• Journal of The Korean Society of Agricultural Engineers
• /
• v.66 no.1
• /
• pp.1-13
• /
• 2024

This study assessed the efficacy of improving the accuracy of reservoir water level prediction models by employing automated machine learning models and efficient cross-validation methods for time-series data. Considering the inherent complexity and non-linearity of time-series data related to reservoir water levels, we proposed an optimized approach for model selection and training. The performance of twelve models was evaluated for the Obong Reservoir in Gangneung, Gangwon Province, using the TPOT (Tree-based Pipeline Optimization Tool) and four cross-validation methods, which led to the determination of the optimal pipeline model. The pipeline model consisting of Extra Tree, Stacking Ridge Regression, and Simple Ridge Regression showed outstanding predictive performance for both training and test data, with an R² (Coefficient of determination) and NSE (Nash-Sutcliffe Efficiency) exceeding 0.93. On the other hand, for predictions of water levels 12 hours later, the pipeline model selected through time-series split cross-validation accurately captured the change pattern of time-series water level data during the test period, with an NSE exceeding 0.99. The methodology proposed in this study is expected to greatly contribute to the efficient generation of reservoir water level predictions in regions with high rainfall variability.

• Research in Community and Public Health Nursing
• /
• v.32 no.3
• /
• pp.243-253
• /
• 2021

Purpose: The purpose of this study is to identify factors affecting the urinary incontinence (UI) prevalence and the quality of life among elderly adult women who are subject to home visiting healthcare services. Methods: A cross-sectional study was conducted with 400 women aged 60 or over who were registered for home health care services at one health center in Gangwon-do. Data were collected using a structured questionnaire consisting of UI severity, UI type, and the quality of life. The UI severity was assessed using International Consultation of Incontinence Questionnaire-Short Form (ICIQ-SF), the quality of life using Incontinence Quality of Life (I-QOL), and type of UI using Questionnaire for Urinary Incontinence Diagnosis (QUID). The data were analyzed by using x² test, independent t-test, one-way ANOVA, Pearson's Correlation, binary logistic, and multiple lineal regression. Results: The prevalence of UI is 51.7%. The mean score of ICIQ-SF was 9.70±4.04 for women with UI and 0.04±0.51 for women without UI (t=-33.67, p<.001). As the frequency of day time urination (OR=1.34), the subjective health status (OR=1.45), and the educational status (OR=0.90) were higher, the risk of UI prevalence was the higher. The factors affecting I-QOL were ICIQ-SF score, mixed UI, subjective health status, and nighttime urination (adjusted R²=.61). Conclusion: The results of this study showed that UI severity, mixed UI, subjective health status, and day time urination affected the quality of life. It suggests that the assessment for the severity and type of UI be needed to prevent UI or improve the quality of life of UI vulnerable elderly adult women.

• Korean Journal of Computational Design and Engineering
• /
• v.19 no.1
• /
• pp.12-18
• /
• 2014

Shot-peening is frequently used on various mechanical parts because it can improve the fatigue life of components by generating compressive residual stresses on the surface. This can be done by repeatedly hitting the work-piece surface with small balls and making indentations on it. In fact, finding optimal peening time among various peening parameters is the most important. Under-peening can not improve the fatigue life sufficiently while over-peening causes cracks and reduces fatigue life in contrast. In general, optimal peening time is experimentally determined by measuring arc-height using Almen-strip in accordance with SAE J442 standard. To save the time and efforts spent in carrying out experiments to find optimal peening time, this paper presents a computer simulation algorithm for the estimation of surface coverage made by impeller type shot-peening machines (PMI-0608). Surface coverage is defined as the proportion of the work-piece surface that has been indented in a given time of shot-peening. An example (standard tensile test specimen) is presented to validate the proposed method.

• Journal of Biosystems Engineering
• /
• v.36 no.3
• /
• pp.163-170
• /
• 2011

Analysis of load on major parts of the tractor power drive line is critical for efficient and optimum design of a tractor. The purpose of this study was to evaluate severeness of the tractor PTO driving axle during rotary tillage operation. First, S-N (stress vs. number of cycle) curve of a PTO driving gear was obtained through the fatigue life test using a PTO dynamometer. Second, PTO severeness was evaluated during rotary tillage operation. Torque measurement system was constructed with strain-gauge sensors to measure torque of a PTO axle, an I/O interface to acquire the sensor signals, and an embedded system to calculate severeness. The severeness of PTO was analyzed using measured torque data during rotary tillage. In the PTO gear life fatigue test, breakage time and bending stress of the gear were measured by tooth widths and torque change during the fatigue life test. The S-N curve showed a good linear relationship between bending stress and number of cycle (life) with a coefficient of determination of 0.97. For PTO severenss evaluation, rotary tillage operations were conducted at two PTO rotational speeds (level-1, level-2) under different paddy and upland field sites with different soil conditions. Results of averaged relative severeness for PTO level-1 and PTO level-2 were 1.96 and 3.34, respectively, at paddy field sites, and they were 1.36 and 2.51, respectively, at upland field sites. The results showed that the PTO driving axle experienced more severe load during rotary tillage at paddy fields than at upland sites, and relative severeness was greater at the higher PTO rotational speed under all of the soil conditions.

• Corrosion Science and Technology
• /
• v.4 no.4
• /
• pp.147-154
• /
• 2005

The creep resistance of geogrids is one of the most significant long-term safety characteristics used as the reinforcement in slopes and embankments. The failure of geogrids is defined as creep strain greater than 10%. In this study, the accelerated creep tests were applied to polyester geogrids at various loading levels of 30, 50% of the yield strengths and temperatures using newly designed test equipment. Also, the new test equipment permitted the creep testing at or above glass transition temperature($T_g$) of 75, 80, $85^{\circ}C$. The time-dependent creep behaviors were observed at various temperatures and loading levels. And then the creep curves were shifted and superposed in the time axis by applying time-temperature supposition principles. The shifting factors(AFs) were obtained using WLF equation. In predicting the lifetimes of geogrids, the underlying distribution for failure times were determined based on identification of the failure mechanism. The results confirmed that the failure distribution of geogrids followed Weibull distribution with increasing failure rate and the lifetimes of geogrids were close to 100 years which was required service life in the field with 1.75 of reduction factor of safety. Using the newly designed equipment, the creep test of geogrids was found to be highly accelerated. Furthermore, the time-temperature superposition with the newly designed test equipment was shown to be effective in predicting the lifetimes of geogrids with shorter test times and can be applied to the other geosynthetics.

• Journal of Korean Physical Therapy Science
• /
• v.9 no.3
• /
• pp.31-49
• /
• 2002

The purpose of this study was to investigate discomforts and sexual life and to identify the relation between the discomforts and sexual life with low back pain. The data were collected from March 2 through July 31, 2001. Four hundred forty-two questionnaires were returned (response rate=88.0%). Analysis of the data was done with SPSS PC+ and use descriptive statistics, $x^2$-test, t-test, ANOVA. regression. The statistics shows that over than 80% of the adults experienced lumbago at least one time in their life, and Back pain is known as one of the most common complaints made by the patients of all ages in the general hospital or local medical clinics throughout. However, in certain case it leads to a chronic condition which can cause a great deal of problems in management and in financial burden to individuals and society. The result of this study was summarized as follows: 1) It appeared that regarding the distribution of gender, male was the higher(63.6%) then that of female, the portion of forties was 28.5%. Sitting for long time was 23.1% in men and 21.7% in women. Unknown reason including sexual behaviour was 12.9% in men and 15.5% in women. Patients treated medicine and physical therapy were 36.4%. In level of educational background, the rate of high school was 31.0%, technical college was 28.5%. The highest proportion by occupation was 18.3% of office workers, occupation posture was 41.9% of sitting. 2) Men(26.0%) and most of women(34.8%) were not satisfied in the explanation satisfaction rate of sex life concerned disease. 23.8% in men and 23.6% in women considered flexibility of waist good. Man(33.3%) and most of woman(35.0%) considered that Health education is necessary. 32.7% in men and 27.3% in women did't mind educator is whoever. Preventing of lower back pain(LBP) and proper Health education of sex life are demanded in daily life. 3) 58.0% of man and 64.0% of woman mostly had a posture which is man over woman. 28.5% in men and 27.8% in women considered that proper information finding of LBP and sex life was very few and few. 37.7% in men and 42.7% in women have acquired information about sex life flung their friends. 4) The number of sex life was decreased from 2.96 0.98 to 2.61 1.63 and also the time of sex life was decreased from 3.65 1.89 to 226 1.64. The satisfaction rate of sex life changed from 3.60 0.86 to 2.77 1.10. In the number of sex life, The non correct group was 2.62 1.91 and the correct group was higher in 2.68 1.65. In the time of sex life, The non correct group was 2.02 1.47 and the correct group was higher in 229 1.65. The satisfaction rate of sex life was 2.76 0.86 in non correct group and 2.88 1.10 in correct group. So there was a difference. 5) In the satisfaction rate of sex life, Men who have a lower back pain were higher than women and no attack group was higher than attack group. As they had many sex life, the satisfaction rate was higher significantly in statistics. As the time of sex life was short, the satisfaction rate was lower significantly in statistics. As the age was low, the demand rate of Health education was high and as means of patient who had a lower back pain was high, the demand rate of Health education was high. As the patient who had a lower back pain had a long married life, the demand rate of Health education was high and as education level was high, the demand rate of Health education was high. It is necessary to provide patients with conservative treatment, educational teaching, and training to prevent further injuries in the future. In general, it is important to educate the public how to prevent back injuries and how to treat themselves in an onset period to prevent further injuries sliding into a chronic state. Sexuality is an integral part of normal and healthy relationships, but patients are unable to enjoy sex because they are riot able to get into a comfortable position due to back pain. Many conditions of the spine can make certain positions uncomfortable. Health educator should make the education program of the discomforts and the sexual pattern for low back pain in workplace and/or hospital. Further study Is needed on how to integrate the educational program on sexuality into the total rehabilitation program.

• Journal of the military operations research society of Korea
• /
• v.30 no.2
• /
• pp.108-121
• /
• 2004

This paper deals with a procedure of changing the current inspection & replacement periods for ROKAF aircraft parts. ROKAF is mostly operating aircraft of foreign makes, and takes maintenance actions according to Technical Orders(TO.) published by foreign aircraft manufacturers. Therefore ROKAF inspects and replaces specific parts at the time noticed from T.O.. These inspection and replacement periods are determined by manufacturers according to the standard operating environment and parts' durability. But the standard operating environment Is different from operator's environment. Because of this difference, the inspection and replacement periods have to be changed according to operators' operation environment. It is resonable that the manufacturer, having design materials and life test data of parts, changes those periods together with materials of operators' operation environment. But we have many difficulties in obtaining the design materials and life test data. Then this paper proposes a procedure of changing the periods of aircraft's parts with life data obtained during operating aircraft. For the reliability analysis, a software of RELEST (Reliability Estimation Version 1.0) is used.

• Journal of Pharmaceutical Investigation
• /
• v.38 no.1
• /
• pp.73-78
• /
• 2008

To evaluate the bioequivalence of two ramipril formulations, a standard 2-way randomized cross-over study was conducted in twenty-six healthy male Korean volunteers. A single oral dose of 10 mg of test formulation $Ramiprin^{(R)}$ (tablet) or reference formulation Tritace $Protect^{(R)}$ (tablet) was administered with one-week washout period. Plasma concentrations of ramipril were assayed over a period of 12 hr with a well validated method using liquid chromatography coupled to tandem mass spectrometry (LC-MS/MS). The values of area under the plasma concentration-time curve, from time zero to last sampling time $(AUC_t)$ and from time zero to time infinity $(AUC_{inf})$ were $77.45{\pm}44.78\;and\;78.96{\pm}45.64$ for test, and $70.30{\pm}42.27\;and\;71.99{\pm}43.55ng\;hr/mL$ for reference formulation, respectively. Similarly, maximum concentration $(C_{max})$ and elimination half-life $(t_{1/2})$ were $65.61{\pm}19.96ng/mL$ and $2.15{\pm}0.75hr$ for test, and $63.63{\pm}25.50ng/mL$ and $2.16{\pm}0.73hr$ for reference formulations, respectively. Time to reach maximum concentration $(T_{max})$ for the test and the reference, were $0.51{\pm}0.22hr\;and\;0.52{\pm}0.18hr$, respectively. The parametric 90% confidence intervals on the mean of the differences between the two formulations (test-reference) of the log-transformed values of $AUC_t\;and\;C_{max}$ were 1.03 to 1.19 and 0.98 to 1.17, respectively. The overall results indicate that the two formulations are bioequivalent and can be prescribed interchangeably.

• Physical Therapy Korea
• /
• v.15 no.1
• /
• pp.20-29
• /
• 2008

The purpose of this study was to assess the effect of a group self exercise program in improving the quality of life regarding depression and the activities of daily living (ADL) of chronic stroke survivors, as well as the motor functions such as the 3 meter round walk, upper extremity function, and static balance. The subjects were 12 post-stroke ambulatory community center participants. All subjects participated in one 90 minute session per week for 7 weeks and received a home exercise program in every session. They had to record and submit an exercise check list. Quality of life was measured with the Beck depression inventory and the 8-Item Short-Form (SF-8). Motor functions were measured with the manual function test (MF'T), the kinesthetic ability trainer (KAT 3000), and the modified Barthel index. The level of depression decreased somewhat, but there were no significant differences after intervention. However, quality of life related health (SF-8) improved significant1y. There were significant improvements in the time for the 3 meter round walk, the functions of the affected upper extremities, and static balance and ADL (p<.05). The findings of this study suggest that a group self exercise program can improve quality of life related health and motor functions in stroke survivors.

• Journal of Korean Physical Therapy Science
• /
• v.20 no.1
• /
• pp.77-88
• /
• 2013

Purpose : The purpose of this study was to examine the levels and influencing factors of the perceived stress and life-satisfaction among mothers of children with disability. Methods : 55 mothers were selected for this study and the self-reporting method to the structured questionnaire were used to collect the data. The data were analyzed with the frequency, t-test, one-way ANOVA, Duncan test using SPSS 14.0 for window programs. Results : Firstly, the level of total perceived stress of the mothers of children with cerebral palsy was 44.28/75, and the average of the items of the perceived stress was 2.95/5. The highest level of subcategory of the perceived stress, 10.82/15, was in parent role stress, and the lowest level of subcategory of the perceived stress, 3.88/10, was in children developmental stress. There were statistically significant differences in the mother's level of stress according to their ages, employment, occupation, and daily activity time and sleeping time. Secondly, the level of life-satisfaction was 3.17/7, and statistically significant difference was found by the treatment cost. Conclusions : We suggest that these variables need to be considered when the stress intervention programs for the mothers of children with cerebral palsy are developed.