• Title/Summary/Keyword: Epidemics

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Anomaly Detection in Livestock Environmental Time Series Data Using LSTM Autoencoders: A Comparison of Performance Based on Threshold Settings (LSTM 오토인코더를 활용한 축산 환경 시계열 데이터의 이상치 탐지: 경계값 설정에 따른 성능 비교)

  • Se Yeon Chung;Sang Cheol Kim
    • Smart Media Journal
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    • v.13 no.4
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    • pp.48-56
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    • 2024
  • In the livestock industry, detecting environmental outliers and predicting data are crucial tasks. Outliers in livestock environment data, typically gathered through time-series methods, can signal rapid changes in the environment and potential unexpected epidemics. Prompt detection and response to these outliers are essential to minimize stress in livestock and reduce economic losses for farmers by early detection of epidemic conditions. This study employs two methods to experiment and compare performances in setting thresholds that define outliers in livestock environment data outlier detection. The first method is an outlier detection using Mean Squared Error (MSE), and the second is an outlier detection using a Dynamic Threshold, which analyzes variability against the average value of previous data to identify outliers. The MSE-based method demonstrated a 94.98% accuracy rate, while the Dynamic Threshold method, which uses standard deviation, showed superior performance with 99.66% accuracy.

Clinical significance of codetection of the causative agents for acute respiratory tract infection in hospitalized children (급성 호흡기 감염으로 입원한 소아에서 호흡기 감염의 원인: 중복검출의 임상적 의미)

  • Roh, Eui Jung;Chang, Young Pyo;Kim, Jae Kyung;Rheem, In Soo;Park, Kwi Sung;Chung, Eun Hee
    • Clinical and Experimental Pediatrics
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    • v.52 no.6
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    • pp.661-666
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    • 2009
  • Purpose : To determine the prevalence and clinical features of codetected respiratory etiological agents for acute respiratory infection in hospitalized children. Methods : Nasopharyngeal aspirates were obtained from hospitalized children with acute respiratory infection at Dankook University Hospital from September 2003 through June 2005. Immunofluorescent staining and culture were used for the detection of respiratory viruses (influenza virus [IFV] types A, B; parainfluenza virus [PIV] types 1, 2, 3; respiratory syncytial virus [RSV]; adenovirus [AdV]). Polymerase chain reaction (PCR) assays were used for Mycoplasma pneumoniae (MP) and Chlamydia trachomatis (CT) detection, and PCR and culture were performed for enterovirus detection. Acid-fast staining and culture were performed for tuberculosis detection. The demographic and clinical characteristics were reviewed retrospectively from the patients medical records. Results : Evidence of two or more microbes was found in 28 children: RSV was detected in 14, PIV 3 in 10, AdV in 10, MP in 8, PIV 2 in 8, CT in 4, and PIV 1 in 3. Codetected agents were found as follows: RSV+PIV 2, 6 patients; AdV+MP, 4 patients; AdV+PIV, 3 patients; RSV+MP, 3 patients; PIV 1+PIV 3, 3 patients. Distinct peaks of codetected agents were found in epidemics of MP and each respiratory virus. Conclusion : The codetected infectious agents were RSV, PIV, AdV, and MP, with distinct peaks found in epidemics of MP and each respiratory virus. Although advances in diagnostic methods have increased the prevalence of codetection, its clinical significance should be interpreted cautiously.

Analysis of Potential Infection Site by Highly Pathogenic Avian Influenza Using Model Patterns of Avian Influenza Outbreak Area in Republic of Korea (국내 조류인플루엔자 발생 지역의 모델 패턴을 활용한 고병원성조류인플루엔자(HPAI)의 감염가능 지역 분석)

  • EOM, Chi-Ho;PAK, Sun-Il;BAE, Sun-Hak
    • Journal of the Korean Association of Geographic Information Studies
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    • v.20 no.2
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    • pp.60-74
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    • 2017
  • To facilitate prevention of highly pathogenic avian influenza (HPAI), a GIS is widely used for monitoring, investigating epidemics, managing HPAI-infected farms, and eradicating the disease. After the outbreak of foot-and-mouth disease in 2010 and 2011, the government of the Republic of Korea (ROK) established the GIS-based Korean Animal Health Integrated System (KAHIS) to avert livestock epidemics, including HPAI. However, the KAHIS is not sufficient for controlling HPAI outbreaks due to lack of responsibility in fieldwork, such as sterilization of HPAI-infected poultry farms and regions, control of infected animal movement, and implementation of an eradication strategy. An outbreak prediction model to support efficient HPAI control in the ROK is proposed here, constructed via analysis of HPAI outbreak patterns in the ROK. The results show that 82% of HPAI outbreaks occurred in Jeolla and Chungcheong Provinces. The density of poultry farms in these regions were $2.2{\pm}1.1/km^2$ and $4.2{\pm}5.6/km^2$, respectively. In addition, reared animal numbers ranged between 6,537 and 24,250 individuals in poultry farms located in HPAI outbreak regions. Following identification of poultry farms in HPAI outbreak regions, an HPAI outbreak prediction model was designed using factors such as the habitat range for migratory birds(HMB), freshwater system characteristics, and local road networks. Using these factors, poultry farms which reared 6,500-25,000 individuals were filtered and compared with number of farms actually affected by HPAI outbreaks in the ROK. The HPAI prediction model shows that 90.0% of the number of poultry farms and 54.8% of the locations of poultry farms overlapped between an actual HPAI outbreak poultry farms reported in 2014 and poultry farms estimated by HPAI outbreak prediction model in the present study. These results clearly show that the HPAI outbreak prediction model is applicable for estimating HPAI outbreak regions in ROK.

Studies on the Epidemiology and Control of Bacterial Leaf Blight of Rice in Korea (한국에 있어서의 벼흰빛잎마름병의 발생생태와 방제에 관한 연구)

  • Lee Kyung-hee
    • Korean journal of applied entomology
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    • v.14 no.3 s.24
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    • pp.111-131
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    • 1975
  • The study has been carried out to investigate the occurrence, damage, characteristics of the pathogen, environmental conditions affecting the disease outbreak, varietal resistance, forecasting, and chemical control of bacterial leaf blight of rice in Korea since 1964. Bacterial leaf blight of rice became a major disease in Korea since 1960. A correlation was found between the annual increase of epidemics and increase of cultivation area of susceptible varieties, Jinheung, Keumnampung etc. Areal damage within the country showed that the more was at southern province, Jeonnam, Gyeongnam and western coast, and at flooded rice paddy. Yield reduction directly related with the amount of infection on upper leaves at heading stage. Fifty per cent of reduction resulted when the lesion area was more than 60 per cent. Less than 20 per cent of lesion area, however, was not affected so much on yield loss One hundred and six isolates collected from all over the country were classified as 8 strains by using 4 different bacteriophages in 1973. It was, however, only two in 1965. There were some specificities on varietal distributions among the strains such as that the Jinheung attacked mainly by strain A, B, C and I, those attack Kimmaze were A, B, H and I. Most strains were found from Tongil except D and E, whereas Akibare was only variety that attacked by strain E. Low temperature, high humidity, heavy rainfall and insutficient daylight favored the disease epidemics. Especially, typhoon and flooding at heading stage were critical factors. The earlier transplanting the more disease was resulted, and more nitrogen fertilizer application accerelated the diseased development in general. The resistance to the disease varied by growing stage of the sane plants. All of recommended varieties in Korea were susceptible to the disease except Norm No. 6 and Sirogane which moderately resistant. The pathogen, Xanthomonas oryzae, was detectable from extract of healthy seedlings that were grown in the field with an heavy infection previous year. The more bacteriophage in irigation water resulted the more disease outbreak, and the existence of more than 50 bacteriophages in 1ml. of irrigation water were necessary to initiate the disease out break. The curves representing occurrence of bacteriophages and disease outbreak were similar with 15 days interval. The survey of bacteriophage occurrence can be utilized in forecasting of the disease two weeks ahead of disease outbreak. Three applications of chemicals, Phenazin and Sangkel, in weekly intervals at the early satage of out-break depressed the symptom development, and increased yield by 20per cent. Proper period for the chemical application was just before the number of bacteriophage reaches 50 in 1ml. of irrigation water.

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A Study on the Lineage of Medicine in the Middle Period of the Chosun Dynasty (조선중기(朝鮮中期) 의학(醫學)의 계통(系統)에 관(關)한 연구(硏究))

  • Kim, Hong-Kyoon;Park, Chan-Kuk
    • Journal of Korean Medical classics
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    • v.5
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    • pp.252-305
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    • 1992
  • The Korean Medicine in the middle period of the Chosun Dynasty, with its clear independence, has made an excellent display of originality and superiority in the world medicine. By pinpointing its merits, classifying its lineal descent, and examining its relation with present Korean Medicine we can draw the following conclusions. First, the study on the history of Korean Medicine should, in terms of time, grasp the generational stream and, in terms of space, examine the relation with medicines of neighbouring countries, with both an inner and outer way of observing. Secondly, it is but a manifestation of the colonial view of history to classify the 460 years from Tae-jo(太祖) to Cheol-jong(哲宗) as Mordern Period of Korean Medicine. Therefore, the 250-year period between the mid-16th century of Myung-jong(明宗) to the late-18th century of later Jeong-jo(正祖), which saw a pivotal development of the national medicine as a practical medicine based on experiences, should be established as the period of Korean Medicine in the mid-Chosun dynasty. It is required from both nationalistic view of history and history as a positive science. Thirdly, Korean Medicine in the mid-Chosun period was developed with an emphasis on an independent development and creative succession of the national medicine, which was succeeded to the late-Chosun period. Fourthly, medical thought in the mid-Chosun period was much influenced by, and based on the practicality of, Shil-hak(or practical science : 實學) as was the current of the times. Fifthly, though medicine in the mid-Chosun period was generally developed, the recipes for the measles, epidemic and smallpox were especially developed owing to rage of epidemics, and the development of the acupunture as a military medicine was the most c lear because of the two major wars against the Japanese and Chinese, respectively in 1592 and 1636. Sixthly, Whang doh-yeon(黃道淵)'s Bangyak-happyeon(方藥合編), Lee je-mah(李濟馬)'s Tongui-susebawon(東醫壽世保元) and Lee kyu-jun(李奎晙)'s Uigam-jungma(醫鑑重磨) are representative medical books, in the late-Chosun period, which creatively succeeded national medicine. Seventhly, the lineage of national medicine flows from Hyangyak-jipseongbang(鄕樂集成方) Uibangryuchui(醫方類聚) Gugeupbang(救急方) to Uirimchualyo(醫林撮要) Tonguibogam(東醫寶鑑) Uimunbogam(醫門寶鑑) Jejung-sinpyeon(濟衆新編) and to Bangyak-happyeon(方藥合編) Tongui-susebawon(東醫壽世保元) Uigam-jungma(醫鑑重磨). These books are representative medical books in the early middle and late Chosun period respectively. On the basis of the above facts, it is clear that the orthodoxy of national medicine is in the direction of a creative succession and that is the best way to keep the spirit of Korean medicine today.

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Ultra-rapid Real-time PCR for the Detection of Tomato yellow leaf curl virus (초고속 Real-time PCR을 이용한 Tomato yellow leaf curl virus의 신속진단)

  • Kim, Tack-Soo;Choi, Seung-Kook;Ko, Min-Jung;Lee, Minho;Choi, Hyung Seok;Lee, Se-Weon;Park, Kyungseok;Park, Jin-Woo
    • Research in Plant Disease
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    • v.18 no.4
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    • pp.298-303
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    • 2012
  • Tomato yellow leaf curl virus (TYLCV), transmitted exclusively by the whitefly (Bemisia tabaci) in a circulative manner is one of the most important virus in tomato. Since the first report of TYLCV incidence in Korea in 2008, the virus has rapidly spread nationwide. TYLCV currently causes serious economic losses in tomato production in Korea. Early detection of TYLCV is one of the most important methods to allow rouging of infected tomato plants to minimize the spread of TYLCV disease. We have developed an ultra-rapid and sensitive real-time polymerase chain reaction (PCR) using a new designed real-time PCR system, GenSpectorTM TMC-1000 that is a small and portable real-time PCR machine requiring only a $5{\mu}l$ reaction volume on microchips. The new system provides ultra-high speed reaction (30 cycles in less than 15 minutes) and melting curve analysis for amplified TYLCV products. These results suggest that the short reaction time and ultra sensitivity of the GenSpector$^{TM}$-based real-time PCR technique is suitable for monitoring epidemics and pre-pandemic TYLCV disease. This is the first report for plant virus detection using an ultra-rapid real-time PCR system.

'Kresek' Disease in Korea. I The Grouping of the Pathogens and Reproduction of 'Kresek' (한국에 있어서의 'Kresek'에 관한 연구 I 'Kresek' 발생지의 병원균 균형 및 병징 재현에 관한 시험)

  • Choi Yong Chull;Cho Eng Haeng;Chung Bong Jo;Cho Yong Sup;Yoo Yeon Hean
    • Korean journal of applied entomology
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    • v.16 no.1 s.30
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    • pp.1-6
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    • 1977
  • The 'Kresek' disease in Korea caused by Xanthomonas oryzae was first found from eight counties in Jeon-nam and Kyungnam province in 1976. The study has been carried mainly on the grouping of pathogens and reproduction of the symptoms on Milyang #23, the variety had shown severe damages at the fields, by using the isolates from Hwa-sun and Kwang-san counties where the first epidemics took place. 1. The 'Kresek' disease was found mainly on Milyang #23, a new variety, at Hwa-sun, Mu-an, Kang-jin. Yung-am, Gog-sung counties in Jeon-nam province and Jin-yang county in Kyung-nam province. 2. The groups of 'Kresek' causing pathogens were the same of those producing bacterial leaf blight symptoms such as group I , II, IN and V of Xanthomonas oryzae. 3. Seventeen out of 21 isolates from Hwa-sun county where the first and severe damage found belonged to group IV, 2 to group II and 2 to group V All of 5 isolates from Kwang-san county belonged to the group IN. 4. The 'Kresek' type symptom could reproduced within 5 days after inoculation to seedlings by using root tut, spray and needle inoculation methods. j. The most of effective method for the inoculation was root cut, and then were spray and needle method. respectively. The higher concentration of inoculum produced the higher disease incidence.

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A Study on the Establishment of Business Continuity Management Systems of the Organization During a Pandemic Outbreak (Focusing on the finance correspond case) (유행병 발병 시 조직의 비즈니스연속성 관리체계 구축에 관한 연구(금융회사 사례 중심으로))

  • Kim, Dae Jin;Yang, Seung Weon;Choi, Deok Jae;Kim, Gi Won;Jang, Hyun Min;Kim, Dong Heon;Eun, Min Gyun
    • Journal of Korean Society of Disaster and Security
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    • v.9 no.2
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    • pp.93-101
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    • 2016
  • In recent years, epidemics have raged with a 6-7 years period such as SARS (2002), Swine Flu (2009), MERS (2015). When an epidemic arises, the first advice is the isolation of infected patients and disease areas. Because it appears after a certain incubation period, the peoples worked with Infected (infection cause) staff and the place are largely exposed to the epidemic Risk. If you have an epidemic in the workplace, even if you close it, the business plan should be ready to continue the safety and protection measures for employees and the organization's core business. In this study We present the corresponding measures to protect the safety of the employees and to continue the core business during a pandemic outbreak and the introduction of BCP mainly corresponding practices of financial companies.

A Study on the Trends of Virtual Reality Application Technology for Agricultural Education (가상현실 응용기술의 동향 분석을 통한 국내 시설농업의 교육용 가상현실 활용방안 고찰)

  • Kim, Jun-Gyu;Lee, In-bok;Yoon, Kwang-Sik;Ha, Tae-hwan;Kim, Rack-woo;Yeo, Uk-hyeon;Lee, Sang-yeon
    • Journal of Bio-Environment Control
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    • v.27 no.2
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    • pp.147-157
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    • 2018
  • With the rapid development of the 4th industrial revolution, the large-sized facilities of agriculture have been developed with high-technologies. However, it is difficult to maintain the optimum environment in large-sized facilities. Although it is essential to control micro-climate properly in large-sized facilities, there are a lot of problems to utilize high-technologies and equipment because of insufficient education for farmers. Most farms have limitations to access to their farm because of prevention of epidemics, exposure of management know-how, and so on. Especially, it is difficult to understand internal environmental factors (airflow, temperature, humidity, etc.) for farmers because these factors are invisible. Recently, Virtual reality technology which allows users to experience various phenomena directly is attracting attention. Virtual reality is very useful technology to visualize airflow and temperature distribution and so on. However, there is no cases applied this technology to agricultural facilities. In this study, research trends of virtual reality in various fields were investigated. In particular, the limitation and possibility of virtual reality technology were analyzed for educating farmers. Finally, the development of virtual reality contents for smart-farm facility were suggested.

Genetic Diversity of High-Quality Rice Cultivars Based on SSR Markers Linked to Blast Resistance Genes (도열병 저항성 유전자와 연관된 SSR 마커를 이용한 양질미 품종의 유전적 다양성)

  • Huhn-Pal Moon
    • KOREAN JOURNAL OF CROP SCIENCE
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    • v.49 no.3
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    • pp.251-255
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    • 2004
  • The epidemics of rice blast which occurred in south parts of Korea during the period from 1999 to 2001 and damaged several high quality rice cultivars developed using "Milyang 95" and/or "Milyang 96" as a parent. Genetic diversity of 23 rice cultivars including "Milyang 95" and it's relatives was assessed using 54 simple sequence repeats (SSR) markers reported to be linked to major blast resistance genes. Fifty-four SSR markers representing fifty-seven loci in the rice genome detected polymorphism among the 23 cultivars and revealed a total of 170 alleles with an average of 3.0 alleles per primer, The number of amplified bands ranged from 1 to 7. Several SSR markers including RM249, RM206 and OSR20 were informative for assessing the genetic diversity of relatively closed japonica rice cultivars. The 23 cultivars were classified into four groups by cluster analysis based on Nei's genetic distances, and the cultivars developed from same parents showed a tendency to cluster together that is consistant with genealogical information. High quality rice cultivars, Daesanbyeo, Donganbyeo, and Milyang 95 belonged to the same cluster, At the loci, RM254 and OSR32, all of the cultivars derived from the crosses using "Milyang 95" shared same alleles, suggesting that these japonica cultivars might carry alleles that are identical by descent. Evaluation of 23 rice cultivars against blast needs to be confirmed regarding the relationship between genotype and blast resistance.p between genotype and blast resistance.