이 연구의 목적은 머신러닝 분석방법을 활용하여 대학생의 소속 학과 만족도에 영향을 미치는 주요 요 인을 분석하여 대학생의 진로지도와 중도탈락 예방 관련 정책 및 제도 수립을 위한 기초 연구 자료를 제 공하기 위함이다. 이를 위해 한국교육고용패널 􎟯(KEEP 􎟯)자료의 4년제 대학 진학생 1,298명을 연구대 상으로 머신러닝 분석방법인 로지스틱 회귀분석과 랜덤포레스트 방법을 통하여 분석을 진행하였다. 주요 분석 결과는 다음과 같다. 첫째, 대학 입학년도에는 대학 생활 관련 변수 이외에도 고등학교 재학 시기 및 고등학교 졸업 후 진로 계획과 관련한 설명변수들이 중요도 상위 10개 항목 중 상당수를 차지하였으며, 입학년도와 졸업년도를 제외한 기간에는 전공 학습과 진로활동에 대한 변수들이, 졸업년도에는 취업준비 및 교육훈련 경험 등이 로지스틱 회귀분석과 랜덤포레스트 분석 결과에서 공통적으로 높은 중요도를 기록하였다. 둘째, 두 분석방 법에 따른 학년별 중요도 상위 10개 변수의 일치도는 63.3%로 나타났다. 셋째, 로지스틱 회귀분석과 달리 랜덤포레스트 분석에서는 설문의 응답자가 다수의 척도를 사용하여 응답한 설명변수들이 중요도 상위 10 개 설명변수에 포함된 경우가 상대적으로 많았다. 이 연구는 교육패널 자료를 단일 분석방법이 아닌 두 가지 머신러닝 방법을 사용하여 공통 요소를 도출하고, 결과의 비교를 시도했다는 점에 의의가 있다.

ICT 산업의 글로벌 시장을 선점할 수 있는 다음 세대의 개발이 필요한 상황이 일어남에 따라 웨어러블 디바이스 의 생체 신호 모니터링에 대한 관심이 크게 증가하고 있다. 이에 따라 본 연구에서는 히스테리시스가 적은 E-Band를 사용하여 단일벽 탄소나노튜브(SWCNT) 분산 용액에 함침 공정을 통해서 저항형 직물 인장 센서(Resistive textile strain sensor)를 개발하였다. 전기전도성이 부여된 e-band에 저항 신호를 측정하기 위해 만능재료시험기(UTM)과 Microcontroller unit인 아두이노와 LCR 미터를 이용해서 인장의 변화에 따른 저항 변화를 측정하였다. 원단으로 이 루어진 텍스타일 스트레인 센서의 특성상 발생하는 다양한 노이즈들을 효과적으로 처리하기 위하여 신호처리 과정 (Signal processing)의 노이즈 필터링의 이동평균 필터, 사비츠키-골레이 필터, 중앙값 필터들을 사용하여 센서의 필 터 성능을 평가하였다. 그 결과 이동평균 필터의 필터링 결과의 신뢰도가 최소 89.82%, 최대 97.87%으로 이동평균 필터링이 텍스타일 스트레인 센서의 노이즈 필터링 방식으로 적합하였다.

In this study, the appropriate unit cost in grassland establishment was redeveloped by the grassland establishment method and work criteria. The grassland establishment method was divided into tillage establishment (all logging) and no-tillage establishment (all logging and partial logging). The price for the work criteria by the establishment method was presented for each permission/authorization and establishment work. In permission/authorization for grassland establishment, the cost of each work criteria was of environmental impact (small scale environmental impact) assessment, disaster impact assessment, cadastral serving fee, forest survey, and connection fee for control of mountainous districts. In establishment was of logging, cleaning/gruffing, plowing/soil preparation, seeding, fertilization, livestock manure compost, seed, herbicide, labor cost (fertilizer, seed and herbicide), soil consolidation, cattle trail, and fence. The unit cost of grassland establishment was KRW 115,894,212 for the tillage establishment, and KRW 110,281,572 and KRW 106,680,122 for the all and partial logging of the no-tillage establishment, respectively. The current study redeveloped the establishment method, work criteria, and estimation of the unit cost of grassland establishment. It can be usefully used to carry out government projects to support related to establishment and maintenance of grassland.

Recently, due to the change to SASB(Sustainability Accounting Standards Board) and GRI(Global Reporting Initiative) Standards 2021, the paradigm for non-financial information disclosure is changing significantly, with the number of ESG topics and indicators that must be disclosed by industry from an autonomous material topic selection method. This study revealed that the number of compulsory topics in the oil and gas industry by GRI standards 2021 is up to 2.4 times higher than the average number of material topics disclosed when domestic companies publish sustainability reports using GRI Standards 2020. In the oil and gas industry, I analyzed the similarities and differences between the GRI standards 2021 and the ESG topics covered by SASB by environmental, social, economic, and governance areas. In addition, the materiality test process, which is different in GRI standards 2021, is introduced, and the issues included in the following 10 representative ESG-related initiatives are summarized into 62 and suggested improvement plans for materiality test used in the topic pool.

In this study, Noise was measured and its frequency size and characteristics were analyzed in office spaces. In order to improve the noise environment, the sound masking technology was used to extract and apply pink noise-based sound masking content suitable for it to obtain a noise reduction effect by improving the noise environment. As a result of this study, We think that the problem of spatial noise can be further improved and changed by mixing these sound masking systems as noise blocking facilities through appropriate harmony with interior facilities from architectural acoustics to construction. It was confirmed that there is an effect of improving the noise environment not only for blocking or improving external inflow noise, but also for various noises generated indoors, such as call centers.

This study examines the effects of different cooking methods (stir-frying, steaming, superheated-steaming) on the contents and the true retention of moisture, water-soluble vitamins, and bioactive compounds of ten selected vegetables: broccoli, brussels sprout, cabbage, eggplant, green bean, onion, red cabbage, red onion, squash, and tomato. The total color difference (ΔE) values were decreased after stir-frying the samples, except for eggplant, green bean, and tomato. The true retention of water-soluble vitamins (B1, B2, B3, and C) was increased in most vegetables after superheated-steaming, as compared to steaming and stir-frying. Moreover, compared to the uncooked vegetables, a higher true retention of total polyphenol and flavonoid was obtained for most vegetables subsequent to superheated-steaming. Total anthocyanin content was detected only in eggplant, red cabbage, and red onion, and a smaller loss of anthocyanin was determined after subjecting red cabbage to superheated-steaming. Also, the free radical scavenging activities were higher in superheatedsteaming vegetables, except in eggplant and squash. These results indicate that superheated-steaming induces a positive effect for retaining water-soluble vitamins and functional components of vegetables.

El sistema verbal en español no solo expresa el tiempo sino tambiénel aspecto y el modo a través de diversas conjugaciones, por consiguiente, es un sistema muy difícil de adquirir para los alumnos coreanos. En este artículo, desde el punto de vista de gramática pedagógica hemos propuesto unas medidas de instrucción basadas en la gramática cognitiva que puedan aplicarse en el aula. En primer lugar, es útil presentar el esquema cognitivo de varios tiempos verbales en una imagen. En segundo lugar, la perfectividad es una propiedad importante en el tiempo pasado español, mientras que la probabilidad es importante en el tiempo futuro. En tercer lugar, los grados de probabilidad pueden clasificarse como conjeturas o hipótesis y se representan por los tiempos futuros de indicativo como el futuro simple, el futuro perfecto, el condicional simple y el condicional perfecto en las oraciones principales, así como los tiempos de subjuntivo en las oraciones subordinadas. Finalmente, es necesario tener en cuenta que el modo subjuntivo refleja la actitud no asertiva del hablante a nivel pragmático, una construcción que no se realiza en coreano sintácticamente.

국내 유통되는 반려동물 사료의 살모넬라 분석시 증균 배양법, 효소면역기법에 의한 분석, 종 특이 primer를 활 용한 PCR 방법을 활용하여 비교 평가하였다. 시료 175점 Salmonella spp. 검출 결과 증균배양법 및 종 특이 primer를 활용한 PCR 방법에 의한 검출 방법에서 2점의 시료(육포, 옥수수 글루텐)가 양성으로 확인되었고, 효소면역기법에 의한 검출방법에서는 1점의 시료(옥수수 글루텐)가 양성 으로 확인되었다. 증균배양법 및 효소면역기법에 의한 검 출방법에 비해 종 특이 primer를 활용한 PCR 방법을 적 용 할 경우 시료에서 분리된 균주의 종(species) 판별이 가 능하였다.

N-nitrosodimethylamine (NDMA) is a potent carcinogen that is frequently detected nitrosamine from water chloramination. This study investigated the occurrence of NDMA and its potential precursor, ranitidine (RNT), in four wastewater treatment plants (WWTPs). Additionally, the effects of chloramination methods and oxidative pretreatment on the NDMA formation potential (FP) were assessed. Concentration levels of NDMA in the WWTPs waters ranged from 2.5 (detection limit) to 72.6 ng/L, while RNT values ranged from 1.32 to 186.9 ng/L. Further study indicated that the NDMA-FPs from chloraminated wastewaters varied between 36.2 and 227.8 ng/L. Nonetheless, chloramination methods and oxidative pretreatment significantly impacted the NDMA-FP levels. For example, breakpoint chlorination and stepwise chloramination promoted NDMA-FP when compared to preformed chloramination, which could be attributed to the formation of dichloramine and chlorine species. In contrast, prechlorination was found to effectively mitigate NDMA-FP, based on integrated ultraviolet (UV) irradiation. Notably, UV irradiation with free chlorine (UV/Cl2) or permanganate (UV/MnO4 -) reduced NDMA-FP by up to 70%. This study suggests that UV/MnO4 - and UV/Cl2 may be used as alternative mitigation strategies for reducing nitrosamine-FP in the water treatment process.

PURPOSES : In this study, a method for evaluating concrete bridge deck deterioration using three-dimensional (3D) ground penetrating radar (GPR) survey data and its in situ application are discussed. METHODS : Field surveys are conducted on two bridges in Yongsan-gu (Bridge A) and Seodaemun-gu (Bridge B) in Seoul using 3D GPR. The obtained survey data are used to calculate the dielectric constant map of each bridge using the extended common midpoint method. In addition, random points on both bridges are selected for the chloride content test in accordance with the KS F 2713 standard. The results from the dielectric constant map and chloride content test are compared. RESULTS : For Bridge A, it is discovered that the percentage of sections with a dielectric constant of 5.0 or less is 1.57%, whereas that above 5.0 is 98.43%; this indicates that the percentage of deteriorated sections for Bridge A is low. Meanwhile, for Bridge B, the dielectric constants calculated for the entire bridge exceed 5.0, which suggests no deterioration for Bridge B. Moreover, all the points selected for the chloride content test have less than 0.15% chloride content and have dielectric constants ranging from 5.0 to 7.0, which are favorable condition for the bridge deck. CONCLUSIONS : The analysis results of the dielectric constants of the concrete bridge deck obtained from the 3D GPR system are consistent with the actual chloride content results. Furthermore, additional verification of this method through field surveys on bridge sections with severe deterioration is highly recommended for future improvements.