• KSII Transactions on Internet and Information Systems (TIIS)
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• 제14권2호
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• pp.702-723
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• 2020

The application of machine learning (ML) in intrusion detection has attracted much attention with the rapid growth of information security threat. As an efficient multi-label classifier, kernel extreme learning machine (KELM) has been gradually used in intrusion detection system. However, the performance of KELM heavily relies on the kernel selection. In this paper, a novel multiple kernel extreme learning machine (MKELM) model combining the ReliefF with nature-inspired methods is proposed for intrusion detection. The MKELM is designed to estimate whether the attack is carried out and the ReliefF is used as a preprocessor of MKELM to select appropriate features. In addition, the nature-inspired methods whose fitness functions are defined based on the kernel alignment are employed to build the optimal composite kernel in the MKELM. The KDD99, NSL and Kyoto datasets are used to evaluate the performance of the model. The experimental results indicate that the optimal composite kernel function can be determined by using any heuristic optimization method, including PSO, GA, GWO, BA and DE. Since the filter-based feature selection method is combined with the multiple kernel learning approach independent of the classifier, the proposed model can have a good performance while saving a lot of training time.

• 한국지반공학회:학술대회논문집
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• 한국지반공학회 2008년도 춘계 학술발표회 초청강연 및 논문집
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• pp.734-741
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• 2008

At-rest and active earth pressure in plane strain condition have been applied to the design of cylindrical retaining walls. But many researchers have indicated that the earth pressure on the cylindrical retaining walls would be smaller than in plane strain condition due to wall deformation and stress relief. In this paper, the distribution of earth pressure acting on diaphragm wall of a shaft in dry sand was predicted by using the convergence confinement method and model test was performed to verify the estimated values. Test results showed that the earth pressure acting on the diaphragm wall of a shaft was expected to be 1.1~1.5 times larger than active earth pressure of plane strain condition and 0.7~0.9 times less than at-rest earth pressure.

• Journal of Korean Neurosurgical Society
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• 제30권2호
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• pp.163-167
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• 2001

Objective : Percutaneous vertebroplasty has recently been introduced as an interesting therapeutic alternative for the treatment of thoracolumbar vertebral body fractures in elderly persons with osteoporosis. The authors present the early results of this method. Method and Material : From July 1999 to April 2000, percutaneous transpedicular technique was used in 20 patients (2 men and 18 women) whose mean age was 67.5 years old(range 59-79) with painful vertebral compression(22) and burst(2) fractures. The interval between fracture and vertebroplasty ranged 1 day to 4 months. The procedure involved percutaneous puncture of the injured vertebra via transpedicular approach under fluoroscopic guidance, followed by injection of polymethylmetacrylate(PMMA) into the vertebral body through a disposable 11-guage Jamshidi needle. Result : The most common cause of fracture was slip down and the most frequent injured level was the twelfth thoracic spine. The procedure was technically successful bilaterally in 18 patients(9 thoracic and 15 lumbar spines) with an average injection amount of 7.7ml PMMA in each level. Seventeen(94.4%) patients reported significant pain relief immediately after treatment. Two leaks of PMMA were detected with postoperative CT in spinal epidural space and extravertebral soft tissue without clinical symptoms. Conclusion : Although this study represents the early results, percutaneous vertebroplasty seems to be valuable tool in the treatment of painful osteoporotic vertebral body fractures in elderly, providing acute pain relief and early mobilization.

• International Journal of Computer Science & Network Security
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• 제21권3호
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• pp.71-75
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• 2021

The article discusses the dead reckoning of the traveled path based on the analysis of the video data stream coming from the optoelectronic surveillance devices; the use of relief data makes it possible to partially compensate for the shortcomings of the first method. Using the overlap of the photo-video data stream, the terrain is restored. Comparison with a digital terrain model allows the location of the aircraft to be determined; the use of digital images of the terrain also allows you to determine the coordinates of the location and orientation by comparing the current view information. This method provides high accuracy in determining the absolute coordinates even in the absence of relief. It also allows you to find the absolute position of the camera, even when its approximate coordinates are not known at all.

• KSII Transactions on Internet and Information Systems (TIIS)
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• 제16권12호
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• pp.3943-3959
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• 2022

People are constantly exposed to stress and anxiety environment, which could contribute to a variety of psychological and physical health problems. Therefore, it is particularly important to identify psychological stress in time and to find a feasible and universal method of stress reduction. This research investigated the influence of different music, such as relaxation music and natural rhythm music, on stress relief based on Electroencephalogram signals. Mental arithmetic test was implemented to create a stressful environment. 23 participants performed the mental arithmetic test with and without music respectively, while their Electroencephalogram signal was recorded. The effect of music on stress relief was verified through stress test questionnaires, including Trait Anxiety Inventory (STAI-6) and Self-Stress Assessment. There was a significant change in the stress test questionnaire values with and without music according to paired t-test (p<0.01). Furthermore, a model based on Transformer for stress level classification from Electroencephalogram signal was proposed. Experimental results showed that the method of listening to relaxation music and natural rhythm music achieved the effect of reducing psychological stress and the proposed model yielded a promising accuracy in classifying the Electroencephalogram signal of mental stress.

• 한국농림기상학회지
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• 제23권4호
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• pp.283-294
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• 2021

경사면일사량은 수평면일사량과 해당위치 지형경사도 간의 기하학적 관계인 일사수광비율을 통해 추정할 수 있다. 그러나 이렇게 추정한 일사량은 주변에 햇빛을 차단하는 장애물이 없다는 것을 가정하기 때문에 만약 실제 농사를 짓고 있는 농장 등에 이를 적용할 경우에 지형으로 인한 차광 등의 영향을 충분히 반영하지 못한다. 음영기복도는 태양의 위치와 지형의 기복으로 인한 직달일사의 변이를 밝기(휘도)로 수치화한 격자 형태의 자료로서, 하나의 격자는 가장 어두운 값 0에서 가장 밝은 값 255까지의 값을 갖는다. 본 연구에서는 지형으로 인한 차광효과를 모의하기 위해 30m 해상도의 DEM을 이용하여 연구지역의 음영기복도를 제작하고 휘도 분석을 수행하였다. 연구지역에 설치된 AWS 22개 지점의 기상자료를 수집하여 일조율 80% 이상인 날을 선별하고, 관측일사량과 각 지점의 휘도를 비교하여 휘도가 지형으로 인한 차광효과를 설명할 수 있는지 확인하였다. 분석결과 휘도와 일사량 간에 상관관계가 있는 것을 확인하였으며, 지형의 영향이 큰 지점에서의 직달일사가 시작되는 시점과 끝나는 시점은 태양고도 보다는 휘도와 잘 부합하는 것으로 나타났다. 추가적인 연구를 통해 주변 지형의 영향을 반영한 휘도를 이용한 상세한 일사량 추정이 가능할 것으로 기대된다.

• Journal of Chest Surgery
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• 제12권1호
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• pp.67-74
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• 1979

Esophagocardiomyotomy [modified Heller procedure] is a widely accepted operation for relief of dysphagia in patient with esophageal achalasia. But patients with advanced achalasia were more likely to get poorer results from a modified Heller myotomy because of the dependent pouch that creates an angulation at the junction of thick-walled dilated esophagus with the thin wailed aganglionic segment and hinders complete emptying. Thorbjarnarson[1975] proposed the method including truncal vagectomy and pyloroplasty. Vagectomy and pyloroplasty should lesson the severity of acid-peptic esophagitis, if reflux should occur postoperatively. Here we presented 4 cases esophageal achalasia treated by modified Heller operation of 3 cases and one case of Thorbjarnarson method. All postoperative results are good.

• 대한골관절종양학회지
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• 제1권1호
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• pp.45-51
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• 1995

The incidence of metastatic bony lesion has been increased recently, with the advanced therapeutic modalities of malignant tumors. The purpose of this study was to evaluate the effectiveness of surgical treatment in impending or established pathologic fractures due to metastasis in extremity. From 1981 to 1992, thirty two patients who had established or impending pathologic fractures in extremity had been treated surgically. The locations of metastasis, were lower extremity in 24 cases(femsral head and neck;5, intertrochanteric;7, subtrochanteric;8, femoral shaft;4) and upper extremity in 8 cases(proximal humerus;2, humoral shaft;6). The method of surgery was excision of tumor mass and rigid internal fixation to allow immediate mobilization, except 2 cases of amputation. The results were analysed by two criteria. The first was the grade of performance status that was made by modification of Functional Classification of New York Heart Association. The second was the degree of pain relief. The performance status was improved at least one grade in all patients and the mean improvement was 1.7 grades. The satisfactory pain relief was achieved in 81% of patients. Postoperatively, most of the patients had only slight to moderate limitation of physical activities and they became comfortable at rest and ordinary activities. The solitary metastatic lesions showed better pain relief(92%) than multiple metastasis(75%). The curative surgery was done in 3 cases, and they showed more than 24 months of disease-free survival.

• 한국강구조학회 논문집
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• 제25권5호
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• pp.451-461
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• 2013

강교량에는 외력에 대해 저항하는 부재의 좌굴 등의 변형을 구속시키기 위한 여러 상세부들이 존재한다. 이들 상세부는 상호 교차하는 부재들로 구성되고 제작의 용이성, 용접결함의 원천적 배제 및 응력집중을 완화시키기 위해 스켈럽을 이용해 왔다. 본 연구에서는 교차부에 발생되는 응력집중으로 상세범주 D등급 이하를 갖게 되는 강교량 상세부의 피로저항 능력을 상세범주 C등급 이상으로 개선시키는 방안으로 응력완화홀(SRH)을 제안하였다. 적절한 크기 및 위치의 SRH 효과를 확인하고 이를 강바닥판교의 U-rib와 가로보 교차부에 작용시켜 SRH에 의한 피로저항능력 개선 가능성을 확인하였다.

• The Korean Journal of Pain
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• 제11권1호
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• pp.91-95
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• 1998

Background: Quality of postoperative care may be improved by management of postoperative pain. Epidural anesthesia and analgesia have several advantages over general anesthesia and parenteral analgesics in managing the postoperative pain. We retrospectively reviewed records of obstetrical patients who underwent the cesarean sections under epidural anesthesia to evaluate perioperative analgesic use, side effects, and complications. Methods: All patients received epidural anesthesia consisting of 0.25% bupivacaine, 2% lidocaine and 100 ${\mu}g$ fentanyl, followed by epidural analgesia with 0.1% bupivacaine and 12.5 ${\mu}g$/ml fentanyl at rate of 2 ml/hr for 48 hours. Patients' records were reviewed for: medications administered for pain relief, incidence of nausea and vomiting and pruritus, and presence of respiratory or cardiovascular depression. Results: Over 18 months, 1,054 patients' records were reviewed. Average age was 27.8 years (18~43 years). 768 patients (72.9%) received no additional drugs for the pain relief. Intramuscular analgesics, ketoprofens, were one time administered to 247 patients (23.4%), 39 patients (3.7%) received two more dosages. The time of administration was $8.3{\pm}4.3$ hours postoperatively. Antiemetics, for example, low-dose droperidol, were administerd one time for 160 patients (15.2%), 5 patients (0.5%) received two or more administrations. The medication was administered $5.1{\pm}4.2$ hours postoperatively. Drugs for relief of pruritus, low-dose naloxone, were administered one time for 108 patients (10.2%), 10 patients (0.9%) received 2 or more dosages. The time of administration was $6.3{\pm}4.2$ hours postoperatively. None of the patients experienced cardiovascular nor respiratory (<8 breath/min) depression. Conclusions: Postoperative continuous epidural analgesia in combination with bupivacaine and fentanyl is an effective method of providing postoperative analgesia with low incidence of side effects.