low-power wrist watch type embedded system which has 3-axis accelerometer and wireless communication capability. The developed algorithm was applied to 19 experimental riding data and showed more than 95% of correct recognition over 83.3% of the total dataset. The altitude and temperature sensor also in the embedded system mounted on the bicycle is being used to improve the accuracy of the algorithm. The developed riding state recognition algorithm is expected to be a platform technology for intelligent bicycle interface system.

The difference of measurement results between the questionnaire and performance assessment of Pre-service teacher's TPACK competency (예비교사의 TPACK 역량 측정 설문과 수행평가 결과의 차이)

  • Choi, Kyeongsik;Paik, Seoung-Hey
    • Journal of The Korean Association For Science Education
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    • v.40 no.4
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    • pp.437-449
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    • 2020
  • The purpose of this study was to compare the results of the developed questionnaire and performance assessment for measuring TPACK competency of pre-service teachers. For this purpose, we developed the TPACK questionnaire for pre-service teachers. Then, through the performance assessment task and interview data related to the 'change of the moon and the celestial bodies', the TPACK competency of the pre-service teachers was analyzed and compared with the questionnaire results. The results of the questionnaire showed that PCK and TPK of the pre-service teachers were high, and the TCK and TPACK were relatively low. However, as a result of analyzing the performance assessment of pre-service teachers who showed low TPK in the questionnaire, it was found that the TPK was high. Conversely, as a result of analyzing the performance assessment of pre-service teachers who showed high TPK in the questionnaire, it was found that the TPK was low. In addition, as a result of analyzing the performance assessment of pre-service teachers who showed low TCK in the questionnaire, it was found that the TCK was very high. Conversely, as a result of analyzing the performance assessment of pre-service teachers who showed high TCK in the questionnaire, the actual TCK competency was found to be low. Although TPCK was high in the questionnaire, TPCK was found to be low through actual results of performance assessment. Through these results, it was confirmed that TPACK measurement tools measure self-efficacy rather than actual capability.