• Title/Summary/Keyword: Observation Features

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IoT-Based Automatic Water Quality Monitoring System with Optimized Neural Network

  • Anusha Bamini A M;Chitra R;Saurabh Agarwal;Hyunsung Kim;Punitha Stephan;Thompson Stephan
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.18 no.1
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    • pp.46-63
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    • 2024
  • One of the biggest dangers in the globe is water contamination. Water is a necessity for human survival. In most cities, the digging of borewells is restricted. In some cities, the borewell is allowed for only drinking water. Hence, the scarcity of drinking water is a vital issue for industries and villas. Most of the water sources in and around the cities are also polluted, and it will cause significant health issues. Real-time quality observation is necessary to guarantee a secure supply of drinking water. We offer a model of a low-cost system of monitoring real-time water quality using IoT to address this issue. The potential for supporting the real world has expanded with the introduction of IoT and other sensors. Multiple sensors make up the suggested system, which is utilized to identify the physical and chemical features of the water. Various sensors can measure the parameters such as temperature, pH, and turbidity. The core controller can process the values measured by sensors. An Arduino model is implemented in the core controller. The sensor data is forwarded to the cloud database using a WI-FI setup. The observed data will be transferred and stored in a cloud-based database for further processing. It wasn't easy to analyze the water quality every time. Hence, an Optimized Neural Network-based automation system identifies water quality from remote locations. The performance of the feed-forward neural network classifier is further enhanced with a hybrid GA- PSO algorithm. The optimized neural network outperforms water quality prediction applications and yields 91% accuracy. The accuracy of the developed model is increased by 20% because of optimizing network parameters compared to the traditional feed-forward neural network. Significant improvement in precision and recall is also evidenced in the proposed work.

Analysis on the Rainfall Triggered Slope Failure with a Variation of Soil Layer Thickness: Flume Tests (강우로 인한 조립토 사면에서의 토층 두께 변화에 따른 사면의 활동 분석: 실내 모형실험)

  • SaGong, Myung;Yoo, Jea-Ho;Lee, Sung-Jin
    • Journal of the Korean Geotechnical Society
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    • v.25 no.4
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    • pp.91-103
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    • 2009
  • Slope failure depends upon the climatic features related to related rainfall, structural geology and geomorphological features as well as the variation of the mechanical behaviors of soil constituting a slope. In this paper, among many variables, effects of soil layer thickness on the slope failure process, and variations of matric suction and volumetric water content were observed. When the soil layer is relatively thick, the descending wetting front decreases matric suction and the observed matric suction reaches to "0" value. When the wetting front reaches to the impermeable boundary, the bottom surface of steel soil box, ascending wetting front was observed. This observation can be postulated to be the effects of various sizes of pores. When macro size pores exist, the capillary effects can be reduced and infilling of pore will be limited. The partially filled pores would be filled with water during the ascending of the wetting front, which bounces from the impermeable boundary. This assumption has been assured from the observation of variation of the volumetric water contents at different depth. When the soil layer is thick (thickness = 20 cm), for granular material, erosion is a cause triggering the slope failure. It has been found that the initiation of erosion occurs when the top soil is fully saturated. Meanwhile, when the soil layer is shallow (thickness = 10 cm), slope slides as en mass. The slope failure for this condition occurs when the wetting front reaches to the interface between the soil layer and steel soil box. As the wetting front approaches to the bottom of soil layer, reduction of shear resistance along the boundary and increase of the unit weight due to the infiltration occur and these produce complex effects on the slope failure processes.

Treatment Outcome of Langerhans Cell Histocytosis (랑게르한스 세포 조직구증의 치료 결과)

  • Chung, So Hak;Kim, Jae Do;Jo, Hyun Ik
    • The Journal of the Korean bone and joint tumor society
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    • v.20 no.1
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    • pp.14-21
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    • 2014
  • Purpose: To analyze the clinical features and treatment outcome of Langerhans' cell histocytosis. Materials and Methods: From August 1996 to June 2013, 28 patients who histologically proven with LCH were analyzed of medical records, radiography, pathologic character retrospectively. Results: A total of 28 cases of LCH including 22 child has been reported. Onset age was 0.6 to 51 years old, occurred in the average age was 14.8 years. Follow-up period was 6 months to 134 months average was 44.6 months. The M:F ratio was 2.5:1. The initial symptoms was pain in 18 cases, 5 cases of pathologic fracture, 3 case of palpable mass, 1 case of discovered by accident in radiography, 1 case of torticollis. In radiological examination osteolysis was seen all cases, 7 cases showed a periosteal reaction, 1 case showed soft tissue extension. Clinical type of all cases were eosinophilic granuloma. 25 cases were classified as unifocal disease and 3 cases were multifocal single systemic diseases. In all cases, incisional biopsy was performed. After histologic confirmed, 14 cases was treated with curettage or surgical excision of the lesion and the other 14 cases were followed up without treatment. There is no death during follow up period. 11 cases has no radiological improvement after 3-6 months observation, intralesional steroid injection was performed. Conclusion: Patients with LCH who has rapid systemic onset is very rare, so if you meet the young children who suspected LCH, you shoulder avoid the examination which cause excessive radiation exposure to the young patient. In order to confirm the diagnosis of disease, biopsy is needed. Close observation after confirmed by histological method will bring the satisfactory results. But the patients who had pathologic fracture or wide bone destruction already may need curettage and bone grafting to lesion or internal fixation. The lesion which has no radiological improvement after 3-6 months observation or appear with pain interferes daily life may need local steroid injection as a good treatment.

Petrological and Mineralogical Characteristics and Firing Temperature of Pottery in the 5-6th Century from Changnyeong, Gyeongsangnamdo (경상남도 창녕에서 출토된 5-6세기 토기의 암석광물학적 특성 연구 및 소성온도 추정)

  • Woo, Hyeon Dong;Kim, Ok Soon;Jang, Yun Deuk
    • Journal of the Mineralogical Society of Korea
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    • v.27 no.2
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    • pp.63-72
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    • 2014
  • This study is conducted to investigate mineralogical characteristics and estimate firing temperature and condition of earthenwares in the 5-6th Century which are found at ancient tombs in Gyo-dong, Gyo-ri, Changnyeong-eup, Changnyeong-gun, Gyeongsangnam-do, TKorea by applying petrological methods. For this study, mineralogical analysis, microtexture observation and chemical analysis were conducted. According to observations using a polarization microscope, the potshreds are mainly composed of quartz and feldspar and consist of some felsic volcanics, tempers, opaques and mullite, hematite and spinel were found under XRD and FTIR analysis. The flow pastes are observed in many potshreds, and it indicate that this textures made by the mixing process or the pottery made from the mixture of 2 sorts of clays at least. They dose not show the features of the potshreds firing under temperature of $1,200-1,300^{\circ}C$ rather than the earthenware firing under relatively low temperature of $1,000^{\circ}C$ approximately because of the existence of a number of pores and the crystals of the specific minerals. The growths mostly of mullite on the surface and into the cracks of the potshreds indicate that the firing condition was not uniform to make even temperature and oxidation. Most of the pottery shreds have felsic volcanic fragments and some of them have cristobalite which is formed at the temperature of more than 1,470^{\circ}C$. But considering the estimated firing temperature, these are not formed during firing but included in the original clay.

Satellite-altimeter-derived East Sea Surface Currents: Estimation, Description and Variability Pattern (인공위성 고도계 자료로 추정한 동해 표층해류와 공간분포 변동성)

  • Choi, Byoung-Ju;Byun, Do-Seong;Lee, Kang-Ho
    • The Sea:JOURNAL OF THE KOREAN SOCIETY OF OCEANOGRAPHY
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    • v.17 no.4
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    • pp.225-242
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    • 2012
  • This is the first attempt to produce simultaneous surface current field from satellite altimeter data for the entire East Sea and to provide surface current information to users with formal description. It is possible to estimate surface geostrophic current field in near real-time because satellite altimeters and coastal tide gauges supply sea level data for the whole East Sea. Strength and location of the major currents and meso-scale eddies can be identified from the estimated surface geostrophic current field. The mean locations of major surface currents were explicated relative to topographic, ocean-surface and undersea features with schematic representation of surface circulation. In order to demonstrate the practical use of this surface current information, exemplary descriptions of annual, seasonal and monthly mean surface geostrophic current distributions were presented. In order to objectively classify surface circulation patterns in the East Sea, empirical orthogonal function (EOF) analysis was performed on the estimated 16-year (1993-2008) surface current data. The first mode was associated with intensification or weakening of the East Korea Warm Current (EKWC) flowing northward along the east coast of Korea and of the anti-cyclonic circulation southwest of Yamato Basin. The second mode was associated with meandering paths of the EKWC in the southern East Sea with wavelength of 300 km. The first and second modes had inter-annual variations. The East Sea surface circulation was classified as inertial boundary current pattern, Tsushima Warm Current pattern, meandering pattern, and Offshore Branch pattern by the time coefficient of the first two EOF modes.

Forecasting the Precipitation of the Next Day Using Deep Learning (딥러닝 기법을 이용한 내일강수 예측)

  • Ha, Ji-Hun;Lee, Yong Hee;Kim, Yong-Hyuk
    • Journal of the Korean Institute of Intelligent Systems
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    • v.26 no.2
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    • pp.93-98
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    • 2016
  • For accurate precipitation forecasts the choice of weather factors and prediction method is very important. Recently, machine learning has been widely used for forecasting precipitation, and artificial neural network, one of machine learning techniques, showed good performance. In this paper, we suggest a new method for forecasting precipitation using DBN, one of deep learning techniques. DBN has an advantage that initial weights are set by unsupervised learning, so this compensates for the defects of artificial neural networks. We used past precipitation, temperature, and the parameters of the sun and moon's motion as features for forecasting precipitation. The dataset consists of observation data which had been measured for 40 years from AWS in Seoul. Experiments were based on 8-fold cross validation. As a result of estimation, we got probabilities of test dataset, so threshold was used for the decision of precipitation. CSI and Bias were used for indicating the precision of precipitation. Our experimental results showed that DBN performed better than MLP.

Studies on Isolation of Pasteurella multocida from Slaughtered Pigs, Microbiological and Serological Properties, Antibiotic Susceptibility of the Isolates and Pathological Observation of Their Lungs (도축돈에서 Pasteurella multocida의 분리, 분리주에 대한 미생물학적, 혈청학적성상 및 항생물질의 감수성조사와 돈폐에 대한 병리학적 관찰에 관하여)

  • Lee Hak-Cheol;Ham Tai-Soo;Chung Yoo-Yeol;Cho Seong-Lyong;Lee Jag-Hyeon
    • Journal of Veterinary Clinics
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    • v.6 no.2
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    • pp.307-318
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    • 1989
  • In recent years much attention has been paid to swine respiratory infection caused by Pasteurella(P) multocida with rapid expansion of pork Industry in Korea. The present study was performed to observe the etiologic situation of P. multocida infection by bacteriological, serological(serotyping) and pathological examinations with the lungs respectively. In addition antibiotic susceptibility test was carried out against the isolated strains of P. multocida. The results obtained are as follows : 1. Eighteen strains(12.8%) wert isolated from the 140 cases of swine lungs examined, and biological and biochemical characteristics of the isolates were the sam as those in the references of other workers, whereas some differences were observed in sugar fermentation and enzyme activity according to the strain of isolates. 2. Capsular serotyping performed on 18 P. multocida revealed that 13 strains(72.2%) were A type and 5 strains(27.8%) were D type, respectively. 3. When serotyping was performed against somatic antigen on 18 strains capsular types of which were identified as described above 9(50%), 3(16.7%) and 4(22.2%) strains belong to 1:A, 3:A and 2:D, respectively, but untypable 2 strains(11.1%) were observed. 4. Antibiotic susceptibility test by employing disc method for 24 kinds of drugs revealed that 15 kinds of antibiotics were sensitive to 18 strains of P. multocida isolated such as ampicillin(l00%), penicillin(100%), cloxacillin(56%), piperacillin(70%), cefotaxime(30%), minocycline(60%), chloramphenicol(95%), erythromycin(39%), kanamycin(17%), gentamicin(70%), amikasin(30%), colistin(78%) and nalidixic acid(5%), respectively, but resistant to 9 kinds of antibiotics such as sulpenicillin, cefazolin, cephalothin, cefametazol, cefoperazone, kitasamycin, oleandomycin. lincomycin and bacitracin. 5. Pathological features of 60 cases of swine lungs indicated that pneumonic .lesions were observed in 38 cases(63.3%) examined by macroscopic finding, in which lesions of 8 cases(13.4%) would correspond to those of mycoplasmal infection, and 30 cases(50%) were similar to viral infection by histopathological finding, whereas 22 cases(36.7%) were considered to be normal by ecropsy or histopathological finding.

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Retrospective Study of Traumatic Dental Injuries among Children Aged 0 - 15 Years in Wonju (원주세브란스기독병원 응급실로 내원한 0 - 15세 어린이의 치과적 외상에 관한 후향적 분석)

  • Bae, Doo-Hwan;Kim, Ji-Hun
    • Journal of the korean academy of Pediatric Dentistry
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    • v.44 no.1
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    • pp.64-71
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    • 2017
  • This study was designed to evaluate the age, gender, location of trauma, etiology, injury site, types of treatment, elapsed time after trauma, and arrival time of children who visited trauma center of Wonju Severance Christian Hospital. Records of a total of 841 patients who were 0 - 15 years old and received care in the period from March 2011 to October 2015 at the Trauma Center, Wonju Severance Christian Hospital were analyzed. This study showed that traumatic dental injuries were more common in boys and patients between 0 - 3 years old. Under 6 years old, fall was the most common etiology and home was the most common place of trauma. However, fall decreased, and sports and etc increased largely in etiologic factors over 6 years old. Besides, home decreased, and road and kindergarten school increased largely in the place of trauma. Etiology and location of trauma were statistically influenced by the age (p < 0.05). The most commonly affected injury sites were maxillary incisors and lips. The most patients visited trauma center between 18 - 24 o'clock (53.3%), and the least patients visited between 0 - 6 o'clock (4.6%). 51.5% of patients visited the trauma center within 1 hour of sustaining trauma, and 26.8% and 11.5% of patients visited between 1 - 2 hours and 2 - 3 hours respectively. The most common treatment of traumatic dental injuries was observation, and the second most common treatment was suture. Traumatic dental injuries in children exhibit specific epidemiological features according to children's gender, age, and other conditions. These result from combination of social, developmental, and physiologic factors.

A Case Study on the Process of Practicum of Student Teachers Majoring in Physics Education (물리교육 전공 학생들의 교육실습 과정 사례 연구)

  • Yoon, Hye-Gyoung;Shim, Jae-Gyu;Pak, Sung-Jae
    • Journal of The Korean Association For Science Education
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    • v.17 no.3
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    • pp.289-299
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    • 1997
  • This study has been undertaken in the light of constructivist view of teacher education. Participant observation, unstructured interview and questionnaire were used to explore the process and the role of practicum in science teacher education. The subjects were 19 student teachers majoring in physics education; 8 had participated at boys junior high school, 11 at senior high school. The student teachers had very critical and negative perception on their school days' science lessons. They had expected to do 'better' in their practicum but there were only 3 to 5 opportunities of teaching under the umbrella of textbook. Explanation in the classroom and solving exercise problem were the main features of student teachers' lessons. Much of the lessons were similar when it is to same topic and the main reference for their lesson preparation was the textbook. The student teachers felt the design of teaching approach as the most difficult thing during their lesson preparation. They realized that teaching is harder than they thought and they should consider students' level and responses. Though they had become to have more positive perception on teaching job through their field experiences, their decision on job preference did not change. More than half did not want to be a teacher. The student teachers recognised the courses related with science education as the most useful to their teaching in practice among the program of college of education which they had taken. The experience of writing one lesson plan or teaching in front of their peers, designing a new demonstration equipment were recognised as valuable and helpful element of the courses. They proposed to reduce the amount of general education courses and to emphasize the courses relevant with science education and practicum. The limited opportunity of teaching in practicum was pointed out as problematic. Though the practicum was recognized as a 'good' experience to student teachers, it was confined by textbook and limited teaching opportunity. In conclusion, the practicum was not organized and implemented as a meaningful experience of science teaching and learning. There should be more structured studies on what kind of perceptions and experiences the student teachers had brought to the science teacher education program, how they interact with the elements of the program and how they affect to their science teaching. The structure and content of practicum also should be studied and developed so as to make practicum as a meaningful experience of science teaching and learning.

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Confirmation of Estrus Induction using Vaginal Cytology in Shih-tzu Bitches (시츄견에서 질세포 검사를 이용한 발정 유기 효과의 확인)

  • Park, Chul-Ho;Lee, Suk-Kyung;Kim, Bang-Sil;Bae, Jae-Han;Ryu, Jae-Sun;Kim, Sang-Il;Lee, Ju-Hwan;Park, Sang-Guk;Park, In-Chul;Kim, Jong-Taek;Suh, Guk-Hyun;Oh, Ki-Seok;Son, Chang-Ho
    • Journal of Embryo Transfer
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    • v.25 no.1
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    • pp.67-75
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    • 2010
  • To investigate the change of vaginal epithelial cell in estrus-induced Shih-tzu bitch, estrus was induced by PMSG (50 IU/kg, for 10 days) and hCG (1,000 IU, on Day 10) in 12 anestrus Shih-tzu bitches. Day-changes of vaginal epithelial cells during the whole period of hormone treatment were investigated in each experimental bitches. The first day of vulvar bleeding and the first day of male acceptant was on $6.72{\pm}1.38$ days ($Mean{\pm}S.D.$), and $10.44{\pm}1.63$ days after the first PMSG treatment. The duration of proestrus and estrus was $4.36{\pm}1.20$ days, and $7.58{\pm}1.43$ days. Characteristic features of vaginal cytology during the estrous cycle were the high proportion of large intermediate cell, superficial cell, anuclear cell and erythrocyte in proestrus, superficial cell and anuclear cell in estrus, and parabasal cell, small and large intermediate cell, and leukocyte in diestrus, respectively. When it was timed from the first day of PMSG administration (Day 0), the cornification index (CI) was the high proportion in proestrus and estrus. The CI peak was maintained above 80% between Day 11~14 (4 days) and CI showed a peak at Day 12. These results indicated that the 12 Shih-tzu bitches showed positive estrus induction by vaginal smear test and observation of clinical estrus sign.