집약적이고 장기적인 양식어업 활동은 많은 양의 유기물을 발생시켜 퇴적환경과 생태계를 악화시켜왔다. 정부에서는 양식어장 의 환경 보전과 관리를 위해서 어장관리법을 제정하였고 이를 근거로 2014년부터 어류 가두리 양식장에 대한 어장환경평가가 실시되었 다. 따라서 어장환경평가를 위해 국내 환경에 적합한 과학적이고 객관적인 평가방법의 개발이 필요하였다. 이를 위해 저서다모류 군집과 양식장의 주 오염원인 유기물의 관계를 이용한 저서생태계 건강도지수(BHI)를 개발하였고, 본 연구에서는 저서생태계 건강도지수의 개발 과정과 계산방법을 소개하고자 한다. 저서생태계 건강도지수는 국내 연안역과 양식장에서 출현한 225종의 다모류를 대상으로 퇴적물 내 총유기탄소량의 농도 구배와 종별 분포특성을 연관지어 4개의 그룹을 나누고, 각 그룹에 가중치를 부여하는 방식으로 계산된다. 저서생 태계 건강도지수를 이용하여 저서동물군집을 4개의 생태등급(Grade 1: Nomal, Grade 2: Slightly polluted, Grade 3: Moderately polluted, Grade 4: Heavily polluted)으로 나누었다. 개발된 지수를 현장에 적용한 결과, 기존의 평가방법인 다양도 지수나 국외에서 개발된 AMBI와 비교해 보 다 정확하고 계절의 영향을 적게 받아 우리나라 환경을 평가하기에 효과적인 것으로 판단된다. 또한 저서생태계 건강도지수를 사용하면 어장환경을 정량화된 수치에 따라 등급화 할 수 있어 양식장 환경관리에 효율적으로 활용할 수 있을 것이다.

The Fourth Industrial Revolution and sensor technology have led to increased utilization of sensor data. In our modern society, data complexity is rising, and the extraction of valuable information has become crucial with the rapid changes in information technology (IT). Recurrent neural networks (RNN) and long short-term memory (LSTM) models have shown remarkable performance in natural language processing (NLP) and time series prediction. Consequently, there is a strong expectation that models excelling in NLP will also excel in time series prediction. However, current research on Transformer models for time series prediction remains limited. Traditional RNN and LSTM models have demonstrated superior performance compared to Transformers in big data analysis. Nevertheless, with continuous advancements in Transformer models, such as GPT-2 (Generative Pre-trained Transformer 2) and ProphetNet, they have gained attention in the field of time series prediction. This study aims to evaluate the classification performance and interval prediction of remaining useful life (RUL) using an advanced Transformer model. The performance of each model will be utilized to establish a health index (HI) for cutting blades, enabling real-time monitoring of machine health. The results are expected to provide valuable insights for machine monitoring, evaluation, and management, confirming the effectiveness of advanced Transformer models in time series analysis when applied in industrial settings.

We performed a study to examine the association between diet quality and nonalcoholic fatty liver disease (NAFLD). Our study included 3,586 women aged 40-64 years who participated in the sixth Korea National Health and Nutrition Examination Survey. The study subjects were classified into the NAFLD group (n=816) and the normal group (n=2,770) using the hepatic steatosis index. The anthropometric indices, blood profiles, and dietary intake data of the subjects were obtained. The waist circumference, body mass index, and the serum levels of triglycerides, fasting blood sugar, HbA1c, and systolic and diastolic blood pressures were higher in the NAFLD compared to the normal groups (p<0.001, respectively). The intakes of protein (g/kg body weight, p<0.001), potassium (p<0.001), and vitamin A (p=0.006) were significantly lower in the NAFLD group. It was observed that the higher the total Korean Healthy Eating Index score, the lower the risk of NAFLD. A reverse relationship was shown between the NAFLD risk and the intakes of total fruits, total vegetables, vegetables excluding Kimchi and pickled vegetables, meat, fish, eggs and beans. Therefore, it is recommended that middleaged women in Korea increase their intakes of fruits, vegetables, and foods high in protein for the proper management of NAFLD.

Recently, Korean government has introduced Multi Metric Indices (MMI) using various biocommunity information for aquatic ecosystem monitoring and ecosystem health assessment at the national level. MMI is a key tool in national ecosystem health assessment programs. The MMI consists of indices that respond to different target environmental factors, including environmental disturbance (e.g. nutrients, hydrological and hydraulic situation of site etc.). We used zooplankton community information collected from Korean lakes to estimate the availability of candidate zooplankton MMI indices that can be used to assess lake ecosystem health. First, we modified the candidate indices proposed by the U.S. EPA to suit Korean conditions. The modified indices were subjected to individual index suitability analysis, correlation analysis with environmental variables, and redundancy analysis among indices, and 19 indices were finally selected. Taxonomic diversity was suggested to be an important indicator for all three taxonomic groups (cladoceran, copepod, rotifer), on the other hand, the indices using biomass for large cladocerans and copepods, while the indices using abundance were suggested for small cladocerans and rotifers.

For the assessment of the benthic community health of Jinhae Bay using the Benthic Pollution Index, macrobenthic fauna samples were seasonally collected from 23 different sites between February, 2011 and November, 2012. The macrobenthic community health status was classified as “Poor” or “Very Poor” except for the bay mouth part of Jinhae Bay at the northern part of Geoje Island. A large proportion of functional Group IV and even azoic conditions appeared due to summer hypoxia at sites in sheltered regions of Jinhae Bay. Some of the dominant species recruited after summer hypoxia were Paraprionospio patiens, Sigambra bassi, and Theora fragilis belong to typical opportunistic species. By comparing the BPI values of the macrobenthic communities from other special management areas of Korea, Jinhae Bay was considered to have the lowest condition that was heavily polluted among special management areas.

본 연구에서는 어장환경평가가 수행된 어류가두리 양식장의 조사 결과 중 일부를 대상으로 저서동물지수(Benthic Health Index, BHI)를 이용하여 양식장의 건강도를 평가하였으며, 평가 결과로 산출된 각 등급의 양식장 환경 특성을 파악하였다. 평가대상 어류가두리 양식장은 동해, 서해, 남해에 위치한 43개 양식장으로, BHI 1등급은 8개 양식장, 2등급은 4개 양식장, 3등급은 12개 양식장, 4등급은 19개 양식장이 포함되었다. 1등급 어류가두리양식장은 사질 퇴적상, 양식강도가 낮은 양식장이 포함되었으며, 2등급 어류가두리양식장은 해수 유통이 원활한 해역에 위치한 양식장이 속하였다. 3, 4등급이 속한 어류가두리양식장은 높은 강도로 양식 활동이 진행되고 있는 대다수의 양식장이 포함되었다. 3등급과 4등급의 양식장은 총유기탄소는 큰 차이가 없었으나, 다모류 군집분석의 결과는 4등급의 양식장에서의 유 기물 농축이 더 높은 것으로 나타났다.

Benthic macroinvertebrates are important ecological and environmental indicators as primary or secondary consumers, and therefore are widely used in the evaluation of aquatic environments. However, there are no comprehensive river ecosystem monitoring surveys that link the major physicochemical water quality items with benthic macroinvertebrates in urban streams. Therefore, this study investigated the distribution characteristics of benthic macroinvertebrates and physicochemical water quality items (17 items) in Yangjaecheon and Yeouicheon from 2019 to 2020. At the same time, by applying Spearman’s rank correlation analysis and nonmetric multidimensional scaling (nMDS) analysis in the water quality data and biotic index, we tried to provide basic data for diagnosing the current status of river ecosystems in major urban rivers in Seoul. Based on the study results, a total of 39 species and 3,787 individuals were identified in Yangjaecheon, the water quality (based on BOD, TOC, and TP) of Yangjaecheon was higher than Grade Ib (good), and the BMI using benthic macroinvertebrates appeared as Grade C (normal) at all the sites. In Yeouicheon, a total of 51 species and 4,199 individuals were identified, the water quality (based on BOD, TOC, TP) was higher than Grade Ib (good) similar to Yangjaecheon, and the BMI of both Upstream and Saewon bridge was Grade B (good), while Yeoui bridge was Grade C (normal). Overall, analysis results for the distribution of benthic macroinvertebrates by a nonmetric multidimensional scaling method showed no significant difference between the two streams (p=0.1491). Also, significant environmental variables related to benthic macroinvertebrates distribution were determined as water temperature and DO. On the other hand, the results of the correlation analysis between biotic index and major water quality items confirmed that R1 and BMI could be used for on-site urban river water quality evaluation.

저서동물은 저서환경특성을 나타내는 중요한 지시자로 알려져 있다. 본 연구에서는 무안만 조 하대의 환경 및 저서동물의 분포특성을 조사하였으며, 수질평가지수(WQI)와 저서생물지수 (AMBI)를 이용하여 저서생태계 건강성을 평가하였다. 현장채집은 2019년 하계 무안만 조하대 의 10개 정점에서 이루어졌다. 무안만 조하대는 상부지역이 하부지역에 비해 세립한 입도특성 을 나타내고 있었으며, 높은 유기물 함량을 보였다. 일부 정점에서 오염지표종인 Musculista senhousia, Theora fragilis and Lumbrineris longifolia과 같은 종들도 우점을 나타내고 있었다. 군집분석결과 무안만 조하대는 상부, 중부, 하부 그룹으로 구분되었으며, 유기물 함량과 저서 건강성 평가지수(WQI 및 AMBI)와의 상관결과와 일치하였다. 본 연구결과, 무안만 조하대의 저서생태계는 양호한 것으로 평가되었다. 하지만 저서동물이 균등하게 분포하지 않고, 기회 종이 출현하고 있어 조하대의 유기물 부하량이 증가하고 있는 것으로 보인다.

The petroleum refinery industry handles a variety of complex chemical substances and employs a large number of people around the world. According to previous research, diseases caused by exposure to chemicals were quite common among workers in refineries until the 1980s. More recently, it is unusual for oil refinery workers to suffer from these serious diseases. The objective of this study was to identify the occurrence level of general diseases and any differences in lifestyle habits of workers in refineries in Korea compared with the general population. In this study, we used the results of health examinations from 2014 for workers at a large oil refinery in South Korea. In addition, based on the results of KNHANES from 2014 as representative of the population, hypertension, diabetes, anemia, hyperlipidemia, liver function abnormality, and kidney function abnormality were calculated using the standardized incidence rate. Hypertension showed a low result with an SIR of less than 1, but a high result in the case of abnormal liver function. The workers’ occurrence rates of hypertension, hyperlipidemia, kidney dysfunction, and anemia were lower than those of ordinary salaried employees. however, their occurrence rate for abnormal liver function was markedly higher. In lifestyle habits, the smoking rate of workers was low while the alcohol consumption rate was quite high. This study has improved the understanding of the health status of workers in a large oil refinery in Korea, and has shown the impact of lifestyle habits related to the work environment on chronic diseases.

본 연구는 경남지역 내 주요공원(4곳)에 생존하고 있는 조경 수목의 수목활력도를 파악하여 수목보호 관리에 기초자료를 제공할 목적으로 실시하였다. 부산시민공원 내 관목류의 수목활력도는 불량, 활엽 교목, 침엽 교목은 모두 양호한 수준이었다. 다대포해변공원 내 관목류, 활엽 교목, 침엽 교목은 모두 양호한 수준이었다. 해운대나루공원 내 관목류는 양호한 수준이었으며, 활엽 교목, 침엽 교목은 매우 양호한 수준이었다. 밀양아리랑공원 내 관목류는 양호한 수준이었고, 활엽수 교목과 침엽수 교목은 매우 양호한 수준이었다. 수목별 수목활력도는 침엽수 교목이 가장 높았으며, 그다음으로 활엽수 교목, 관목류 순이었다. 4개의 공원에서 수목의 공원별 수목활력도의 평균이 가장 높은 순서는 해운대나루공원, 밀양아리랑공원, 다대포해변공원, 부산시민공원 순이었다. 계절별 수목활력도 변화는 계절별로 측정된 수목의 수목활력도에서 수목활력도가 가장 높은 순서는 밀양아리랑공원, 해운대나루공원, 부산시민공원과 다대포나루공원 순이었다. 계절별로 변화는 수목의 생장이 활기차게 시작되기 전 3월과 4월의 초봄이 가장 낮았고, 다음으로 가을철 9, 10, 11월이 낮았다. 여름철인 6, 7, 8월이 수목활력도가 높았는데, 가장 높은 시기는 8월이었다.

군집지수와 FD와의 상관분석 결과 FD는 군집지수 중 Shannon 다양도와 가장 높은 상관성을 보였다. 조사지점은 환경 특성에 따라 6개의 그룹으로 나누어졌으며, 고도에 따라서 뚜렷한 차이를 보였다. 이에 따라 고도가 높은 그룹 1은 산림의 비율이 많고 좋은 수질을 보였으나 고도가 낮은 그룹 6은 수질이 양호하지 않았다. 환경 구배에 따른 조사지역 그룹과 군집지수와 FD의 연관성 분석을 위해 NMDS를 시행하였으며 그룹 1~3에서 FEve를 제외한 모든 지수가 높았다. 그룹 간의 종구성은 그룹 1~3에는 하루살이목, 날도래목, 강도래목이 높았으며, 그룹 4, 5에는 잠자리목, 딱정벌레목이 주요하게 나타났다. 생물학적 형질은 그룹 1~3에서 생식기간이 길고, 이동성이 낮은 형질 특성을 보였으며 생물의 저항력 전략을 잘 보여주었다. 반대로 그룹 4~6은 생식기간이 짧고, 이동성이 높은 회복력의 전략을 뚜렷하게 반영해 주었다. 수질의 오염도가 낮은 상류는 교란의 빈도가 적고 공간적으로 높은 이질성을 가졌으며 생물이 주로 저항성 전략을 보였으며 생물이 서식지에 오래 머무를 수 있어 기능적, 구조적 생물다양성이 높게 나타났다. 반대로 수질의 오염도가 높은 하류는 교란의 빈도가 높고 공간적으로 균질성이 높으며 생물은 주로 회복력의 전력을 보여 교란에 의해 이동하거나 회피할 수 있는 휴면기, 고치, 세포, 알 등의 독특한 형태를 갖는 반면 생물다양성은 낮게 나타났다. 본 연구를 통해 저서성 대형 무척추동물의 기능적 다양성은 수서 생태계 환경과의 관계를 잘 설명해 주었다. 따라서 생물의 형질을 이용한 기능적 다양성은 잠재적으로 수생태계 건강성 평가에 효과적으로 이용될 수 있을 것이다.

이 연구는 노년기 인지기능 및 생리적 건강상태와 관련 있는 정량화 뇌파의 Alpha 고유리듬 피크 위치 및 진폭의 출현 유무가 정신적⋅육체적 스트레스, 주의집중 등의 뇌파 지표들과 심박변이도 지표 간에 어떠한 관련성과 임상적 의미가 있는지 알아보고자 하였다. 이를 위하여 평균 73세 남녀 노인 76명을 대상으로 전두엽 2채널 뇌파와 1채널 심전도를 동시에 측정 가능한 장치를 이용하여 폐안시 EEG, HRV를 측정하였다. 의미있는 분석 결과는 다음과 같다. 첫 번째, Alpha 고유리듬피크 위치와 상관없이 고유리듬 진폭이 높게 잘 나타난 집단은 낮은 집단에 비해 정신적 스트레스에 대한 저항도는 높고, 육체적 스트레스는 낮게 나타나는 상관성을 보였다. 두 번째, 심박변이도의 HRV index, SDNN, RMSSD 지표는 집단 구분에 상관없이 공통적으로 서로 간 높은 양의 상관성을 보였다. 세 번째, Alpha 고유리듬 진폭이 잘 나타나지 않은 집단에서 좌․우뇌 Alpha 비대칭이 커질수록 육체적 스트레스를 반영하는 Delta/Alpha 비율과 주의집중 저하를 반영하는 Theta/SMR 비율도 커지는 상관성을 보였다. 네 번째, Alpha 고유리듬피크가 느린 리듬쪽에 위치한 집단은 빠른 리듬 쪽에 위치한 집단에 비해 Theta/SMR 비율이 높게 나타나 주의집중도 저하와 관련이 있음을 의미하였다. 따라서 정량화 뇌파의 Alpha 고유리듬 피크 위치 및 진폭의 출현 유무는 노년기 인지기능 및 생리적 건강상태를 반영하는 지표로 활용 가능성이 있음을 시사하였다.

금강의 하천관리의 실질적인 자료를 얻고자 본류와 미호천의 30지소에서 수변식생지수를 이용하여 건강성평가와 다변량식생분석을 하였다. 그 결과 금강본류와 미호천에서 출현한 식물군락은 54개이었고, 식물상은 75과 185속 243종 2아종 21변종 2품종 268분류군이었다. 수변식생지수는 평균 38.3(3.3;G-D1 ~ 66.7;G-U2, G-U4, G-M3)으로 이 지역의 하천의 건강성은 보통(C등급)으로 평가되었다. 하천의 건강성은 금강본류의 상류가 가장 높았고, 금강본류의 하류에서 가장 낮았다. 수변식생지수와 수질의 클로로필-a의 함량과의 관계는 관련성이 낮게 나타났다. 집락분석결과, 식생은 바랭이군락 그룹, 갯버들군락 그룹, 개망초군락 그룹, 환삼덩굴, 버드나무, 물억새 그리고 달뿌리풀 군락이 우점하는 그룹, 망초와 물피 군락이 우점하는 그룹 등의 5개 집단으로 나누어졌고, 지소들은 비슷한 건강상태를 갖는 것들끼리 가까이 나타났다. CCA분석결과, 식생의 분포에 영향을 주는 환경요인은 식생면적, 인공구조물 면적, 수로면적, 지점폭, 수로폭, 제방높이 등의 물리적인 조건과 생물학적 요인의 출현종수였다. 이상과 같이 하천의 건강성이 높은 지역은 모니터링을 통하여 하천 식생의 지속적인 유지관리가 필요하고 건강성이 낮은 지역은 생태복원과 같은 적극적인 시행이 필요하다고 판단된다.

The purpose of this study was to investigate the eating patterns, nutrient intakes, blood levels, and health status of male college students in Seoul according to body mass index (BMI). In this study, we classified subjects into normal weight (n=240), under weight (n=11), and obese (n=46) groups according to BMI. The weight and BMI were significantly higher in the obese group compared to other groups (p<0.0001). The obesity was associated with overeating and frequent eating. The under weight group showed significantly higher consumption of fast food, snacks, and fried foods compared to the other groups (p<0.05). The intakes of milk, meat, fish, eggs, and fried food and preference ratios were higher in the obese group (p<0.05). The male college students in this study showed insufficient intakes of calories, vitamin C, folic acid, and calcium. The plasma LDL-cholesterol levels in the obese group were higher compared to the other groups. In conclusion, intake of nutrients among male college students is found to be insufficient and requires nutritional education. The under weight group showed regular eating habits and increased nutrient intake. The obese group was shown to need more exercise with higher intakes of vegetables and fruits.

We examined the relationship between breakfast eating, nutrient intake, and health outcomes using dietary intake, anthropometric, and biochemical measurements in Korean adults. Data from the 2007 National Health and Nutrition Survey were obtained, and 2,514 adults aged 20 to 64 years were analyzed. The prevalence of skipping breakfast, using a 24-hour diet recall, was 54.5% in the 20-29 age group, 31.2% in the 30-49 age group, and 19.2% in the 50-64 age group. In the 20-29 age group, waist circumstance and serum cholesterol were significantly higher in breakfast skippers than in breakfast eaters. In the 30-49 age group, breakfast skippers had higher triglyceride levels than breakfast eaters. Energy intake of breakfast skippers in every age group was significantly lower than that of breakfast eaters. Furthermore, in the 20-29 and 30-49 age groups, the percent of energy from carbohydrates in breakfast skippers was significantly lower than that of breakfast eaters, whereas the percent of energy from lipids in breakfast skippers was significantly higher than that of breakfast eaters. Additionally, in the 20-29 and 30-49 age groups, breakfast eaters showed higher carbohydrate and iron intake per 1,000 kcal than breakfast skippers and lower lipid intake per 1,000 kcal than that of breakfast skippers. Breakfast skippers showed intakes of less nutrients than EAR was higher than breakfast eaters except vitamin B2 and calcium intake in males of the 20-29 age group. In conclusion, nutrition education, and policy should be implemented to teach the importance of breakfast, appropriate dietary intake, and proper food choice for each age group.

The study aims to examine whether regular leisure activity of the elderly with active and passive types has a beneficial effect to enhance their health condition. The elderly subjects of 164 (82 of elderly who do active leisure and 82 of elderly who do passive leisure) aged over 60 years in Suwon area were employed. Survey questionnaires were administered to investigate general characteristics, life style, and health status along with anthropometric measurement. From the findings, the elderly who do active leisure were highly educated and better in living status. The elderly who do passive leisure showed higher drinking and smoking rates as well as higher obesity and overweight rates in comparison to the other counterpart. Furthermore, the elderly who do passive leisure were poor in health status. 'Painful knee and eye', 'lower back pain', and 'fatigue' were the most prevalent among subjective symptoms of the elderly. In conclusion, the elderly with active leisure activity seemed to have better life style and maintain good health status. Therefore, it is critically important to establish the health program combined with various leisure activity for the seniors to promote and energize the later years of life.

Purpose - This study aims to identify the priorities of medical service quality improvement by customer satisfaction characteristics and potential customer satisfaction improvement (PCSI) index based on the dualistic quality classification of Kano Model (1984) for Comprehensive Health Screeening Center in General Hospitals and Centers only for Comprehensive Health Screening and suggest a direction for future improvement. Research design, data, and methodology - Through advanced research on health screening medical service quality, this study set four service quality factors, including tangible, human, process and supportive factors, and 39 measurement items. Based on these items, the study used 117 questions, which consist of dualistic quality factors, customer satisfaction coefficients, positive and negative questions for PCSI index and questions for current satisfaction. 300 effective samples were collected for adults in their 20s who experienced health screening service in Seoul, Gyeonggi-do and Incheon within the past two years. Collected data were input in the quality evaluation duality table to categorize quality factors and calculate customer satisfaction coefficients by Timko(1993). The study also analyzed PCSI index in comparison with current satisfaction and identified priorities in quality improvement. Results - It was found that the most urgent factors to improve the quality in both groups were adequate waiting hours and emergency response for complications, which are process factors classified as unitary quality. It is urgently needed to improve the quality as the PCSI index was high in supportive factors (complaint response team) as attractive quality in Comprehensive Health Screening Center in General Hospitals and in process factors (prevention of infection) as unitary quality in Centers only for Comprehensive Health Screening. As the PCSI index was low in space use as a tangible factor, it was found that the current level can be maintained instead of improvement. Conclusions - To improve the health screening medical service quality, it is required to focus on process factors (adequate waiting hours, emergency response for complications, prevention of infection) and supportive factors (complaint response team) among service qualities perceived by users. It is proposed to ensure continuous efforts to manage and reinforce priorities as a direction for future improvement in health screening service.