• International Journal of Computer Science & Network Security
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• 제23권9호
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• pp.1-7
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• 2023

Demand prediction is an essential component of any business or supply chain. Large retailers need to keep track of tens of millions of items flows each day to ensure smooth operations and strong margins. The demand prediction is in the epicenter of this planning tornado. For business processes in retail companies that deal with a variety of products with short shelf life and foodstuffs, forecast accuracy is of the utmost importance due to the shifting demand pattern, which is impacted by an environment of dynamic and fast response. All sectors strive to produce the ideal quantity of goods at the ideal time, but for retailers, this issue is especially crucial as they also need to effectively manage perishable inventories. In light of this, this research aims to show how Machine Learning approaches can help with demand forecasting in retail and future sales predictions. This will be done in two steps. One by using historic data and another by using open data of weather conditions, fuel, Consumer Price Index (CPI), holidays, any specific events in that area etc. Several machine learning algorithms were applied and compared using the r-squared and mean absolute percentage error (MAPE) assessment metrics. The suggested method improves the effectiveness and quality of feature selection while using a small number of well-chosen features to increase demand prediction accuracy. The model is tested with a one-year weekly dataset after being trained with a two-year weekly dataset. The results show that the suggested expanded feature selection approach provides a very good MAPE range, a very respectable and encouraging value for anticipating retail demand in retail systems.

• International Journal of Computer Science & Network Security
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• 제23권8호
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• pp.210-216
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• 2023

Demand prediction is an essential component of any business or supply chain. Large retailers need to keep track of tens of millions of items flows each day to ensure smooth operations and strong margins. The demand prediction is in the epicenter of this planning tornado. For business processes in retail companies that deal with a variety of products with short shelf life and foodstuffs, forecast accuracy is of the utmost importance due to the shifting demand pattern, which is impacted by an environment of dynamic and fast response. All sectors strive to produce the ideal quantity of goods at the ideal time, but for retailers, this issue is especially crucial as they also need to effectively manage perishable inventories. In light of this, this research aims to show how Machine Learning approaches can help with demand forecasting in retail and future sales predictions. This will be done in two steps. One by using historic data and another by using open data of weather conditions, fuel, Consumer Price Index (CPI), holidays, any specific events in that area etc. Several machine learning algorithms were applied and compared using the r-squared and mean absolute percentage error (MAPE) assessment metrics. The suggested method improves the effectiveness and quality of feature selection while using a small number of well-chosen features to increase demand prediction accuracy. The model is tested with a one-year weekly dataset after being trained with a two-year weekly dataset. The results show that the suggested expanded feature selection approach provides a very good MAPE range, a very respectable and encouraging value for anticipating retail demand in retail systems.

• 동의생리병리학회지
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• 제21권1호
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• pp.250-257
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• 2007

Uterus myoma is a benign tumor of smooth muscle in the wall of the uterus, In oriental medicine, we used to made an effort to management this patients without surgical operation. Doctors have treated patients of uterus myoma mainly by checking over each symptom they have. Then we think that patients have some symptoms in relation to an etiological cause. So I have carried out this study to investigate association of DSOM scores and an attack of uterus myoma in oriental medicine. We chose 3 groups, the first one is 257 uterus myoma patients who visited Dongeui University Oriental Medical Center from May 2001 to June 2006, the second one is 558 outpatients who didn't have uterus myoma from May 2005 to June 2005, the third one is 129 clinical trials who volunteered for Sasang constitutional medicine. Then we made up 3 groups to checkup DSOM, and investigated the All DSOM Fluents which effect uterus myoma patients using regression model. Logistic regression analysis indicate as follows ; In comparison with 558 outpatients data, blood stasis(血瘀), dryness(燥) is associated positively and insufficiency of Yang(陽虛), spleen(脾), phlegm(痰) negatively, and mean of the index for pathogenic factor(病機指標 平均) of deficiency of qi(氣虛), heart(心) negatively. In comparison with 129 clinical trials data, blood stasis(血瘀) is associated positively and phlegm(痰) negatively, and mean of the index for pathogenic factor(炳機指標 平均) of deficiency of Yin(陰虛), liver(肝), diarrhea positively, heart(心) negatively. 3. In investigation of DSOM items, items of blood stasis(血瘀), deficiency of Yin(陰虛), coldness(寒) is associated positively and items of heart(心), spleen(脾), Phlegm(痰) negatively.

• 대한한방내과학회지
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• 제27권1호
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• pp.276-287
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• 2006

Background & Objective : The herbal medicine Sojukgunbihwan granule has been used for the treatment of functional dyspepsia, generally categorized as a gastric dysmotility disease. However, its mechanisms are not yet well known. Therefore, the effects of Sojukgunbihwan granules on gastric motility in rats was investigated. Methods : The myoelectrical activity of the gastric smooth muscle was recorded by a bipolar electrode placed at the gastric antrum of rats. The contractile waves were measured for 30 minutes before and after intragastric administration of each solution(normal saline, Pyungwisan 40mg/kg, Sojukgunbihwan granules 60mg/kg) and expressed as the motility index. Gastric emptying was measured by the number of glass beads expelled from the stomach(containing one hundred 1mm glass beads) within an hour after glass beads and test drugs(normal saline, Pyungwisan 40mg/kg, Pyungwisan 120mg/kg, Sojukgunbihwan granules 60mg/kg, Sojukgunbihwan granules 180mg/kg) were administered. In another series of experiments to evaluate the mechanisms of Sojukgunbihwan granules under delayed conditions, the rats were treated with atropine sulfate(1 mg/kg, s.c.), cisplatin(10mg/kg, i.p.), and NAME($N^G$-nitro-L-arginine methyl ester, 75mg/kg, s.c.) respectively. Results : Intragastric administration of Sojukgunbihwan granules increased the myoelectrical activity significantly, gastric motility index rose 25%, and gastric emptying of glass beads was significantly enhanced over a period of 60minutes. Under the delayed gastric emptying induced by atropine sulfate, cisplatin, and NAME, Sojukgunbihwan granules aggravated gastric emptying in the atropine sulfate($5.71{\pm}3.45\;vs\;3.71{\pm}4.42$) and cisplatin($13.86{\pm}3.53\;vs\;5.14{\pm}5.05$, p<0.01) treated groups, but enhanced gastric emptying in the NAME treated group($5.00{\pm}3.21\;vs\;11.71{\pm}5.65$, p<0.05). Conclusions : Results suggest that Sojukgunbihwan granules stimulate gastric motility through cholinergic and 5-hydroxytryptamine 3 receptors. Results are indicative of Sojukgunbihwan as an especially effective remedy in dysmotility-like functional dyspepsia with impaired reservoir functions such as gastric adaptive relaxation.

• 한국안광학회지
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• 제19권3호
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• pp.295-303
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• 2014

목적: 본 연구는 국내에서 유통되는 미용 칼라 콘택트렌즈에 대하여 렌즈 관리에 이용되는 다목적 콘택트렌즈 용액에 의한 탈색을 관찰하고자 하였다. 방법: 6개월용 착용렌즈로 굴절력이 0.00 D이며, 주변부가 다른 제조공법으로 착색된 세 가지 칼라 콘택트렌즈를 이용하였고(타입 1: pigment application method, 타입 2: chemical bonding process, 타입 3: sandwich method), 다목적용액은 성분이 다른 두 종류를 사용하였다. 각각의 칼라 콘택트렌즈는 다목적용액에서 20일간 보관하면서 1일 15초 동안 소용돌이 혼합(vortexing) 하였다. 소용돌이 혼합 전과 후에 형광흡광도, 표면사진 그리고 명도지수와 색좌표지수를 측정하여 탈색정도를 관찰하였다. 결과: 두 종류의 다목적용액에서 모든 타입의 미용 칼라 콘택트렌즈의 형광 흡광도 값은 소용돌이 혼합 전과 후에 통계적으로 유의한 차이가 없었다. 표면사진은 렌즈의 전면은 모든 타입에서 매끄러웠고, 후면은 타입 3은 1과 2 보다 돌출된 정도가 적었다. 소용돌이 혼합 전과 후 렌즈 표면색의 색차 변화는 타입 3이 타입 1과 2보다 유의하게 변화도가 작았으나 모두 허용오차 안에 들었다. 결론: 소프트 콘택트렌즈 다목적 용액에 의한 미용 칼라 콘택트렌즈의 탈색은 형광 흡광도와 표면색 측정에서 관찰되지 않았다. 그러나 콘택트렌즈의 제조방법에 따라 렌즈 후면의 돌출된 정도는 달랐다.

• 한국포장학회지
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• 제24권1호
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• pp.1-11
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• 2018

본 연구에서는 수출 가능한 식품포장재로 pro-oxidant($d2w^{(R)}$)함유 rPP/ZnO 나노컴포지트 유연필름을 제조하였고, 이 산화분해 필름의 기계적 특성과 항균기능을 조사하였다. 산화분해필름은 일정조건의 열과 자외선 처리를 거친 후 특성분석으로 FT_IR, SEM, UTM, GPC를 측정하여 물성변화를 관찰하였다. 카보닐지수와 하이드록실지수에서 열과 자외선에 노출율이 많아질수록 수치는 상승하였다. 표면분석에서는 rPP/$d2w^{(R)}$/ZnO나노컴포지트 필름의 경우 표면이미지가 매끈하여 ZnO의 첨가가 고분자의 상용성을 향상시켰고, 열과 자외선차단효과로 분해를 감소시키는 효과로 작용하였다. 항균력시험에서는 그람음성균은 대장균으로 그람양성균은 황색포도상구균으로 항균력을 측정하였다. 결과로는, ZnO는 시험에 사용한 농도에서 3로그 이상의 미생물 감소율을 나타내었다. 그러나 유연 필름용으로는 ZnO의 농도가 높아질수록 투명도가 떨어지므로 사용에 제한이 있었다. rPP/$d2w^{(R)}$/ZnO가 함유한 시편에서 인장강도는 40% 상승하였고, 신율은 30% 감소되었다. ZnO를 첨가한 경우 기계적 물성상승과 열 안전성과 자외선차단성을 나타내었다. 산화분해능은 열 노출 $70^{\circ}C$ 온도에서 480시간 경과한 후, 자외선 조사로 72시간 노출 이후 시점의 분자량은 수평균분자량이 1,294 g/mol, 무게평균분자량이 5,920 g/mol로 분해되는 결과를 얻었다. 이것으로 UAE 5009:2009, ASTM 6954의 기준에 준한 필름을 제조할 수 있었다. 비교시편과 본 연구에서 제조한 산화분해필름의 분자량이 80.7%와 75.6% 감소한 결과를 얻음으로서, 자연 산화분해됨을 확인하였다. 식품포장재로서 안전성분석에서는 국내법 중 식품접촉플라스틱 폴리프로필렌의 기준에 적합하였다.

• 한국식품저장유통학회지
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• 제22권6호
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• pp.823-830
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• 2015

냉동볶음밥 제조를 위한 선행 연구로 품종별 쌀(신동진, 백진주, 호품, 온누리 및 일미)에 대한 품종 특성을 조사하여 추후 냉동볶음밥 연구에 적합한 품종을 선정하고자 하였다. 품종별 쌀에 대한 일반성분 분석에서는 품종별 유의적 차이는 없었다. 품종별 쌀의 아밀로오스 함량은 온누리가 가장 높은 반면 백진주가 가장 낮았으며, 수분흡수지수는 온누리가 유의적으로 낮았다. 색도는 취반 및 냉동저장으로 인해 명도 및 적색도는 감소하였으나 황색도는 높아졌으며, 품종별로는 백진주의 황색도가 증가하였다. 5품종 쌀의 호화특성을 살펴본 결과, 최고점도, 최저점도, 최종점도 및 치반점도는 신동진이 가장 높았고, 강하점도는 백진주가 가장 높았다. 품종별 쌀의 물성변화는 냉동 저장으로 인하여 경도, 씹힘성 및 응집성은 감소한 반면, 부착성은 증가하였고, 품종별로는 신동진, 온누리 및 일미에서 냉동 저장으로 인한 물성변화가 가장 적었다. 주사전자현미경을 통한 품종별 쌀들의 미세구조를 살펴본 결과, 백진주 및 호품에서 냉동저장 및 해동과정에서 영향을 받았을 것으로 추정되는 조직 내 기공이 관찰된 반면, 신동진, 온누리 및 일미에서는 비교적 온전한 조직 구조를 관찰할 수 있었다. 이상의 결과로부터 냉동볶음밥 제조를 위한 적합 품종으로는 취반 및 냉동저장을 통해 색도, 물성, 호화특성 및 미세구조에서도 큰 영향을 받지 않은 신동진, 온누리 및 일미 품종이 적합할 것으로 판단된다.

• 드라이브 ㆍ 컨트롤
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• 제17권4호
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• pp.133-140
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• 2020

Traction performance of a tractor varies depending on soil conditions. Sinkage and slip of the driving wheel for tractor frequently occur in a reclaimed land. The objective of this study was to develop a tractor suitable for a reclaimed land. Traction performance was evaluated according to soil conditions of reclaimed land and paddy field. Field experiments were conducted at two test sites (Fields A: paddy field; and Field B: reclaimed land). The tractor load measurement system was composed of an axle rotation speed sensor, a torque meter, a six-component load cell, GPS, and a DAQ (Data Acquisition System). Soil properties including soil texture, water content, cone index, and electrical conductivity (EC) were measured. Referring to previous researches, the tractor traveling speed was set to B3 (7.05 km/h), which was frequently used in ridge plow tillage. Soil moisture contents were 33.2% and 48.6% in fields A and B, respectively. Cone index was 2.1 times higher in field A than in field B. When working in the reclaimed land, slip ratios were about 10.5% and 33.1% for fields A and B, respectively. The engine load was used almost 100% of all tractors under the two field conditions. Traction powers were 31.9 kW and 24.2 kW for fields A and B, respectively. Tractive efficiencies were 83.3% and 54.4% for fields A and B, respectively. As soil moisture increased by 16.4%, the tractive efficiency was lowered by about 28.9%. Traction performance of tractor was significantly different according to soil conditions of fields A and B. Therefore, it is necessary to improve the traction performance of tractor for smooth operations in all soil conditions including a reclaimed land by reflecting data of this study.

• Journal of Dental Anesthesia and Pain Medicine
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• 제24권1호
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• pp.19-35
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• 2024

Background: This study investigated a safe and effective bolus dose and lockout time for patient-controlled sedation (PCS) with dexmedetomidine for dental treatments. The depth of sedation, vital signs, and patient satisfaction were investigated to demonstrate safety. Methods: Thirty patients requiring dental scaling were enrolled and randomly divided into three groups based on bolus doses and lockout times: group 1 (low dose group, bolus dose 0.05 ㎍/kg, 1-minute lockout time), group 2 (middle dose group, 0.1 ㎍/kg, 1-minute), and group 3 (high dose group, 0.2 ㎍/kg, 3-minute) (n = 10 each). ECG, pulse, oxygen saturation, blood pressure, end-tidal CO₂, respiratory rate, and bispectral index scores (BIS) were measured and recorded. The study was conducted in two stages: the first involved sedation without dental treatment and the second included sedation with dental scaling. Patients were instructed to press the drug demand button every 10 s, and the process of falling asleep and waking up was repeated 1-5 times. In the second stage, during dental scaling, patients were instructed to press the drug demand button. Loss of responsiveness (LOR) was defined as failure to respond to auditory stimuli six times, determining sleep onset. Patient and dentist satisfaction were assessed before and after experimentation. Results: Thirty patients (22 males) participated in the study. Scaling was performed in 29 patients after excluding one who experienced dizziness during the first stage. The average number of drug administrations until first LOR was significantly lower in group 3 (2.8 times) than groups 1 and 2 (8.0 and 6.5 times, respectively). The time taken to reach the LOR showed no difference between groups. During the second stage, the average time required to reach the LOR during scaling was 583.4 seconds. The effect site concentrations (Ce) was significantly lower in group 1 than groups 2 and 3. In the participant survey on PCS, 8/10 in group 3 reported partial memory loss, whereas 17/20 in groups 1 and 2 recalled the procedure fully or partially. Conclusion: PCS with dexmedetomidine can provide a rapid onset of sedation, safe vital sign management, and minimal side effects, thus facilitating smooth dental sedation.

• 대한치과기공학회지
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• 제31권3호
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• pp.67-85
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• 2009

This study aims to provide the research for dental technician's stress prevention and management with basic materials by understanding dental technician's psychosocial stress level and examining relevant factors. The subject of this study is 255 dental technologists who work mainly in Seoul Gyeonggi district for a month of April of 2009 and I conducted cross-sectional study through self administered survey. The contents of survey include general feature, occupational feature, health behavior feature. I used Karasek's Job Content Questionnaire, JCQ and Psychosocial well-being index, PWI-SF as means of measurement. To compare the level of dental technician's psychosocial stress, I conducted t-test and ANOVA and I measured the factors that are related with psychosocial stress symptom with step by step multiple regressive analysis. According to the result of Cronbach's a value which is yielded to verify the reliability of means of measurement, the reliability of concept is sufficient. The detailed result of this study is as follows. 1. According to the result of analyzing the stress symptom in accordance with general feature and occupational feature, those dental technologists who are older and not married, graduate from junior college, have lower position, work at university hospital or general hospital show lower stress(p<0.05). There is no difference in the level of psychosocial stress with regard to duty related feature, period of service, daily average working hours, monthly average pay. 2. With regard to health behavior feature, those dental technologists who control weight better and have meal more regularly show lower stress(p<0.05). Those dental technicians who smoke, drink liquid and take a suitable sleep show low stress but the difference does not have significance statistically. 3. With regard to the factors of stress in the workplace, those dental technicians who have lower duty related requirement, have higher duty related control ability, have higher social support, have less instability of employment and have less workload and physical burden show lower stress(p<0.05). 4. According to the result of analyzing the factors that influence dental technologist's stress symptom, social support has the most enormous influence on stress symptom. Unstable employment, regular exercise, regular eating, daily average sleeping hours and technological capacity are also important in this order. According to the result of this study, those dental technicians who have higher social support, less instability of employment, do exercise more regularly, take enough sleep more soundly and have higher technological capacity show lower psychosocial stress symptom. Therefore, to adjust appropriately the dental technician's stress and properly maintain and improve the dental technician's mental health, effective management plan that enables dental technicians to maintain smooth human relationships for dental technicians should be sought. In addition, heath education and health management for dental technicians should be given more thoroughly so that they can establish desirable health behavior in daily life.