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A Study on the Classification of Unstructured Data through Morpheme Analysis

  • Kim, SungJin;Choi, NakJin;Lee, JunDong
    • Journal of the Korea Society of Computer and Information
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    • v.26 no.4
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    • pp.105-112
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    • 2021
  • In the era of big data, interest in data is exploding. In particular, the development of the Internet and social media has led to the creation of new data, enabling the realization of the era of big data and artificial intelligence and opening a new chapter in convergence technology. Also, in the past, there are many demands for analysis of data that could not be handled by programs. In this paper, an analysis model was designed and verified for classification of unstructured data, which is often required in the era of big data. Data crawled DBPia's thesis summary, main words, and sub-keyword, and created a database using KoNLP's data dictionary, and tokenized words through morpheme analysis. In addition, nouns were extracted using KAIST's 9 part-of-speech classification system, TF-IDF values were generated, and an analysis dataset was created by combining training data and Y values. Finally, The adequacy of classification was measured by applying three analysis algorithms(random forest, SVM, decision tree) to the generated analysis dataset. The classification model technique proposed in this paper can be usefully used in various fields such as civil complaint classification analysis and text-related analysis in addition to thesis classification.

A Combined Method for Rainfall-induced Landslides and Debris Flows in Regional-scale Areas (광역적 산사태-토석류 연계해석기법 제안)

  • Hong, Moonhyun;Jeong, Sangseom
    • Journal of the Korean Geotechnical Society
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    • v.35 no.10
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    • pp.17-31
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    • 2019
  • This study describes a prediction method for rainfall-induced landslides and subsequently debris flows in a regional scale areas. Special attention is given to the calculation of the propagation of debris flows by considering rainfall infiltration into soil slopes and soil entrainments by debris flows. The proposed method was verified by comparing the analytical results and the measured ones reported by the previous research. As a result, predictions and observations were quite similar in terms of the front position, the velocity, volume and momentum of debris flows. Even when applied to natural mountain slope with complicated terrain, numerical results and observations were similar. At last, the combined analysis of landslides and debris flows were conducted. The landslides prediction showed a predictive rate of about 83%, and the result of the final volume of debris flow showed an error rate of 3%. As a result, the proposed combined method for landslides and debris flows overcomes the problem of separating the landslides analysis and the debris flows simulation. Especially, the proposed method can analyze the effects of rainfall on entrainments by debris flows as well as rainfall-induced landslides and the behavior of debris flows.

The development and evaluation of curriculum for developing physician's competencies in public health (한국 공공보건의료 의사역량 개발을 위한 교육과정 개발 및 평가)

  • Kim, Sang Hyun;Park, Jeong Hun
    • Journal of agricultural medicine and community health
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    • v.45 no.4
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    • pp.194-207
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    • 2020
  • Purpose: The purpose of this study is to develop and evaluate the curriculum, that was the continuing professional development program, for cultivating physician's competencies in public health. Methods: This study was conducted through in-depth interview and survey in the frame of ADDIE, from 2 May to 30 June in 2019. Participants were 7 physicians by in-depth interview and Respondents were 46 physicians worked in public health by survey. Results: The results were analyzed and described in the frame of ADDIE model. In the stage of Analysis, physician's core competencies in public health was presented to practical education, management of organization and labor force, communication with community, and director' role of public health center in the community as core competencies by in-depth interview. The skill - knowledge-attitude competencies were highest in order in the survey for placing priority (by Borich score) of 29 core competencies. In design stage, the educational objective of curriculum was established, that is to develop the competencies of knowledge, skills, and attitude needed for physician of public health in 21th century. In development and implementation stage, it is important to decide to lecturer, to get in advance educational materials to do the maintenance and management of curriculum. In the stage of evaluation, the educational satisfaction was high on the whole and educational effect was statistically significant. Conclusions: This study was an initial study of Korean doctors, and it aims to pursue competency-based education as a continuing professional development (CPD) beyond continuing medical education (CME) including knowledge, skills, and attitudes.

Application of 3D point cloud modeling for performance analysis of reinforced levee with biopolymer (3차원 포인트 클라우드 모델링 기법을 활용한 바이오폴리머 기반 제방 보강공법의 성능 평가)

  • Ko, Dongwoo;Kang, Joongu;Kang, Woochul
    • Journal of Korea Water Resources Association
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    • v.54 no.3
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    • pp.181-190
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    • 2021
  • In this study, a large-scale levee breach experiment from lateral overflow was conducted to verify the effect of the new reinforcement method applied to the levee's surface. The new method could prevent levee failure and minimize damage caused by overflow in rivers. The levee was designed at the height of 2.5 m, a length of 12 m, and a slope of 1:2. A new material mixed with biopolymer powder, water, weathered granite, and loess in an appropriate ratio was sprayed on the levee body's surface at a thickness of about 5 cm, and vegetation recruitment was also monitored. At the Andong River Experiment Center, a flow (4 ㎥/s) was introduced from the upstream of the A3 channel to induce the lateral overflow. The change of lateral overflow was measured using an acoustic doppler current profiler in the upstream and downstream. Additionally, cameras and drones were used to analyze the process of the levee breach. Also, a new method using 3D point cloud for calculating the surface loss rate of the levee over time was suggested to evaluate the performance of the levee reinforcement method. It was compared to existing method based on image analysis and the result was reasonable. The proposed 3D point cloud methodology could be a solution for evaluating the performance of levee reinforcement methods.

Sawdust Substitution in Growth Medium of Oyster Mushroom for Using Its By-product Spent Mushroom Substrates as Ruminant Feed (수확 후 배지의 가축 사료화를 위한 느타리 생육배지 톱밥 대체재료 선발 연구)

  • Kim, Jeong-Han;Jang, Myoung-Jun
    • The Korean Journal of Mycology
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    • v.48 no.4
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    • pp.407-414
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    • 2020
  • To replace the sawdust in the growth medium of oyster mushroom to utilize its by-product spent mushroom substrates (SMS) as feed for ruminant, we performed cultivation test using cotton seed hull pellet (CSHP), corn stalk pellet (CSP), corncob (CC), and analyzed the feed chemical properties of those SMS. As a result of cultivation test, CC and CSHP treatment took 27 days for spawn run, 4 days for primordium formation, and 3 days for development fruiting bodies, resulting in a total cultivation period of 34 days. The yield per bottle was 134 g for CC treatment, similar to 130 g for control, while CSHP treatment (112 g) and CSP treatment (68 g) were lower than that of control. The highest biological efficiency (BE) was shown in CC treatment as 80.1%, which was 11.4% higher than 68.7% of control. The SMS of CC treatment had a relatively low content of neutral detergent fiber and acid detergent fiber, and in particular, lignin content was the lowest and crude protein content was the highest among other treatments. Therefore, CC as a substitute material for sawdust was capable of stable mushroom production and excellent nutritional value as a feed for its by-products.

The relationship among Korean language abilities, self-efficacy, teacher's perceptions of multi-cultural education, student-teacher attachment relationships and school adjustment for multi-cultural students (다문화가정 학생의 한국어능력과 교사의 다문화교육 인식이 자기효능감과 학생-교사 애착관계를 매개로 학교적응에 미치는 영향)

  • Tak, Hyeon-Ju;Kim, Jong Baeg;Mun, Gyeong-Suk
    • (The) Korean Journal of Educational Psychology
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    • v.28 no.1
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    • pp.23-39
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    • 2014
  • The goal of this study was to examine the relationship among students' personal variables(Korean language abilities, self-efficacy, student-teacher attachment relationships), teacher variable(perceptions of multi-cultural education) affecting on multi-cultural students' school adjustment. Structural equation modeling was performed to test the mediating role of self-efficacy and student-teacher attachment affecting multi-cultural students' school adjustment. 336 elementary students and their matching 264 elementary school teachers were participated for this study. The model fit for this study model was acceptable, =280.024, df=98, CFI=.930, RMSEA = .074. The results revealed that teacher's perceptions on multi-cultural education significantly related with student-teacher relationships. However, Korean language ability did not directly affect the school adjustment for multi-cultural background students. That is, self-efficacy and student-teacher relationships mediated between Korean language ability and school adjustment. Moreover student-teacher relationships seem to be the key mediating factor between other research variables and school adjustment. Further considerations and future directions based on results were discussed.

Frailty and its Related Factors in the Vulnerable Elderly Woman by Urinary Incontinence (지역사회 거주 여성노인의 요실금 유무에 따른 허약정도와 허약 영향요인)

  • Park, Jin Kyoung
    • 한국노년학
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    • v.37 no.4
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    • pp.893-907
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    • 2017
  • This study aimed to investigate factors affecting frailty by urinary incontinence groups among the vulnerable elderly woman in Korea. In this secondary analysis, data were collected from records for 3,251 elders registered in the Visiting Health Management program of Public Health Centers in 2012. body mass index, waist circumference, timed up & go, depression, self rated helath, walking exercise, flexibility exercise, strengh exercise and frailty were assessed. Data were analyzed using $x^2$-test, t-test, ANOVA, Pearson's correlation and stepwise regression to determine the associated factors of frailty by urinary incontinence. Depression, walking exercise, timed up & go and age were found to be factors significantly associated with frailty among the elders with incontinence(F=38.321, p<.001). Age, depression, walking exercise, self rated health and tined up & go were found to be factors associated with frailty in the elders without incontinence(F=265.666 p<.001). The findings show that frailty of elders and associated factors were different by urinary incontinence, and common factors affecting frailty were depression, walking exercise, timed up & go, age. Thus, these factors should be considered in the development of intervention program for care and prevention of frailty and program should be modified according to urinary incontinence.

High Performance Hardware Implementation of the 128-bit SEED Cryptography Algorithm (128비트 SEED 암호 알고리즘의 고속처리를 위한 하드웨어 구현)

  • 전신우;정용진
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.11 no.1
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    • pp.13-23
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    • 2001
  • This paper implemented into hardware SEED which is the KOREA standard 128-bit block cipher. First, at the respect of hardware implementation, we compared and analyzed SEED with AES finalist algorithms - MARS, RC6, RIJNDAEL, SERPENT, TWOFISH, which are secret key block encryption algorithms. The encryption of SEED is faster than MARS, RC6, TWOFISH, but is as five times slow as RIJNDAEL which is the fastest. We propose a SEED hardware architecture which improves the encryption speed. We divided one round into three parts, J1 function block, J2 function block J3 function block including key mixing block, because SEED repeatedly executes the same operation 16 times, then we pipelined one round into three parts, J1 function block, J2 function block, J3 function block including key mixing block, because SEED repeatedly executes the same operation 16 times, then we pipelined it to make it more faster. G-function is implemented more easily by xoring four extended 4 byte SS-boxes. We tested it using ALTERA FPGA with Verilog HDL. If the design is synthesized with 0.5 um Samsung standard cell library, encryption of ECB and decryption of ECB, CBC, CFB, which can be pipelined would take 50 clock cycles to encrypt 384-bit plaintext, and hence we have 745.6 Mbps assuming 97.1 MHz clock frequency. Encryption of CBC, OFB, CFB and decryption of OFB, which cannot be pipelined have 258.9 Mbps under same condition.

Flexural Performance of PHC Piles with Infilled concrete and Longitudinal Reinforcing Bars (속채움 콘크리트 및 길이방향 철근으로 보강된 PHC 파일의 휨성능)

  • Han, Sun-Jin;Lee, Jungmin;Kim, Min-Seok;Kim, Jae-Hyun;Kim, Kang Su;Oh, Young-Hun
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.25 no.3
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    • pp.77-84
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    • 2021
  • In this study, flexural tests of prestressed high strength spun concrete (PHC) piles reinforced with infilled concrete and longitudinal rebars were conducted, where the longitudinal rebar ratio and the presence of sludge formed on the inner surface of PHC pile were set as key test variables. A total of six PHC pile specimens were manufactured, and their flexural behaviors including failure mode, crack pattern, longitudinal strain distribution in a section and end slip between external PHC pile and infilled concrete were measured and discussed in detail. The test results revealed that the flexural stiffness and strength increased as the longitudinal rebar ratio became larger, and that the sludge formed on the inner surface of PHC pile did not show any detrimental effect on the flexural performance. In addition to the experimental approach, this study presents a nonlinear flexural analysis model considering compatibility conditions and strain and stress distributions of the PHC piles and infilled concrete. The rationality of the nonlinear flexural analysis model was verified by comparing it with test results, and it appeared that the proposed model well evaluated the flexural behavior of PHC piles reinforced with infilled concrete and longitudinal rebars with a good accuracy.

Development of a Self Balancing Electric Wheelbarrow (자기 균형 기능이 있는 외발 전동 손수레 개발)

  • Lee, Myung-Sub;Sung, Young-Whee
    • Journal of the Institute of Convergence Signal Processing
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    • v.21 no.1
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    • pp.21-28
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    • 2020
  • In this paper, a new type of electric wheelbarrow is proposed and developed. The developed electric wheelbarrow is equipped with an attitude reference system(ARS) sensor, which consists of 3-axis acceleration sensor and 2-axis Gyro sensor so that it can estimate pitch angle and roll angle. When an operator tilts the wheelbarrow up and down, the pitch angle is detected. The sign of the pitch angle is interpreted as the operator's intention for moving the wheelbarrow forward or backward and the controller drives the wheel of the wheelbarrow with the velocity according to the magnitude of the detected pitch angle. A cargo box of the wheelbarrow is designed to rotate and is controlled to maintain level always, so an operator can handle the electric wheelbarrow easily and safely. The wheelbarrow consists of an in-wheel motor, a DC motor, motor drives, an ARS sensor considering economical use in industrial field. Three experiments are performed to verify the feasibility and stability of the electric wheelbarrow.