• Title/Summary/Keyword: IT Technique

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Design and Implementation of the Ensemble-based Classification Model by Using k-means Clustering

  • Song, Sung-Yeol;Khil, A-Ra
    • Journal of the Korea Society of Computer and Information
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    • v.20 no.10
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    • pp.31-38
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    • 2015
  • In this paper, we propose the ensemble-based classification model which extracts just new data patterns from the streaming-data by using clustering and generates new classification models to be added to the ensemble in order to reduce the number of data labeling while it keeps the accuracy of the existing system. The proposed technique performs clustering of similar patterned data from streaming data. It performs the data labeling to each cluster at the point when a certain amount of data has been gathered. The proposed technique applies the K-NN technique to the classification model unit in order to keep the accuracy of the existing system while it uses a small amount of data. The proposed technique is efficient as using about 3% less data comparing with the existing technique as shown the simulation results for benchmarks, thereby using clustering.

DNN-based LTE Signal Propagation Modelling for Positioning Fingerprint DB Generation

  • Kwon, Jae Uk;Cho, Seong Yun
    • Journal of Positioning, Navigation, and Timing
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    • v.10 no.1
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    • pp.55-66
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    • 2021
  • In this paper, we propose a signal propagation modeling technique for generating a positioning fingerprint DB based on Long Term Evolution (LTE) signals. When a DB is created based on the location-based signal information collected in an urban area, gaps in the DB due to uncollected areas occur. The spatial interpolation method for filling the gaps has limitations. In addition, the existing gap filling technique through signal propagation modeling does not reflect the signal attenuation characteristics according to directions occurring in urban areas by considering only the signal attenuation characteristics according to distance. To solve this problem, this paper proposes a Deep Neural Network (DNN)-based signal propagation functionalization technique that considers distance and direction together. To verify the performance of this technique, an experiment was conducted in Seocho-gu, Seoul. Based on the acquired signals, signal propagation characteristics were modeled for each method, and Root Mean Squared Errors (RMSE) was calculated using the verification data to perform comparative analysis. As a result, it was shown that the proposed technique is improved by about 4.284 dBm compared to the existing signal propagation model. Through this, it can be confirmed that the DNN-based signal propagation model proposed in this paper is excellent in performance, and it is expected that the positioning performance will be improved based on the fingerprint DB generated through it.

Evaluation of O-MAR XD Technique for Reduction of Magnetic Susceptibility Artifact of Knee Implant (인공 무릎관절에서 자화율 인공물의 감소를 위한 O-MAR XD 기법의 평가)

  • Lee, Jung-Hoon
    • Journal of radiological science and technology
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    • v.41 no.5
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    • pp.413-419
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    • 2018
  • Magnetic Resonance Imaging for patients with metallic implant has poor image quality, and signal loss and artifacts including distortion can occur. The purpose of this study is to carry out a comparative evaluation on high receive bandwidth(hiBW), O-MAR, O-MAR XD to reduce artifacts in knee implant. To take MRI, 3.0T scanner and dual-source radiofrequency transmission were used. O-MAR XD technique's strong option showed a significant difference (p<0.001) with O-MAR XD technique's weak option, O-MAR and hiBW excluding the medium option. O-MAR XD's medium option had a significant difference (p<0.01) with O-MAR XD's weak, O-MAR and hiBW. O-MAR XD technique's weak option had a significant difference (p<0.01) with O-MAR XD's strong and medium options, O-MAR and hiBW. O-MAR technique had a significant difference (p<0.001) with strong, medium, weak options of O-MAR XD technique except for hiBW. HiBW had a significant difference (p<0.001) with strong, medium and weak options of O-MAR XD technique except for O-MAR. The results showed that O-MAR XD technique was more useful for MRI scan for patients with knee replacement surgery than traditional techniques such as hiBW or O-MAR, and susceptibility artifacts decreased more when O-MAR XD technique's strong or medium option was applied. Based on the results above, it is considered that it will be possible to acquire images whose susceptibility artifacts were highly decreased by using O-MAR XD technique's strong or medium option when conducting MRI for artificial knee joint and it will be helpful for checking and monitoring patients with knee joint replacement.

The Types and Characteristics of Golden Decoration Technique used in the Costumes of Chosun Dynasty Era (조선시대 복식에 사용된 금장식 기법의 유명과 특성)

  • Jang Hyun-Joo;Ko Soon-Hee
    • Journal of the Korean Society of Costume
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    • v.56 no.4 s.103
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    • pp.82-95
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    • 2006
  • The purpose of this study is to figure out the types and characteristics of golden decoration technique out of various techniques of expressing patterns on the costumes. This study reviews both costumes decorated with gold in the relics of Chosun dynasty and literatures focused on domestic and Chinese documents and records. The types of decoration technique using gold include JigGeum (brocade technique), InGeum (gold powder and flake attaching technique), and GeumSaJaSu (embroidery technique). The JigGeum is weaved using golden thread instead of silk thread in order to express patterns. The InGeum technique is to attach gold or silver powder or thin gold or silver flake on the surface of the fabric. The GeumSaJaSu technique is to embroider with gold thread on fabrics. 82 pieces of costumes made using gold in Chosun dynasty era are analyzed. The results follows; In terms of types of technique, is shown to take the majority; JigGeum (43.90%), InGeum (30.49%), GeumSaJaSu (23.61%). Looking at the patterns used by the types, plant pattern and letter pattern are mostly used for both the JigGeum and the inGeum. In terms of the characteristics by their uses, the InGeum is used for court dresses (52%). It is also used for ordinary dresses (12%) and for other purposes (36%). It is mostly used in the court dresses in the late period of Chosun dynasty era. The JigGeum is used for ordinary dresses (47.22%), for court dresses (44.44%) and for other purposes (8.34%). It is evenly used for court dresses and ordinary dresses.

Fundamental Study on the Improvement of the Educational Contents for the Presentation Technique in Interior Design (실내디자인 표현기법 교육내용 개선에 관한 기초 연구)

  • 이미경
    • Korean Institute of Interior Design Journal
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    • v.13 no.1
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    • pp.3-10
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    • 2004
  • The subject on presentation technique is the class which helps to develop the capability of sensual and creative acts to the students who major in interior design. It helps to understand plasticity and space through the theory of the light and the object, and to develop the capability which realizes one's idea to the actual and visual formations. It also enable the students to explain their designs to the customers by studying the technique which transfers 2D diagram to 3D presentation. Because of these objectives of the class, the departments which major in interior design in Korea consider the class on presentation technique as one of the mun subjects in basic curriculum. However, most of the textbooks related to the presentation technique published in Korea are in the lack of original characteristics for the field of domestic interior design since they refer to or employ the contents of architectural field by directly translating foreign articles. In addition, most of the classes on the presentation technique are taught not by professors but by lecturers so that the class objectives may be varied by their standards for the class. Therefore, it is not easy for each department to set up the one's own characteristics in the field of presentation technique. This study is to analyze the problems in the subjects of presentation technique by investigating the current situations for the subjects on presentation technique in domestic colleges and by surveying the personnels engaged in the field of domestic interior design. Also, the study has the objective to propose the development plan of educational program for the presentation technique in order to enable the student to effectively work in real business.

Analysis of oral radiography practice (구강방사선 실습내용에 관한 분석)

  • Ahn, Geum-Sun;Kim, Hyo-Jeong
    • Journal of Korean society of Dental Hygiene
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    • v.11 no.5
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    • pp.783-790
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    • 2011
  • Objectives : The purpose of this study was to examine students' difficulties in the process of oral radiography practice, to raise awareness of the importance and necessity of oral radiography and decipher, and to provide some information on effective ways of oral radiography practice. Methods : The subjects in this study were 285 dental hygiene students at K college, who included 153 sophomores and 132 graduates-to-be from June to November, 2010. Results : 1. The parts of the anatomy structure that they found it most difficult to decipher were maxillary molar(25.3%) and lower molar(22.1%). 2. They made during oral radiography was an improper film positioning(35.1%). 3. The part of bisecting technique was adjusting vertical and horizontal angles(53.0%). 4. The part of paralleling technique was positioning XCP in the oral cavity(44.2%). 5. The part of bite-wing technique was adjusting vertical and horizontal angles(38.2%). 6. The part of occlusion technique was positioning film and tube head(36.5%). 7. The part of panorama technique was finding out program setting(42.5%). Conclusions : The findings of the study indicated that in terms of anatomy structure decipher, it's especially difficult to decipher maxillary molar and lower molar, and that film positioning was difficult to do in the process of oral radiography. What difficulties they faced in applying each kind of oral radiography techniques and which part of the oral cavity they found it hard to radiograph were analyzed as well in this study. Given the findings of the study, more intensive practice is required to help students to acquire accurate oral radiography techniques to ensure their successful job performance in the future.

A Study on the Urban Transit Vehicle Reliability Improvement Method using Quality Control Technique (품질관리기법을 이용한 도시철도차량 신뢰도 향상방안 연구)

  • Park, Kee-Jun
    • Proceedings of the KSR Conference
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    • 2011.05a
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    • pp.860-869
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    • 2011
  • It is very important that reduce the maintenance cost and extend life time of the urban transit EMU through effective maintenance method research. The maintenance cost of the urban transit EMU shares 60%~70% of it's life cycle cost. It means that the maintenance cost is bigger than the introduction cost of the urban transit EMU. In this study, I introduces a quality control technique to improve the urban transit vehicle reliability. I suggest the control chart using quality control technique. And the control charts apply to the Static Inverter of EMU.

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CORRELATION ANALYSIS METHOD OF SENSOR DATA FOR PREDICTING THE FOREST FIRE

  • Shon Ho Sun;Chi Jeong Hee;Kim Eun Hee;Ryu Keun Ho;Jung Doo Yeong;kim Kyung Ok
    • Proceedings of the KSRS Conference
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    • 2005.10a
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    • pp.186-188
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    • 2005
  • Because forest fire changes the direction according to the environmental elements, it is difficult to predict the direction of it. Currently, though some researchers have been studied to which predict the forest fire occurrence and the direction of it, using the remote detection technique, it is not enough and efficient. And recently because of the development of the sensor technique, a lot of In-Situ sensors are being developed. These kinds of In-Situ sensor data are used to collect the environmental elements such as temperature, humidity, and the velocity of the wind. Accordingly we need the prediction technique about the environmental elements analysis and the direction of the forest fire, using the In-Situ sensor data. In this paper, as a technique for predicting the direction of the forest fire, we propose the correlation analysis technique about In-Situ sensor data such as temperature, humidity, the velocity of the wind. The proposed technique is based on the clustering method and clusters the In-Situ sensor data. And then it analyzes the correlation of the multivariate correlations among clusters. These kinds of prediction information not only helps to predict the direction of the forest fire, but also finds the solution after predicting the environmental elements of the forest fire. Accordingly, this technique is expected to reduce the damage by the forest fire which occurs frequently these days.

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A Study on the Evaluation of Building Exterior Design Applied to Repertory Grid Developmental Method - Focused on Small Exhibition Buildings - (레퍼토리 그리드 발전 수법을 적용한 건축물 외관 디자인 평가에 관한 연구 - 소규모 전시 건축물을 중심으로 -)

  • 윤갑근;정사희;이종영
    • Korean Institute of Interior Design Journal
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    • no.26
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    • pp.26-34
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    • 2001
  • The problems with the small exhibition buildings such a small gallery and art center recently constructed did not make the characteristics of the place specifying and did not form a big flow in the line of urban connection. Also it was deficient in the image like a cultural space because of the commercial aspects of the individual buildings. According to this view, this study is to evaluate the exteriors of the small exhibition buildings that the public prefers on the psychological side as a design theory and then, it is to present the direction of desirable form constitution hereafter. In the design of the small exhibition buildings exterior that the public must prefers, the principles and techniques of constitution that operate are the most initiative as follows. As for the principles of unity in the constitution of the small exhibition buildings exterior that the public prefers, Eigen Value is 7.573 and the explanatory force takes 21.637% at the top and it plays a leading role. In the comparison of the appearance, it shows that it is a factor with the largest specific gravity. The next factors were grouped in good order: the balance, ornamental technique, change, shipping technique, rhythm, harmony, symbolic technique, area technique and adding technique. As a result, in the design of the small exhibition buildings exterior, the architects have to constitute the principles of balance, change, rhythm and harmony by most of the unity and the symbolic technique and form technique by most of the ornamental techniques harmoniously and have to give Identity like exhibition buildings.

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The Effect of Applying Stress Cognitive Alteration Technique to Air Force Pilot (스트레스 인식변화기법의 공군 조종사 적용 효과)

  • Kwon, Oh-young
    • Journal of the Korean Society for Aviation and Aeronautics
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    • v.26 no.3
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    • pp.77-86
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    • 2018
  • Stress is the main source of a human error or can potentially contribute to it. Recently, the rate of accidents which is associated with human factors among the total aircraft accidents is showing a tendency of gradual increase. In order to prevent the accidents related to human factors, stress mitigation of the mission personnel is highly required. In this study, a 'stress cognitive alteration' technique, which is one of the stress relief methods, is applied to the Air Force pilots to verify if the technique is effective in reducing stress. The 'stress cognitive alteration' technique is comprised of two parts: a positive function of stress and a process to positively alter the physical, psychological response to stress. As a result of the application, it is found that this technique has an effect of reducing stress of the pilots under a relatively high level of stress.