• Proceedings of the Korean Institute of Information and Commucation Sciences Conference
• /
• 2022.05a
• /
• pp.399-401
• /
• 2022

A definitive diagnosis to classify the breast malignancy status may be achieved by microscopic analysis using surgical open biopsy. However, this procedure requires experts in the specializing of histopathological image analysis directing to time-consuming and high cost. To overcome these issues, deep learning is considered practically efficient to categorize breast cancer into benign and malignant from histopathological images in order to assist pathologists. This study presents a pre-trained convolutional neural network model architecture with a 100% fine-tuning scheme and Adagrad optimizer to classify the breast cancer histopathological images into benign and malignant using a 40× magnification BreaKHis dataset. The pre-trained architecture was constructed using the InceptionResNetV2 model to generate a modified InceptionResNetV2 by substituting the last layer with dense and dropout layers. The results by demonstrating training loss of 0.25%, training accuracy of 99.96%, validation loss of 3.10%, validation accuracy of 99.41%, test loss of 8.46%, and test accuracy of 98.75% indicated that the modified InceptionResNetV2 model is reliable to predict the breast malignancy type from histopathological images. Future works are necessary to focus on k-fold cross-validation, optimizer, model, hyperparameter optimization, and classification on 100×, 200×, and 400× magnification.

• Proceedings of the Plant Resources Society of Korea Conference
• /
• 2022.09a
• /
• pp.94-94
• /
• 2022

최근 밀(Triticum aestivum L.) 소비량이 꾸준히 증가하고 있어 국내 밀 자급률 증대를 위한 노력이 필요하다. 그러나 우리나라는 작물을 재배할 수 있는 농경지가 한정되어 있어 벼 수확 후 휴경 논을 이용하여 겨울철에 밀을 재배하거나, 하계 소득 작물과 연계하여 겨울철에 밀을 생산할 수 있는 방안을 모색할 필요가 있다. 본 연구에서는 남부지역 평야지 논을 이용하여 밭작물 중심 다모작 작부체계를 제시함과 동시에 밀을 재배하여 생육 특성과 수확량 변화를 살펴보았다. 단위면적당 수수 및 종실 수량은 작부이력에 밭작물이 포함된 다년 다모작 작형(들깨-IRG-참깨-밀, 콩-IRG-참깨-밀)이 다년 벼-밀 이모작이나 벼-IRG-참깨-밀 다모작에 비해 많았으며, 특히 들깨와 콩이 포함된 작부체계에서 많았다. 밀 품종 간 비교에서는 금강밀이 조경밀에 비해 출수기와 성숙기가 2~3일 빨랐지만 종실 수량은 100 kg/10a 이상 적어, 동일한 환경조건에서 조경밀이 금강밀에 비해 곡물 생산성 측면에서 유리할 것으로 보인다. 더군다나 조경밀은 조숙 다수성 경질밀로 전국에 재배가 가능하고, 단백질 함량이 높고 강력분의 특성을 보여 제빵용으로 많이 활용되고 있다. 본 연구에서 조경밀은 단백질이 10% 이하로 낮고 아밀로스는 28.4%로 높은데 반해, 금강밀은 단백질이 11.0%로 높고 아밀로스는 26.6%로 낮아 제과·제빵에 있어서, 금강밀이 좀 더 유용할 것으로 보인다. 밀가루의 Falling number는 조경밀과 금강밀 모두 350초 이상으로 높아 수발아로 인해 전분의 분해가 일어나지 않은 건전한 상태의 곡립임을 알 수 있다. 그리고 gluten 함량도 조경밀과 금강밀 모두 유사하게 높았으며, gluten 지수는 금강밀이 좀 더 높았다. 이상의 결과를 토대로 밀 수확량을 증가시키기 위해서는 기존의 벼-밀 이모작 보다 들깨-IRG-참깨-밀이나 콩-IRG-참깨-밀 등의 다년 다모작 작형이 좀 더 유리할 것으로 보인다.

• Pediatric Gastroenterology, Hepatology & Nutrition
• /
• v.11 no.1
• /
• pp.28-35
• /
• 2008

Purpose: The aim of this study is to report the efficacy of infliximab, a monoclonal antibody directed against tumor necrosis factor alpha which is used for both treatment of refractory pediatric Crohn disease (CD) and induction of remission. Methods: Among pediatric patients who were diagnosed with CD at Samsung Medical Center between March 2001 and August 2007, a total of 16 patients were given infliximab to treat conventional therapyresistant refractory CD and severe active CD for induction of remission. Patients needing maintenance therapy were treated with an infliximab infusion every 8 weeks, and fistulizing CD patients occasionally received the infusion upon the condition that a fistula developed. The efficacy of treatment was assessed by comparing the Pediatric Crohn Disease Activity Index (PCDAI), Hct, ESR, CRP, and serum albumin levels using paired t-test. Results: The male/female ratio was 13:3, and the median age was 13 years (range, 21 months~15 years). The patients included 7 cases of therapy-resistant refractory CD, 7 cases of severe active CD, and 2 cases of fistulizing CD. Mean PCDAI before infliximab therapy was 34.19${\pm}$14.96, and mean follow-up PCDAI within 2 to 4 weeks after the last infusion was significantly lower, at 6.88${\pm}$10.31 (p=0.000). Hematological markers such as ESR (p=0.000), serum albumin (p=0.016), and CRP (p=0.009) also improved significantly after infusion. Remission was achieved in 2 of 4 patients refractory to conventional therapy. Among 3 steroid-dependent patients, 2 were able to discontinue steroid therapy, and dose reduction was possible in 1 patient. Remission after top-down therapy without prior use of other immunomodulators was achieved in 6 weeks in all 7 of the patients who had severe CD. Nine of ten refractory fistulizing CD patients also showed improvement after infliximab therapy. Conclusion: Infliximab was effective in pediatric refractory CD for induction of remission and maintenance therapy, as well as in severe CD for top-down induction therapy. Furthermore, infliximab has contributed to steroid cessation and dose reduction. Long-term follow-up evaluation is needed to determine safety and efficacy of infliximab in the future.

• Korean journal of applied entomology
• /
• v.53 no.4
• /
• pp.355-365
• /
• 2014

It has been unclear whether the diamondback moth, Plutella xylostella can overwinter in Korean field conditions. This study determined overwintering conditions of P. xylostella by conducting field exposure tests based on its cold tolerance and monitoring overwintering populations by direct examination of overwintering larval habitats and capturing adults with sex pheromone traps. In addition, the overwintering populations were analyzed using polymorphic genetic markers to trace their sources. When all immature stages of P. xylostella were exposed to $-5^{\circ}C$, which was the temperature much above their supercooling points, they significantly suffered with direct cold injuries, where larval stage was most tolerant to the cold injury. However, the exposure to $5^{\circ}C$ for a long period (4 weeks) did not give any significant cold injury to nonfeeding stages, while this treatment gave lethality to larval stage without diet. When all developmental stages of P. xylostella were exposed to open field conditions during winter, they exhibited significant decreases of survival rates. However, some protected and indoor conditions reduced the cold injuries and the diet provision significantly increased larval survival rates. Adult monitoring with sex pheromone during winter period indicated that the first captures were observed at similar periods at different locations (${\approx}260$ Km apart). The overwintering adults were captured until early April. Genetic variation of these overwintering populations was analyzed with polymorphic molecular markers, indicating significant genetic divergences among the overwintering populations. This study indicates that P. xylostella can overwinter in southern Korean fields or some protected greenhouses with host plants.

• The Korean Journal of Air & Space Law and Policy
• /
• v.32 no.2
• /
• pp.101-127
• /
• 2017

Even with the most advanced aviation technology benefits, aircraft accidents are constantly occurring while air passenger transportation volume is expected to double in the next 15 years. Since it is not possible to secure aviation safety only by the post aircraft accident safety action of accident investigations, it has been recognized and consensus has been formed that proactive and predictive prevention measures are necessary. In this sense, the aviation safety management system (SMS) was introduced in 2008 and has been carried out in earnest since 2011. SMS is a proactive and predictive aircraft accident preventive measure, which is a mechanism to eliminate the fundamental risk factors by approaching organizational factors beyond technological factors and human factors related to aviation safety. The methodology is to collect hazards in all the sites required for aircraft operations, to build a database, to analyze the risks, and through managing risks, to keep the risks acceptable or below. Therefore, the improper implementation of SMS indicates that the aircraft accident prevention is insufficient and it is to be directly connected with the aircraft accident. Reports of duty performance related hazards including their own errors are essential and most important in SMS. Under the policy of just culture for voluntary reporting, the guarantee of information providers' anonymity, non-punishment and non-blame should be basically secured, but to this end, under-reporting is stagnant due to lack of trust in their own organizations. It is necessary for the accountable executive(CEO) and senior management to take a leading role to foster the safety culture initiating from just culture with the safety consciousness, balancing between safety and profit for the organization. Though a Ministry of Land, Infrastructure and Transport's order, "Guidance on SMS Implementation" states the training required for the accountable executive(CEO) and senior management, it is not legally binding. Thus it is suggested that the SMS training completion certificates of accountable executive(CEO) and senior management be included in SMS approval application form that is legally required by "Korea Aviation Safety Program" in addition to other required documents such as a copy of SMS manual. Also, SMS related items are missing in the aircraft accident investigation, so that organizational factors in association with safety culture and risk management are not being investigated. This hinders from preventing future accidents, as the root cause cannot be identified. The Aircraft Accident Investigation Manuals issued by ICAO contain the SMS investigation wheres it is not included in the final report form of Annex 13 to the Convention on International Civil Aviation. In addition, the US National Transportation Safety Board(NTSB) that has been a substantial example of the aircraft accident investigation for the other accident investigation agencies worldwide does not appear to expand the scope of investigation activities further to SMS. For these reasons, it is believed that investigation agencies conducting their investigations under Annex 13 do not include SMS in the investigation items, and the aircraft accident investigators are hardly exposed to SMS investigation methods or techniques. In this respect, it is necessary to include the SMS investigation in the organization and management information of the final report format of Annex 13. In Korea as well, in the same manner, SMS item should be added to the final report format of the Operating Regulation of the Aircraft and Railway Accident Investigation Board. If such legal and institutional improvement methods are complemented, SMS will serve the purpose of aircraft accident prevention effectively and contribute to the improvement of aviation safety in the future.

• Journal of Chest Surgery
• /
• v.30 no.7
• /
• pp.677-685
• /
• 1997

Thromboelastography(TEG) is the unique measure that gives rapid information about the whole clotting process. Simplifying the diagnosis of coagulopathy during operations, TEG can provide an adequate therapy for postoperative bleeding. Remarkable improvement in hemostasis after cardiopulmonary bypass(CPB) has been achieved by the treatment with proteinase inhibitor aprotinin, but the hemostatic mechanism of aprotinin during CPB is still unclear. This study was designed to evaluate the effects of aprotinin on coagulation system during CPB by using TEG. Forty patients who underwent CPB were divided into two groups: aprotinin(2u 106 kallikrein inhibition units, as a single dose into the cardiopulmonary bypass priming solution) treatment group(male 14, female 8, mean age=50.Byears) and no aprotinin treatment(control) group(male 10, female 8, mean age=53.4 years). TEG, activated clotting time, prothrombin time, activated partial thromboplastin time, platelet counts, fibrinogen an (ibrinogen degradation product(FDP) concentrations were checked before and after CPB(30 minutes after neutralization of heparin effect by protamine sulfate). There was no significant difference in other conventional coagulation tests of two groups except postcardiopulmonary bypass FDP concentration in control group, which was significantly increased compared to that in aprotinin group(p<0.05). In TEG variables of both groups, clot formation time(K) and alpha $angle(\alpha^{\circ})$ were significantly increased and decreased, respectively, after CPB(p<0.05), but fibrinolytic index(LYS60) was not changed during CPB. In aprotinin group, reaction time(R) was decreased significantly after CPB(p<0.05) but maximum amplitude(MA) was not changed(p>0.05). On the contrary, R was not changed markedly but MA was decreased significantly in control group after CPB(p<0.05). This result shows that main change in coagulation system during CPB is not hyperfibrinolysis but cecrease in clot strength by platelet dys unction, and the main effect of aprotinin during cardiopulmonary bypass is the maintenance of clot strength to the pre-CPB level by the preservation of platelet function.

• Proceedings of the Korean Society for Food Science of Animal Resources Conference
• /
• 1995.11a
• /
• pp.49-70
• /
• 1995

콜레스테롤은 성호르몬, 스테로이드 호르몬, 비타민 D, 담즙산 및 다른 체내화합물에 존재하는 생명에 필수적인 물질이며, 특히 세포막에는 이의 안정적인 기능수행을 위해 일정량의 콜레스테롤이 반드시 존재해야 한다. 이러한 중요성 때문에 우리의 몸안에는 완전히 음식물의 섭취에 의한 공급에 의존하지 않고서도 필요에 따라 체조직의 온전한 기능수행을 위해 즉시 이용될 수 있는 충분한 양의 콜레스테롤이 존재한다. 따라서 체내에서 자체적으로 합성되는 콜레스테롤의 양은 음식물을 통해 흡수되는 양보다 일반적으로 훨씬 높다. 매일 우리의 체내에서는 약 1,500mg 정도의 콜레스테롤이 합성되는데, 주로 간세포에서 만들어지며, 소장세포에서도 일부 합성이 이루어진다. 식단(食單)의 구성에 따라 물론 차이는 있으나, 우리가 매일 음식물을 통해 섭취하는 콜레스테롤의 양은 평균 300~700mg 정도이다 .이중 소장을 통해 흡수될 수 있는 양은 50% 정도에 불과하여 대부분 식사를 통해 흡수되는 콜레스테롤의 양은 실제적인 의미에서 그리 큰 비중을 차지하지 않는다. 대부분의 건강한 사람은 혈액내 콜레스테롤의 수준이 항상 정상적인 범위내에서 유지될 수 있도록 기능적인 체내 Feed-back 기작을 유지하고 있다. 음식물을 통한 식이(食餌)콜레스테롤의 섭취량이 많을 경우에는 이 물질의 장관(腸管)내 흡수율이 낮아지고, 체내 콜레스테롤의 합성량 역시 저하된다. 이러한 방법으로 대부분의 건강한 사람은 음식물을 통한 많은 양의 식이 콜레스테롤 섭취에 대해 효율적으로 보상하는 체내기작을 갖게 되어 혈중 콜레스테롤 수준이 필요 이상 높아지는 것을 막게 된다. 물로 s이러한 보상작용(補償作用)은 사람에 따라 일정하지는 않다. 최근의 연구결과에 의하면, 건강한 사람들의 약 60%정도는 하루에 3개 정도의 달걀에 포함되어 있는 양 정도의 콜레스테롤을 추가적으로 보상시킬 수 있다고 하는데, 이는 달걀 이외의 음식물에서도 섭취되는 콜레스테롤 양을 감안할 때 하루 총 1,000~1,500mg에 해당하는 양이다. 뿐만 아니라 이중 일부 사람들은 일반적인 식단 하에서 6개의 달걀을 추가하여 섭취하여도 혈중 콜레스테롤 수준이 높아지지 않는다고 한다. 여러 나라에서 아직도 일률적으로 권장되는, 음식물을 통한 일당 콜레스테롤 섭취량을 최고 300mg으로 제한해야 한다는 것은 건강인에 있어서는 앞에서 언급한 바와 같은 생리적인 피이드-백 기작으로 말미암아 혈중 콜레스테롤 수준을 저하시키지 못하거나 미미한 정도에 불과하다. 혈중 콜레스테롤 수준이 정상적인 범위인 180~240 mg/dl에 해당하는 대부분의 건강인에게도 콜레스테롤이 많이 함유된 달걀이나 기타 축산물을 이용한 식품의 지속적인 섭취를 적극 피하도록 권장하는 것은 국민보건상 별로 큰 위미가 없다고 생각한다. 왜냐하면 이로 말미암아 국민 건강상 문제점이 크게 향상되었다는 연구보고는 아직 발견되지 않고 있기 때문이다. 더욱이 동물성 콜레스테롤 다량 함유식품인 달걀, 우유, 유제품 및 육류 등의 섭취를 꺼리게 되면 이들 식품들이 영양생리학상 매우 중요한 양질의 영양소를 많이 함유하고 있기 때문에 여러 중요한 필수 영양소의 공급상태를 뚜렷히 감소시키게 된다. 병적으로 혈중 콜레스테롤의 수준이 높은 사람은 관상성 심장병의 발병 내지는 심장경색에 의한 사망에 대한 통계학적 위험성이 증가된다. 고콜레스테롤 혈증(청, 중년층의 경우 260mg /dl 이상) 환자중 많은 사람들은 대부분 음식물을 통한 다량의 콜레스테롤 섭취에 의해 혈중 콜레스테롤 수준이 높아진 것이 아니고, 주로 유전적인 콜레스테롤 대사 결함에 그 원인이 있다고 한다. 이런 환자들의 경우에는 콜레스테롤 및 지방함량이 낮은 음식물만 계속적으로 섭취한다고해서 혈중 콜레스테롤의 수준을 만족할만한 정도까지 낮출 수 있는 것은 아니기 때문에 주로 의학적 약물투여에 의한 치료법을 적용한다. 식이성 고콜레스테롤 증상을 보이는 사람들에 있어서는 음식물의 섭취방법을 조절해 줄 필요가 있는데, 가장 효과적인 식이요법은 체중을 정상적인 수준으로 조절하는데 있다. 이러한 환자의 경우는 지방을 통한 열량 섭취량을 총열량의 30% 정도 수준까지 감소시키는 것이 좋으며, 팔미틴산의 함량이 높은 지방의 섭취는 가능하면 삼가는 것이 좋다. 단순 및 고도 불포화지방산의 함량이 높은 지방의 섭취는 혈중 콜레스테롤의 수준을 한 포인트 정도 낮추는데 추가적으로 기여할 수 있다. 최근의 연구에 의하면, 단순 불포화 지방산인 올레인산을 많이 함유하고 있는 올리브 기름이 특히 혈중 콜레스테롤 수준에 대한 유리한 효과를 나타낸다고 하는데, 이는 오로지 혈액내 LDL-Cholesterol을 감소시키는 작용에 기인한다. 이에 반해 고도 불포화지방산인 리놀산은 저밀도지단백질 부분 외에도 심장 보호성(心臟 保護性) HDL-부분까지도 저하시키게 된다. 따라서 특수하게 리놀산을 강화시켜 제조한 마아가린이나 이와 유사한 기름을 이용한 리놀산 강화식품의 섭취는 이러한 이유 외에도 일정한 부작용이 알려져 있어 더 이상 강하게 추천되지 않고 있다. 만일 이러한 식이조절에도 불구하고 혈중 콜레스테롤 수준이 원하는 정도까지 떨어지지 않을 경우, 물론 콜레스테롤의 섭취를 최저로 제한할 수 있는 방법을 꾸준히 시도해 봐야 하나 일반적으로 미미한 정도의 효과만을 가져온다. 유전 및 식이와 관계되는 사항 외에도 추가적으로 고려해야 할 점은, 혈중 콜레스테롤 수준은 나이, 성별, 스포츠, 흡연, 스트레스 및 음주 등과 같은 요인에도 결정적인 영향을 받는다는 사실이다. 물론 현재까지 과도하게 증가된 혈중 콜레스테롤 수준을 저하시킴으로써 전체 국민의 사망률을 현저하게 낮추고 평균수명을 연장시켰다는 증거는 발견되지 않고 있다. 왜냐하면 단독 식이 요법을 통한 해당 연구들이 현재까지 뚜렷한 긍정적인 결과를 제시하지 못하고 있기 때문이다. 의약품의 투여로 심장경색 및 이로 인한 사망을 감소시킬 수 있었다는 보고는 여러 연구결과들에서 보여주고 있으나, 그대신 다른 질병 및 암에 의한 사망률 역시 동시에 증가되었다고 한다. 이러한 이유로 말미암아 콜레스테롤 저하요법에 있어서 본래의 치료목적 이외의 위험성에도 항상 주의해야할 필요성이 존재한다는 사실을 주지해야 한다.

• Journal of the Society of Disaster Information
• /
• v.11 no.1
• /
• pp.135-147
• /
• 2015

Recent underground common utility tunnels are underground facilities for jointly accommodating more than 2 kinds of air-conditioning and heating facilities, vacuum dust collector, information processing cables as well as electricity, telecommunications, waterworks, city gas, sewerage system required when citizens live their daily lives and facilities responsible for the central function of the country but it is difficult to cope with fire accidents quickly and hard to enter into common utility tunnels to extinguish a fire due to toxic gases and smoke generated when various cables are burnt. Thus, in the event of a fire, not only the nerve center of the country is paralyzed such as significant property damage and loss of communication etc. but citizen inconveniences are caused. Therefore, noticing that most fires break out by a short circuit due to electrical works and degradation contact due to combustible cables as the main causes of fires in domestic and foreign common utility tunnels fire cases that have occurred so far, the purpose of this paper is to scientifically analyze the behavior of a fire by producing the model of actual common utility tunnels and reproducing the fire. A fire experiment was conducted in a state that line type fixed temperature detector, fire door, connection deluge set and ventilation equipment are installed in underground common utility tunnels and transmission power distribution cables are coated with fire proof paints in a certain section and heating pipes are fire proof covered. As a result, in the case of Type II, the maximum temperature was measured as $932^{\circ}C$ and line type fixed temperature detector displayed the fire location exactly in the receiver at a constant temperature. And transmission power distribution cables painted with fire proof paints in a certain section, the case of Type III, were found not to be fire resistant and fire proof covered heating pipes to be fire resistant for about 30 minutes. Also, fire simulation was carried out by entering fire load during a real fire test and as a result, the maximum temperature is $943^{\circ}C$, almost identical with $932^{\circ}C$ during a real fire test. Therefore, it is considered that fire behaviour can be predicted by conducting fire simulation only with common utility tunnels fire load and result values of heat release rate, height of the smoke layer, concentration of O2, CO, CO2 etc. obtained by simulation are determined to be applied as the values during a real fire experiment. In the future, it is expected that more reliable information on domestic underground common utility tunnels fire accidents can be provided and it will contribute to construction and maintenance repair effectively and systematically by analyzing and accumulating experimental data on domestic underground common utility tunnels fire accidents built in this study and fire cases continuously every year and complementing laws and regulations and administration manuals etc.

• Sleep Medicine and Psychophysiology
• /
• v.6 no.1
• /
• pp.38-45
• /
• 1999

Objectives: We explored the characteristics of physiological variables such as electrodermal response(EDR) and electromyography(EMG) in patients with insomnia, panic disorder, and other anxiety disorders. we aimed to decide the minimum sessions in biofeedback treatment to make the treatment effective and examine the effects of long-term biofeedback treatment by measuring the physiological variables. Methods: Thirty seven outpatients who received biofeedback treatment were divided into 3 groups according to the number of biofeedback sessions(patients who received 4-5 sessions, who received 6-9 sessions, and who received more than 10 sessions). We measured mean and delta values of EDR and EMG levels, and the Hamilton Anxiety Rating Scale(HARS), and Slef-Relaxation Inventory(SRI) in all patients. Data were analyzed by t-test and repeated measures analysis of variance. Results: The mean and delta values of EDR and EMG levels were not different among the 3 groups during the first 4 biofeedback sessions. However, patients who received more than 10 biofeedback sessions had higher baseline mean EDR value(F=2.233, p=0.036) in the first session, compared with other patients. In patients who received more than 10 biofeedback sessions, mean EDR was significantly reduced after $5^{th}$ session(F=10.41, p<0.01). They showed significant improvement in SRI scores at 12th biofeedback session(t=2.726, p<0.05) and in HARS scores at $6^{th}$(t=3.10, p<0.05) and $12^{th}$ biofeedback session(t=10.93, p<0.001). Conclusions: Wesuggest that patients should receive more than 5 biofeedback sessions to experience internal cues and get a good clinical response to biofeedback treatment.

• Journal of the Mineralogical Society of Korea
• /
• v.21 no.2
• /
• pp.139-159
• /
• 2008

Geochemical analysis of the various kinds of water including observation borehole groundwater was carried out for the assessment of the hydrological safety of the underground oil storage cavern and the potentiality of mineralogical and microbiological clogging was estimated. Most of water samples belonged to $Ca-HCO_3$ and $Ca-HCO_3-SO_4$ types. There was no distinct chemical difference in the various kinds of water. All kinds of water are undersaturated with the calcite which is the major clogging mineral. Most water samples have low Fe and Mn concentrations. However, they are saturated or oversaturated with the iron-oxide/hydroxide minerals and have high dissolved oxygen contents which suggests the possibility of clogging by the iron-oxide/hydroxide minerals as a long-term aspect. Several water samples from the ground observation borehole also show the high saturation indices far the clay minerals, which can fill up the fractures, indicating the possibility of clogging by the clay minerals. Statistical analysis shows the degree of mineral precipitation or dissolution is mainly controlled by pH, Eh and DO of water samples. According to the microbial analysis, the aerobic microbes and slime forming bacteria are dominant in most water samples and anaerobic microbes including sulfate reducing bacteria are very low or not detected. Although the slime forming bacteria which are known as a main microbial cause of the clogging is lower than $10^5\;CFUs/mL$ in all water samples, because the slime forming bacteria are dominant microbe in several observation boreholes, the clogging can be caused by it as a long-term aspect. In addition, the possibility of clogging can be increased if the microbial effect is combined with the mineralogical effect such as iron oxide/hydroxide minerals for the possibility of clogging. Therefore, the systematic and long-term program for the assessment of clogging is required for the safe operation of underground oil storage cavern.