• 제목/요약/키워드: Upper body fat

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A Study on the Accuracy Improvement of One-repetition Maximum based on Deep Neural Network for Physical Exercise

  • Lee, Byung-Hoon;Kim, Myeong-Jin;Kim, Kyung-Seok
    • International journal of advanced smart convergence
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    • 제8권2호
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    • pp.147-154
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    • 2019
  • In this paper, we conducted a study that utilizes deep learning to calculate appropriate physical exercise information when basic human factors such as sex, age, height, and weight of users come in. To apply deep learning, a method was applied to calculate the amount of fat needed to calculate the amount of one repetition maximum by utilizing the structure of the basic Deep Neural Network. By applying Accuracy improvement methods such as Relu, Weight initialization, and Dropout to existing deep learning structures, we have improved Accuracy to derive a lean body weight that is closer to actual results. In addition, the results were derived by applying a formula for calculating the one repetition maximum load on upper and lower body movements for use in actual physical exercise. If studies continue, such as the way they are applied in this paper, they will be able to suggest effective physical exercise options for different conditions as well as conditions for users.

한국인 체질량지수와 식이 섭취, 혈청지질 및 동맥경화 위험인자와의 연관성 오년간의 연구조사(1995~1999) (The Association of Body Mass Index with Dietary Intake, Serum Lipid Levels, Lipoprotein(a) and PAI-1 in Middle Class Korean Adults from 1995 to 1999)

  • 김진옥;위효정
    • 대한지역사회영양학회지
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    • 제6권1호
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    • pp.51-68
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    • 2001
  • This investigation studied the relationship between Body Mass Index(BMI) and dietary intake, levels of serum lipid, lipoprotein(a) and plasminogen activator inhibitor-1(PAI-1) of 28.449 Korean adults(16.937 men, 11.542 women) from 1995 to 1999. The dietary assessment was conducted using 24-hour dietary records and food frequency questionnaires. During this five year study, the BMI normal-weight group, as a percentage of the annual test population, decreased from 68.0% to 60.2%, while the BMI overweight and obese groups collectively increased from 25.0% to 29.7%. The levels of serum total cholesterol (TC), LDL-cholesterol(LDL-C), Triacylglycerol(TG) and PAI-1 increased as the values of BMI increased, while the levels of HDL-cholesterol(HDL-C) and lipoprotein(a)(men only) appeared to decrease as values of BMI increased. The levels of daily energy intake also increased as values of BMI increased in both men and women. The obese group had significantly higher levels of carbohydrate, protein, fat(men only), and cholesterol intake than those of the normal-weight, underweight, and overweight groups. In men, BMI positively correlated with the levels of macronutrients and cholesterol intake(p<0.001), % energy of protein, fat, and alcohol intake(p<0.001), and the levels of serum TC, LDL-C, TG and PAI-1(p<0.001), while BMI negatively correlated with % energy of carbohydrate intake, and the levels of Lp(a) and HDL-C(p<0.001). In women, BMI negatively correlated with level of cholesterol(p<0.01), fat(p<0.001), alcohol intake(p<0.05),% energy of fat (p<0.001), % energy of alcohol intake and level of and HDL-C(p<0.001). Subjects who had serum TC, LDL-C, HDL-C, and TG levels greater than the standard reference values(TC>240mg/㎗, LDL-C>130mg/㎗, HDL-C>35, TG>200mg/㎗) exhibited a higher intake of the three macronutrients, iron, calcium, meat, milk and fatty foods than those subjects who had serum lipid concentrations less-than-or-equal-to the standard reference values. Overall, there was positive correlation between the high risk factors of vascular disease variables, dietary intake, and BMI. Prevalence of hypertension and high blood sugar were increased as BMI increased, but the prevalence of hypertension is decreased as the year goes by. These findings showed that dietary intake, level of serum lipids and other vascular disease risk factors increased as BIM increased. Therefore, middle or upper class Korean adults who have high BMI should improve their eating habits. This involve reducing alcohol, animal fat, high carbohydrate foods, and overall food intake, and balancing intake in order to lower vascular disease risk factors, including obesity.

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가미태음조위탕(加味太陰調胃湯) 전탕액을 활용한 비만 환자에 대한 임상 연구 (Clinical Study of Gamitaeeumjowi-tang for Obese Patients)

  • 서남준;남동우;이은옥;심범상;안규석;김성훈
    • 동의생리병리학회지
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    • 제22권2호
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    • pp.446-452
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    • 2008
  • To evaluate the anti-obesity efficacy of Gamitaeeumjowi-tang consisting of Taeeumjowitang and Daehwang. Eleven male(n=4) and female(n=7), obesity patients were recruited by Tenten Diet Network from November 2005 to February 2006. All the subjects were treated with Gamitaeeumjowi-tang 3 times a day for 12 weeks. Weight, BMI, body fat weight, Total cholesterol, LDL, HDL, Triglycerides, GOT, GPT, and CT results were evaluated before and after the 12 week treatment. Weight, BMI, body fat weight, total cholesterol, triglyceride, and subcutaneous fat in upper and lower abdomen all showed significant decrease after 12 weeks of administration. Also Gamitaeeumjowi-tang showed no toxic effects based on liver function test. Taken together, The potentials of Gamitaeeumjowi-tang as a safe and effective treatment for obesity has been recognized through this study. Further large sample sized and double blinded randomized control trials are needed to fully confirm the findings of this study.

강원도 명주군 농촌형 급식국민학교 고학년 아동의 영양지식 및 영양실태조사 (Nutrition Knowledge and Nutritional Status of Upper Elementary School Children Attending a Rural Type School Lunch Programs)

  • 김은경
    • Journal of Nutrition and Health
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    • 제26권8호
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    • pp.982-997
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    • 1993
  • This study was conducted to evaluate the nutritional status and nutrition knowledge of upper elementary school children attending a rural type school lunch programs. The subjects of this study consisted of 186 elementary school students in the 5th and 6th grades. Anthropometric measurements were taken for body weight, hight, sitting height, triceps skinfold thickness, and circumferences of midarm and chest. Dietary intakes of nutrients were assessed by modified 24-hour recall method. Test consisted of multiple-cholic items was used to assess nutrition knowledge of subjects. The results are summerized as follows: 1) The children's average body weight were 34.8kg in and 37.6kg in girls. Their average heights were 140.2cm in boys and 143.9cm in girls. Body weight, height, sitting height, triceps skinfold and body surface area of girls were significantly higher than those of boys(p<0.05). Anthropometric data of children approximated to the Korean standards, but were lower than those of children in Seoul and other rural area. 2) Total daily energy and nutrient intakes were below the RDA's, except for intakes of niacin and ascorbic acid. School lunch provided 30.5% of total energy intake ; 3.13% of carbohydrate intake, 30.3% of protein intake and 32.4% of fat intake. Therefore, school lunch largely contributed to the nutritional balance of these children. 3) The mean scores on the nutrition knowledge test of fifth grade and sixth grade students were 16.8(out of possible 40 points) and 23.5 (out of a possible 50 points), respectively. 4) Score of food habit had positive correlations with intakes of protein, iron and niacin. But score of nutrition knoweldge test showed to be only related to intake of ascorbic acid.

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인체 형상 데이터를 이용한 실버 여성 3차원 체형 연구 (Body Shapes of Aged Women Applying 3D Body Scan Data)

  • 김수아;최혜선
    • 복식문화연구
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    • 제17권6호
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    • pp.1099-1111
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    • 2009
  • The purpose of this study is to classify body shapes of aged women by using 3D body scan data. For the body shape analysis and classification, 3D body scan data of 270 aged women were used, and 16 main measurements consisting of a human body were used to conduct factor analysis, cluster analysis and discriminant analysis. The analysis were performed on all 'the method using the absolute value', 'the method using index of height and weight', and 'the method using index of height', and according to the classification results, the method which categorizes body shapes best in terms of their shapes was adopted. As the factor analysis result using the numerical value of height to categorize the body shapes of the aged women, factor 1 was the thickness and width for the height, factor 2 was the height of the upper part of the body for the height, factor 3 was the height of hips for the height, and factor 4 was the height of belly for the height. When the body shapes were categorized with the deducted factors as variables, they were divided into two types. Type 1 was a short and fat body shape($\blacksquare$ type) and 55.6% of the subjects were of this type. Type 2 was for the body shape whose vertical height, including weight, was long but all kinds of width and thickness were small, that is, tall and thin body shape($\blacksquare$ type), and 44.4% of the aged women were in this case.

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중년 비만남성용 의복사이즈 체계 연구 -35~55세를 중심으로- (A Study on the Cloth Sizing System for Middle Aged Obese Men -35-55 Years of Age-)

  • 성옥진;박광애
    • 한국의류학회지
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    • 제36권2호
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    • pp.231-243
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    • 2012
  • This study examines the characteristics of fat body type males aged 35 to 55 with a BMI rate higher than 25 categorized as mid-degree obesity and high-degree obesity according to the $6^{th}$ Size Korea; in addition, the study provides a sizing system for obese males. The physical characteristics of the obese male appeared to be with a shorter lower body compared to an upper body for a higher degree of obesity. Obesity appeared evenly from chest to thigh circumference compared to a normal group. Especially, their waist measurement, depth, and width were significantly larger as well as the crotch length (natural indentation) and a larger waist measurement. As for the cloth sizing system, this study suggests the sizes with higher distribution among the designated size intervals of casual tops, men's suit tops and bottoms based on standard stature, chest size and waist circumference (Omphalion) by KS.

(-)-Hydroxycitrate를 이용한 비만 여성의 체중 조절 프로그램 실시 및 효과 평가에 관한 연구(I) (The Effect of (-)-Hydroxycitrate on Weight Control Program in Obese Women -I : Effect on Anthropometric Parameters-)

  • 문수재
    • Journal of Nutrition and Health
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    • 제30권2호
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    • pp.155-169
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    • 1997
  • This study investigated the effect of weight control by using the commercial appetite suppressant ((-)-hydroxycitric acid(HCA) formula) and nutrition education on 72 obese women over a period of 8 weeks. During the study it conducted nutritional education for women to control their weight, thus analyzed their changes in anthropometric variables. All obese women were randomized in a double-blind method to consume either HCA(HCA group : experimental group) or placebo(placebo group : control group). Two groups were also divided randomly into 2 groups combined with commercial formula diet in 1 meal a day(HD group and PD group : HCA + gormula diet and placebo + formula diet) or not(HO group and conducted with 4 groups(HD, HO, PD, and PO group). All subjects were assigned to consume 800-1500kcal/d balanced diet which is 500kcal less than their usual energy requirement. To evaluate the effect of the weight control program, weight, percent of body fat, waist and hip circumferences, and 5 skinfold thickness were measured up to 5 times in all obese women. The mean weight of the subjects at the onset of the study was 76.5$\pm$10.6kg. The mean body mass index(BMI) wa 30.1$\pm$3.8 and it was in the upper 5 percentile of mean BMI of Korean women. At the end of the program, mean weight loss was 3.5kg after 2 weeks(p<0.001), and 5.8kg after 4 weeks(p<0.001). The waist, hip ratio(WHR) and skinfold thickness measurements of biceps, triceps, subscapular, suprailiac and abdominum showed significant reduction over the entire study period(p<0.05). These outcome were evaluated by effect of nutritional education and counselling. The reduction of % of body fat was significantly different among the 4 groups. Women who administrated HCA demonstrated more change in weight, BMI than the placebo group. There was also significant reduction in body composition (% of body fat, WHR, and skinfold thickness) than the other groups. The HD group which was administrated HCA combined with formula diet was more decreased than other groups. It showed that this program using commercial HCA and formula diet induced not only a change in weight but also a change in body composition. The outcome of this study suggests that HCA has a more effctive change on weight control which is carried out with nutritional education and counselling.

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Types of perception on the body shape of old-old aged women

  • Cha, Su-Joung
    • 한국컴퓨터정보학회논문지
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    • 제23권4호
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    • pp.121-129
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    • 2018
  • The purpose of this study is to provide a basic data of clothing development which can improve the satisfaction of the body shape by examining the subjective evaluation and type characteristics of the old-old women themselves. Q methodology was used for the study of subjectivity. The types of the body shape of the old-old women were analyzed as five types: bent body with protruding abdomen, backward bent body with slender legs, inverted triangle, swollen cylinder, triangle. The bent body with protruding abdomen had a bent back and waist. They were recognized that the bust and shoulders were sagging and abdomen was protruding. The backward bent body with slender legs was the smallest of the five types with a BMI index and shoulders and bust were sagging. And knee and waist were bent and legs were thin. The inverted triangular shape showed the highest BMI index among the 5 types, indicating that it is obese. They thought that the upper body was developed and the lower body and legs were slender. The swollen cylinder shape was analyzed to be the smallest and the most fat body. The triangle shape had developed lower body and bent back and waist. It is considered that a design consideration is needed to cover the disadvantages of the body shape in consideration of not only wearing feeling but also aesthetic part when making clothes. By making ergonomic garments considering the characteristics of body shape, it can be expected to change the body shape due to the wearing of clothing that is not suitable for body shape and the effect on physical health in a positive direction.

상박위(上膊圍)에 의(依)한 성장기(成長期) 아동(兒童)에 영양상태(營養狀態)의 판정(判定)에 관(關)한 연구(硏究) (A Study on the Nutritional Assessment of Early Childhood Using Mid-Upper-Arm Circumference)

  • 채범석;남롱강;정영진
    • Journal of Nutrition and Health
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    • 제8권4호
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    • pp.9-14
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    • 1975
  • Growth retardation and a variable degree of body disproportion are recognized features of malnutrition, and mild and moderate protein-calorie malnutrition(PCM). Among the various body measurements suggested to assess the prevalence of all grades of PCM as judged by growth retardation and by body disproportion, the 'mid-upper-arm circumference'-abbreviated to 'arm-circumference' has been suggested as a potential useful simple field index for the assessment of PCM showing that the measurement would give composite information simultaneously on three important effects on PCM-deficit in the muscle protein reservoirs, availability of calorie stores in the form of subcutaneous fat, and growth failure. And this is selected because of its easy accessibility, and less involvement with clinical edema. This study is conducted to make a comparison between the percentage of Korean weight for age standards and the percentage of mid-upper-arm circumference for age standards of 175 preschool children aged $3{\sim}72$ months who are selected among the low-income residents in Seoul. In this study, a comparison is made between the results obtained by expressing the observed weight of the child as a percentage of Korean standard, referred to as 'weight-for-age' and the observed arm-circumference expressed as a percentage of the age-specific arm standard of Jelliffe, referred to as 'arm-for-age'. All the measurements were taken following the techniques described by Jelliffe. The left mid upper arm was measured using a glass-fibre tape and the Fairbanks Morse beam balance was used for weighing. 80% level of weight for age Korean standard and 85% level of arm for are Jelliffe standard were used as an upper borderline limit for PCM. Comparing the 80% weight-for-age and the 85% arm-for-age standard as an upper limit for PCM, for children aged $3{\sim}72$ months, results in 84.6% agreement with the sensitivity of 86.4% and its specificity of 83.5%. If arm circumference alone had been measured and judgement made on this basis, then only 5.1% of the children would have been 'wrongly' classified. And there is a moderately close correlation between arm circumference and weight for age as the data in Table 4 shows. The problem therefore lies in the standard for arm circumference in normal children and in determining what is the lower limit of normal. Once this is clearly difined, one can rely more confidently on arm circumference measurements alone for the nutritional assessment of early childhood.

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35~49세 남성의 체형연구 (A Study on the Body Shapes of Men at the Age of 35~49)

  • 김옥경
    • 한국의류산업학회지
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    • 제7권3호
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    • pp.301-308
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    • 2005
  • The purpose of this study is to design men's clothing pattern that supplemented the problems of body shapes, by grasping the physical characteristics of middle-aged men and classifying their body shapes through comparing measurements after carrying out the human-body measurement targeting 120 middle-aged men at the age of 35-49 in full. As to the technical-statistic analysis of the measurement items, it could be seen that the middle-aged people who are the research target, have the obese body shapes. As a result of carrying out the factor analysis by the measurement analysis, it was derived the totally five factors such as thickness and width, stature and height, weight and girth, the bust length, and the shoulder shape. The total communality is 78.47%, and as a result of the cluster analysis by the factor score, it was classified into three clusters. Type 1 is the body shape with the great stature, the waist region a little obese, and the biggest thickness, width and girth. It is a flat body shape with the narrow shoulder and the smallest difference between the breast width and the waist width. As type 2 is the body shape that is small stature and is relatively not fat, it is the shape with the biggest difference between the breast width and the waist width and with the wide shoulder. Type 3 is the body shape that belongs to the middle of type 1 and type 2, has the upper-part body longer than other body shapes, and has the developed breast region with the biggest bosom width and bosom thickness.