• Title/Summary/Keyword: K-prototype

Search Result 4,628, Processing Time 0.033 seconds

Nearest Neighbor Based Prototype Classification Preserving Class Regions

  • Hwang, Doosung;Kim, Daewon
    • Journal of Information Processing Systems
    • /
    • v.13 no.5
    • /
    • pp.1345-1357
    • /
    • 2017
  • A prototype selection method chooses a small set of training points from a whole set of class data. As the data size increases, the selected prototypes play a significant role in covering class regions and learning a discriminate rule. This paper discusses the methods for selecting prototypes in a classification framework. We formulate a prototype selection problem into a set covering optimization problem in which the sets are composed with distance metric and predefined classes. The formulation of our problem makes us draw attention only to prototypes per class, not considering the other class points. A training point becomes a prototype by checking the number of neighbors and whether it is preselected. In this setting, we propose a greedy algorithm which chooses the most relevant points for preserving the class dominant regions. The proposed method is simple to implement, does not have parameters to adapt, and achieves better or comparable results on both artificial and real-world problems.

Study on Fault Diagnosis Method of Train Communication Network applied to the prototype Korean High Speed Train

  • Cho, Chang-Hee;Park, Min-Kook;Kwon, Soon-Man;Kim, Yong-Ju;Kim, Sung-Shin
    • 제어로봇시스템학회:학술대회논문집
    • /
    • 2003.10a
    • /
    • pp.2169-2173
    • /
    • 2003
  • The development project of Korean High Speed Train (KHST) was started in 1996. As a national research project, the KHST project aims for a development of the next generation prototype train that has a maximum speed of 350 km/h. The development process of prototype KHST including 7 vehicles was completed last year and currently the prototype train is on its way of test running over the test track with gradually increased speed. The prototype KHST uses the real time network called TCN (Train Communication Network) for exchanging information between various onboard control equipments. After 10 years of development and modification period, TCN was confirmed as international standard (IEC61375-1) for the electrical railway equipment train bus. In the prototype KHST, all major control devices are connected by TCN and exchange their information. Such devices include SCU (Supervisory Control Unit), ATC (Automatic Train Control), TCU (Traction Control Unit), and so forth. For each device that sends and receives data using TCN, a device has to find out whether TCN is in normal or failure state before its data exchange. And also a device must have a proper method of data validation that was received in a normal TCN state. This is a one of the major important factors for devices using network. Some misleading information can lead the entire system to a catastrophic condition. This paper briefly explains how TCN was implemented in the prototype KHST train, and also shows what kind of the fault diagnosis method was adopted for a fail safe operation of TCN system

  • PDF

Recent improvements in display image qualities of CNT FEDs

  • Chi, Eung-Joon;Chang, Cheol-Hyeon;Lee, Chun-Gyoo;Choe, Deok-Hyeon
    • 한국정보디스플레이학회:학술대회논문집
    • /
    • 2006.08a
    • /
    • pp.137-140
    • /
    • 2006
  • The prototype of the field emission display with carbon nanotube emitter is developed in this study. To improve the brightness and color gamut of the prototype, new phosphor material, $SrGa_2S_4:Eu$, is adopted instead of conventional CRT-green phosphor. By replacing the green phosphor, the prototype shows significant improvements in the brightness and color gamut. At the anode voltage of 7 kV and the anode current of $2{\sim}3\;{\mu}A/cm^2$ the brightness is higher than $600\;cd/m^2$. The luminous efficiency of the prototype is about 7.7 lm/Watt.

  • PDF

Development of a Wheel Type Locomotive Mechanism Using Micro motor for a Capsule-Type Endoscope (모터를 이용한 바퀴형 체내이동 메커니즘의 개발)

  • Lee, Young-Jae;Kim, Byung-Kyu;Lim, Young-Mo;Park, Jong-Oh;Hong, Yeh-Sun;Kim, Soo-Hyun
    • Proceedings of the KSME Conference
    • /
    • 2001.06b
    • /
    • pp.289-294
    • /
    • 2001
  • The two prototypes of a Wheel Type Locomotive Mechanism Using Micro motor for a Capsule-Type Endoscope are outlined and realized. Basic concept of these mechanisms is to use a rod-shaped wheel, with which these mechanisms can go over the haustral folds inside colon. The actuator of Prototype I is geared dc motor and the actuator for steering is Shape Memory Alloy. Prototype I goes through the whole area of colonoscopy training model. Prototype II can not only go forward and backward, but also be steerable with 2 geared dc motors. Prototype II goes through dead pig colon.

  • PDF

Development of a Prototype S-100 Data Model (프로토타입 해사데이터 모델 개발)

  • Kang, Namseon;Son, Gumjun;Jeong, Yujun;Kim, Hyejin
    • Journal of the Korean Society of Marine Environment & Safety
    • /
    • v.24 no.5
    • /
    • pp.527-536
    • /
    • 2018
  • In this paper, we developed a prototype model accident management SMART-Navigation project. In order to develop a prototype model, we analyzed the status of maritime data exchange standard and procedure. We developed accident management prototype application schema, feature catalog and portrayal catalog in accordance with S-100 standard data model development procedure by collecting requirements related services and referring to related standards. In order to verify accident management prototype model, we test data set based on Gwang-yang Port. The prototype model and test data verified verification software, and it was confirmed that the designated symbol was displayed at the correct position through the S-100 simple viewer.

Assessment of the Wearing Comfort of Clothing for the Elderly Women by EEG and ECG Analyses (뇌파·심전도 분석을 통한 노년기 여성의 의복 착용 쾌적성 평가)

  • Bang, Ha Yeon;Kim, Hee Eun
    • Fashion & Textile Research Journal
    • /
    • v.14 no.6
    • /
    • pp.1010-1017
    • /
    • 2012
  • This study examined the clothing wearing comfort of elderly women by electroencephalogram (EEG) and electrocardiogram (ECG) analyses. This study utilized 7 elderly individuals aged 65 or more. Two kinds of clothing ensemble (control and prototype) were used as experimental clothing. The control consisted of a general clothing ensemble and the prototype consisted of clothing that added an extra gap. Subjects wore the control or prototype from 9:00 to 21:30 and EEG and ECG signals were measured in the last 30 minutes. The EEG analysis showed that relative band power of a and ${\alpha}$/high ${\beta}$ were higher when they wore the prototype rather than the control. The ECG analysis showed that absolute band power of HF was higher; however, absolute band power of LF and LF/HF was lower when they wore the prototype rather than the control. Subjects felt less stressful and more comfortable when they wore the prototype. The results demonstrate the necessity to develop clothing in consideration of the body changes in elderly women. It is significant that the assessment of wearing comfort was aided by the use of EEG and ECG analysis in the field of clothing and textiles.

Assessment of the Clothing Wear Comfort for Elderly Women based on Rectal Temperature, Melatonin and Cortisol Analyses (직장온·멜라토닌·코티졸 분석을 통한 노년기 여성의 의복 착용 쾌적성 평가)

  • Bang, Ha Yeon;Kim, Hee Eun
    • Fashion & Textile Research Journal
    • /
    • v.15 no.2
    • /
    • pp.277-285
    • /
    • 2013
  • This study examines the wearing comfort of elderly women through a physiological analysis based on rectal temperature and biochemical analysis with salivary melatonin and cortisol. This study was conducted on 7 elderly women aged 65 or over. Two kinds of clothing ensemble (control and prototype) were used as experimental clothing. The control clothing was a general clothing ensemble and the prototype clothing lowered clothing pressure by adding an extra gap. The experimental schedule included daily living activities with randomly assigned experimental clothing. Rectal temperature was constantly measured every 5 minutes during the experiment and saliva samples for melatonin and cortisol were collected twice per day before and after sleep. The rectal temperature was lower for the prototype than the control throughout the experiment, and its circadian rhythm was prompt and clear in prototype. In addition, melatonin was secreted more but cortisol was secreted less when the subjects wore the prototype clothing. With these results, we assumed that regular circadian rhythm and low level of stress might be caused by wearing prototype clothing that lowered clothing pressure. The results demonstrate the necessity to develop clothing that considers body changes in elderly women.

A Functional Design of Auto Mechanic's Coverall (자동차 정비 작업복의 기능적 디자인 연구)

  • Kim, Young-Hee
    • Journal of the Korean Society of Clothing and Textiles
    • /
    • v.31 no.4 s.163
    • /
    • pp.531-539
    • /
    • 2007
  • The purpose of this article was to determine how the current auto mechanic's coverall restricts movements, to develop prototype coverall, and finally, to improve working efficiency. To investigate the problem and complaint of current coveralls, 35 mechanics were interviewed. Video captured method was used to analyze the representative movement. Based on the previous investigation, the prototype coverall was developed. Pleats and band were inserted on each side of the back, under the armhole, and the back waist area for flexibility. To analyze the mobility of current and prototype coveralls objectively, range-of-motion of selected movements was measured by Leighton flexometer and goniometer. Also, wearer acceptability scale was tested to investigate subjective preference of current and prototype coveralls. As subjects, 10 auto mechanics were participated. Order of testing was randomized. ANOBA and LSD were used for statistical analysis. As a results, prototype coverall was significantly different from current coverall at all test movements. Also, prototype coverall was significantly different from current coverall at 13 scales among 23 subjective scales. The results identified that prototype coverall design improved auto mechanic's body movement and subjective acceptability.

Development of Walking Type Chinese Cabbage Transplanter (보행형 배추정식기 개발)

  • Park S. H.;Kim J. Y.;Choi D. K.;Kim C. K.;Kwak T. Y.;Cho S. C.
    • Journal of Biosystems Engineering
    • /
    • v.30 no.2 s.109
    • /
    • pp.81-88
    • /
    • 2005
  • Manual transplanting Chinese cabbage needs 184 hours per ha in Korea. Mechanization of Chinese cabbage transplanting operation has been highly required because it needs highly intensive labor during peak season. This study was conducted to developed walking-type Chinese cabbage transplanter. In order to find out design factor of the transplanter, a kinematic analysis software, RecurDyn, was used. The prototype was tested in the circular soil bin and its operating motion was captured and analyzed using high speed camera system. Prototype was one row type which utilized original parts of engine, transmission and etc. from walking-type rice transplanter in order to save the manufacturing cost. Success ratio of pick-up device of hole-pin type and latch type were $96.0\%$ and $99.2\%$, respectively. which was highly affected by feeding accuracy of feeding device of seedling. Transplanting device of the prototype produced a elliptic loci which were coincident with those produced by the computer simulation. Prototype proved good performance in transplanting with mulching and without mulching operation, either. Working performance of prototype was 22 hours per ha and operation cost of the prototype was 961,757 won per ha. So, it would reduce $88\%$ of the labor and $29\%$ of operation cost.

Development of Dry Paddy Seeder of Strip Tillage (부분경운 건답직파기 개발)

  • 박석호;이동현;김학진;이채식;곽태용;조성찬
    • Journal of Biosystems Engineering
    • /
    • v.27 no.1
    • /
    • pp.25-32
    • /
    • 2002
  • This study was conducted to develop a dry paddy seeder of strip tillage. The prototype is 8 rows drill seeder, which is composed of a strip tillage, sowing and fertilizing device, and pressing wheels to do the strip tillage, sowing, fertilizing, and draining ditch, simultaneously. The performances of prototype was evaluated through the investigation of fuel consumption, tillage torque, ratio of soil breaking, and economical efficiency and the results were compared with these of a dry paddy seeder that needs whole tillage. According to the USDA textural classification, the experiment field was composed of sandy loam which consisted of 56.8 of sand, 30.2 of silt and 13.0 % of clay, respectively. Its hardness ranged from 952 to 1,673 kPa depending on the soil depth, and its soil moisture content was 24.9%(d. b.) Fuel consumption of the prototype was 5,015g/hr at 2,000 rpm of engine, which was consequently 64% smaller than that of the conventional dry paddy seeder. For the tillage torque, it ranged from 132 to 206N$.$m depending on the tillage pitch, which was 10∼30% smaller than that of the conventional dry paddy seeder. The ratio of soil braking of the prototype was 87∼98%, whereas that of the conventional dry paddy seeder was 80∼97%. The working performance of the prototype was surveyed to be 3.8hours/ha, which was about 5 times higher than that of the conventional dry paddy seeder. The cost reduction of 26.3% was obtained by using the prototype.