The entire industry is increasing the use of big data analysis using artificial intelligence technology due to the Fourth Industrial Revolution. The value of big data is increasing, and the same is true of the production technology. However, small and medium -sized manufacturers with small size are difficult to use for work due to lack of data management ability, and it is difficult to enter smart factories. Therefore, to help small and medium -sized manufacturing companies use big data, we will predict the gross production time through machine learning. In previous studies, machine learning was conducted as a time and quantity factor for production, and the excellence of the ExtraTree Algorithm was confirmed by predicting gross product time. In this study, the worker's proficiency factors were added to the time and quantity factors necessary for production, and the prediction rate of LightGBM Algorithm knowing was the highest. The results of the study will help to enhance the company's competitiveness and enhance the competitiveness of the company by identifying the possibility of data utilization of the MES system and supporting systematic production schedule management.

본 연구는 소맥 위주 사료에 xylanase 효소제의 첨가가 육성돈의 사양성적, 영양소 소화율, 혈액성상, 분 중 휘발 성 지방산 및 암모니아성 질소 농도에 미치는 영향을 알 아보기 위하여 실시하였다. 총 192두(4처리, 8반복, 반복당 6두)의 육성돈(25.14±0.11 kg)을 공시하여 xylanase 첨가수 준(0, 0.0125, 0.025, 0.0375%)으로 6주간 사양시험을 실시 하였다. xylanase의 첨가수준이 증가함에 따라 전체 사양 구간에서의 일당증체량(ADG), 일일사료섭취량(ADFI) 및 사료요구율(FCR)이 유의적으로 개선되는 효과를 나타냈 다(p<005). 영양소 소화율에 있어서, xylanase 첨가수준이 증가함에 따라 phase Ⅰ에서는 건물 및 에너지, phase Ⅱ 에서는 조단백질 소화율이 유의적으로 개선되었으며, 또 한 육성돈의 혈중 GLU 농도는 사료 내 xylanase의 첨가 수준이 증가함에 따라 유의적으로 증가하는 효과를 보였 다(p<0.05). 반면에, 휘발성 지방산 및 암모니아성 질소 농 도에서 xylanase의 유의적인 첨가효과는 나타나지 않았다 (p>0.05). 결론적으로, 소맥 위주의 사료 내 xylanase의 첨 가는 육성돈의 사양성적, 영양소 소화율 및 혈중 GLU 농 도를 증가시키는데 긍정적인 효과를 보였으며, 육성돈 사 료내 소맥을 주원료로 사용할 경우 xylanse의 적정 첨가 수준은 0.0375%으로 사료된다.

Microbial proteases are more economical than plant- and animal-derived proteases due to their ease of production and high activity. This study aimed to optimize the production of proteases from fermentative food-derived microorganisms. Five strains with proteolytic activity among 50 Bacillus sp. were first screened. Two strains with high protease activity were identified: Bacillus amyloliquefaciens SRCM 102139 and Bacillus subtilis SRCM 104999. SRCM 102139 strain and SRCM 104999 strain had the highest protease activity in 0.8% glucose and 0.3% yeast extract, and in 0.8% starch and 0.1% soy peptone, respectively. The production of protease for two strains was optimized by the Central Composite Design (CCD) under response surface methodology. The optimal conditions for protease production in SRCM 102139 were 0.5% and 0.347%, pH 6.0, for carbon (glucose) and nitrogen (yeast extract springer 0202) sources, respectively, with a predicted value of 0.929 U/mL. Additionally, the optimal conditions for protease production in SRCM 104999 were 0.5% and 0.5%, pH 6.7, for carbon (starch) and nitrogen (soy peptone HSP-349) sources, respectively, with a predicted value of 0.431 U/mL. The actual protease activities of SRCM 102139 and SRCM 104999 under the established conditions were 0.926 U/mL and 0.428 U/mL, respectively, closely matching the predicted values.

현재뿐만 아니라 미래의 안보위협은 북한 등 전통적인 안보위협에서 테러·대형재난·감염병·기후환경·범죄조직·난민 등 비전통적 안보위협이 증 가될 것이 예상된다. 더불어 비전통적 안보위협에 대응한 군의 역할은 증가되고 있고, 특수작전부대가 새로운 대안으로 제시될 수 있을 것이다. 따라서 금번 연구는 비전통적 안보위협에 대한 특수작전부대 대응의 발전 방향을 성공요인, 즉 즉응성, 합동성, 통합성 및 연합성를 중심으로 제시 하는데 목적이 있다. 이를 위해 대표적 비전통적 위협인 테러 대응(아덴만 여명작전)과 감염병(코로나19) 대응사례를 분석하였다. 사례분석 결과 특수 작전부대의 준비되고 훈련된 대응으로 작전을 성공적으로 종료 및 지원 할 수 있었다. 반면에 미흡한 사항도 다수 도출되었고 도출된 문제점에 대한 발전방향을 제시하였다. 제시한 내용을 조기에 보완하여 국가적인 안정과 국민의 생명을 보호하여야 할 것이다. 본 연구는 특수작전부대가 비전통적 안보위협 대응에 솔류션으로 활용될 수 있음을 제시했다는 것 에 의미가 있으며, 다양한 비전통적 안보위협에 대응하기 위한 다각적인 방법을 추가적으로 발전시켜 주기를 기대한다.

본 연구는 국내 난대림 집단자생지인 전남 완도군 상왕산(644m) 일대의 식물상 조사를 통해 자생식물, 희귀식물 및 특산식 물 등 식물 분포와 특징을 밝히고 식물종다양성 보전과 난대림의 기후변화 대비 분포변화 연구를 위한 자료로 활용하고자 조사하였다. 2018년부터 2022년까지 총 32회의 현장조사를 실시하였다. 조사결과 132과 473속 708종 16아종 53변종 8품종으로 총 785분류군이 조사되었다. 환경부 지정 멸종위기야생식물은 새깃아재비(Woodwardia japonica (L.f.) Sm.), 칠보치마(Metanarthecium luteoviride Maxim.), 혹난초(Bulbophyllum inconspicuum Maxim.), 석곡(Dendrobium moniliforme (L.) Sw.), 지네발란(Pelatantheria scolopendrifolia (Makino) Aver.), 대흥란(Cymbidium macrorhizon Lindl.) 6분류군이 조사되었으며 산림청 지정 희귀식물은 총 26분류군이 조사되었다. 국립수목원에서 제시한 적색식물은 7분류군, 국립생물자원관에서 제시한 적색목록식물은 29분류군, 한국특산식물목록은 17분류군이 조사되었다. 식물구계학적 특정종은 총 200분류군으로 Ⅴ등급 6분류군, Ⅳ등급 13분류군, Ⅲ등급 73분류군, Ⅱ등급 29분류군, Ⅰ등급 79분류군이 조사되었다. 귀화식물은 총 73분류군, 생태계교란종은 6분류군이 조사되었다. 조사지역의 기후변화 적응 대상식물은 특산식물 8분류군, 남방계식물 46분류군, 북방계식물 1분류군으로 총 55분류군이 조사되었다.

PURPOSES : Advancements in science and technology caused by industrialization have led to an increase in particulate matter emissions and, consequently, severity of air pollution. Nitrogen oxide (NOx), which accounts for 58% of road transport pollutants, adversely affects both human health and the environment. A test-bed was constructed to determine NOx removal efficiency at the roadside. TiO2, a material used to reduce particulate matter, was used to remove NOx. It was applied to a vertical concrete structure using the dynamic pressurized penetration TiO2 fixation method, which can be easily applied to vertical concrete structures. This study was conducted to evaluate the NOx removal efficiency of the dynamic pressurized-penetration TiO2 fixation method in a test-bed under real roadside conditions. METHODS : A test-bed was constructed in order to determine the NOx removal efficiency using the dynamic pressurized penetration TiO2 fixation method on the roadside. The dynamic pressurized-penetration TiO2 fixation method was applied by installing a vertical concrete structure. NOx was injected into the test-bed using an exhaust gas generator. By installing a shading screen, the photocatalytic reaction of TiO2 was suppressed to a maximum concentration of 1000 ppb along the roadside. The removal efficiency was evaluated by measuring NOx concentrations. In addition, illuminance was measured using an illuminance meter. RESULTS : From the results of the analysis of the NOx removal efficiency in the test-bed which the dynamic pressurized type TiO2 fixation method was applied to, an average removal efficiency ranging from 18% to 40% was achieved, depending on the illuminance. Similarly, according to the results of the evaluation of the NO removal efficiency, an average of removal efficiency ranging from 20% to 62% was achieved. Thus, the NOx removal efficiency increased when the illuminance was high. CONCLUSIONS : From the results of the experiment conducted, the efficiency of NOx removal per unit volume was obtained according to the illuminance of TiO2 concrete along an actual road. Field applicability of the dynamic pressurized-penetration-type TiO2 fixation method to vertical concrete structures along roads was confirmed.

Following the social requirement to strengthen field supervision of the asbestos containing materials (ACM) abatement process with regard to asbestos school buildings, this study was conducted to understand the status and characteristics of airborne asbestos that may potentially occur after the ACM abatement process is completed. In the area where a series of asbestos abatement processes were finally completed, comprehensive area air sampling was performed. For sample analysis, Transmission Electron Microscopy (TEM) was used according to The Asbestos Hazard Emergency Response Act (AHERA) method and Phase Contrast Microscopy (PCM) analysis was also performed. Airborne asbestos was detected in 29.5% of the total samples, and the average concentration was 0.0039 ± 0.0123 s/cc (12.3 ± 38.9 s/mm2). 4.5% of the total samples exceeded the AHERA standard (70.0 s/mm2) and the average concentration was 0.0528 ± 0.0256 s/cc (167.2 ± 82.0 s/mm2). Airborne asbestos was no longer detected at the point when AHERA is exceeded after re-cleaning. Most of the detected asbestos was chrysotile (94.4%) and the structure types of asbestos were Matrix (41.4%), Fiber (39.9%), Bundle (10.8%), and Cluster (7.8%). Among the asbestos structures detected through transmission electron microscope analysis, the asbestos structures satisfying PCM-equivalent structures were found to be 6% of the detected asbestos, indicating that there is a limitation of the PCM analysis to check the airborne asbestos in that area. As a result of reviewing the status of airborne asbestos that may potentially occur and the type and dimensions of asbestos structure detected in the area, since the airborne asbestos exposure caused by poor field supervision for the ACM abatement process could not be ruled out, thorough management is necessary. In addition, the result of this study could be used as scientific evidence for establishing and strengthening policies related to ACM abatement, including cases of school buildings.

북한의 군사전략에 대해 기존대로 한반도 전 지역을 석권한다는 군사전 략이 지속되고 있다는 주장과 변화하고 있다는 주장이 아직도 맞서 고 있는 상황이다. 연구 목적은 최근 안보환경의 변화와 김일성－김정일 －김정은으로 이어지는 집권자의 변화 기간 동안 북한 군사전략의 변화 를 분석하고, 핵무력 완성 이후 경제건설에 집중하겠다는 북한의 군사전 략의 변화를 제한전 하 군사전략으로 전망해 보고자 하였다. 연구 방 법은 문헌조사를 통한 질적연구를 주로 실시하였고, 김일성 집권 이후부 터 현재까지의 시기를 망라하여 군사전략의 구성요소를 중심으로 분석하 였다. 연구 결과 김정은은 체제안정을 최우선으로 기존의 전면전 보다는 핵무기 사용을 위협하며 제한전을 추구하는 군사전략을 채택할 것으로 분석되었고, 이를 군사전략의 구성요소를 중심으로 전망해 보았다. 이에 대비하여 한국군은 기존의 전면전 중심에서 북한의 제한전 하 군사전략 에 대응하는 군사전략을 병행하여 발전시킴이 요구되고 있다.

본 연구에서는 양생물주기 및 보양을 하지 않은 구조체의 압축강도와 표준 양생 공시체의 압축강도를 비교 평가하였 다. 코어채취를 위해서 980x2090x200mm3 철근콘크리트 슬래브를 준비하였으며, 콘크리트 공시체 25개를 KS F 2405에 따라서 표준 양생, 20개를 구조체와 동일한 환경에서 대기중 양생을 하였다. 실험 결과, 28일 표준공시체 압축강도 대비 코어 채취 압 축강도는 약 4MPa 낮게, 대기중 양생 공시체의 압축강도는 약 7.6MPa 낮게 측정되었다. KCS에서는 양생기간의 온도가 낮을 경 우 온도보정강도를 제시하고 있으며, 실험결과로부터 제시된 값이 적정함을 확인하였다. 7일, 14일에 측정된 대기중 공시체의 압축강도는 코어채취 공시체의 압축강도와 유사하였지만, 28일 압축강도는 현저하게 차이가 나타났다. 초기 구조체의 초기 압축 강도 예측에 대기양생 공시체를 이용하는 것은 가능하지만, 28일 압축강도를 추측하는데 대기중 양생 공시체를 사용하는 것은 무리가 있다고 판단된다.

The temperature-dependent development of Poinsettia thrips, Echinothrips americanus was studied at eight constant temperatures (15.0, 17.5, 20.0, 22.5, 25.0, 27.5, 30.0, and 32.5±1°C), 65±5% RH and photoperiod of 16L : 8D conditions. The developmental stages were divided into egg, 1st instar, 2nd instar, pre-pupa, pupa, and adult. The total developmental time in the immature stage was 40.4 days at 15.0°C and 11.6 days at 30.0°C, and it decreased with increasing temperature. The lowest temperature of the whole immature period was 10.7°C, and the cumulative temperature to complete the entire immature period was 217.4 degree days. The optimal development temperature (Topt) for the whole immature stage was estimated to be in the range of 30.51-31.21°C. Topt for each immature stage was 31.64-35.47°C at egg, 30.02-33.08°C at 1st instar, 29.16- 34.43°C at 2nd instar, 27.63-29.21°C at pre-pupa, and 29.81-30.12°C at pupa. In the analysis of the six non-linear models, Logan 6 model was the most appropriate as Zi (Weighting Factors) was 0.18.

PURPOSES : The objective of this study is to analyze the significance of binder aging in a hot-mix asphalt (HMA) mixture in an insulated camber for a long duration for repair works, where the absolute viscosity level and service life reduction (SLR) are assessed based on the haul time, as well as to suggest a methodology for reducing the aging level. METHODS : Because the HMA mixture is stored in an insulated box carriage at high temperature for repair works, if the binder in the mix is severely oxidized, then the repaired pavement will not exhibit a long service life. Therefore, the 13-mm dense-graded HMA mix with PG64-22 was aged in an oven at 160 °C for 1, 2, 4 and 8 h to evaluate its aging level. Gel-permeation chromatography was performed on the mixture particle without binder recovery to measure the large-molecular size ratio, from which the estimated absolute viscosity (EAV) was computed using a best-fit regression model. The SLR values of aged and repaired mixes were estimated to determine the amount of deterioration in the mixes caused by severe aging. Hydrated lime (HL) was introduced into the mix at a ratio of 1.5 wt% of the total mix. The aging level and SLR were compared with those of the repaired mix without HL. RESULTS : The binder EAV of the HMA mix increases significantly with the mixture aging duration. In particular, the binder EAV level of a 4-h aged mix is similar to the asphalt viscosity level of a pavement with approximately 7 years of service life. The service life expressed based on the aging level is interpreted as the reduced service life of the aged mix, which is already oxidized before it is used. Meanwhile, the binder of an 8-h aged mix without HL aged significantly and its SLR is approximately 11 years. However, its aging level and SLR reduced significantly when HL. is incorporated. CONCLUSIONS : The binder aging level of the repaired mix increases significantly with its storage duration in a hot chamber for carriage. However, since the aging level decreases significantly by the incorporation of HL, the use of HL is highly recommended when preparing new mix for repair works to be performed in a hot-chamber for a long duration.

Among the fishing vessels operating in the coastal waters, jigging fishing vessels were considered representative vessels engaged only by wind, sea, tide, and external force. Then, a fishing vessel with a length of shorter than 10 m from July 1, 2018 to August 5, 2019 was studied to obtain a drift prediction model by multiple regression analysis. In the correlation analysis between variables for leeway of speed and direction, the speed and direction of tidal seem to be the most affected in coastal waters. Therefore, it should be considered an explanatory variable when conducting drift tests. As a result of multiple regression analysis on the predicted equations of leeway speed and direction due to the external force on the drift of the fishing vessel, p < 0.000 was considered significant in the F-test, but the coefficient of determination was 55.2% and 37.8%. The effect on the predicted leeway speed was in the order of the tidal speed and current speed. In addition, the impact on the predicted leeway direction was in the order of the tidal speed and current speed.