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Detection of Wildfire Burned Areas in California Using Deep Learning and Landsat 8 Images (딥러닝과 Landsat 8 영상을 이용한 캘리포니아 산불 피해지 탐지)

  • Youngmin Seo;Youjeong Youn;Seoyeon Kim;Jonggu Kang;Yemin Jeong;Soyeon Choi;Yungyo Im;Yangwon Lee
    • Korean Journal of Remote Sensing
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    • v.39 no.6_1
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    • pp.1413-1425
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    • 2023
  • The increasing frequency of wildfires due to climate change is causing extreme loss of life and property. They cause loss of vegetation and affect ecosystem changes depending on their intensity and occurrence. Ecosystem changes, in turn, affect wildfire occurrence, causing secondary damage. Thus, accurate estimation of the areas affected by wildfires is fundamental. Satellite remote sensing is used for forest fire detection because it can rapidly acquire topographic and meteorological information about the affected area after forest fires. In addition, deep learning algorithms such as convolutional neural networks (CNN) and transformer models show high performance for more accurate monitoring of fire-burnt regions. To date, the application of deep learning models has been limited, and there is a scarcity of reports providing quantitative performance evaluations for practical field utilization. Hence, this study emphasizes a comparative analysis, exploring performance enhancements achieved through both model selection and data design. This study examined deep learning models for detecting wildfire-damaged areas using Landsat 8 satellite images in California. Also, we conducted a comprehensive comparison and analysis of the detection performance of multiple models, such as U-Net and High-Resolution Network-Object Contextual Representation (HRNet-OCR). Wildfire-related spectral indices such as normalized difference vegetation index (NDVI) and normalized burn ratio (NBR) were used as input channels for the deep learning models to reflect the degree of vegetation cover and surface moisture content. As a result, the mean intersection over union (mIoU) was 0.831 for U-Net and 0.848 for HRNet-OCR, showing high segmentation performance. The inclusion of spectral indices alongside the base wavelength bands resulted in increased metric values for all combinations, affirming that the augmentation of input data with spectral indices contributes to the refinement of pixels. This study can be applied to other satellite images to build a recovery strategy for fire-burnt areas.

Application of Coblation Resection in Various Benign Laryngotracheal Diseases

  • Lee, Doh Young;Jin, Young Ju;Choi, Hyo Geun;Kim, Heejin;Kim, Kwang Hyun;Jung, Young Ho
    • Journal of the Korean Society of Laryngology, Phoniatrics and Logopedics
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    • v.25 no.1
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    • pp.31-35
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    • 2014
  • Objectives : The aim of this study was to evaluate the effectiveness and feasibility of coblation resection for the treatment of laryngotracheal disease. Methods : We conducted a retrospective review, evaluating 7 patients with laryngotracheal disease treated using coblator. Information collected included demographic data of the patients, diagnosis, size and location of the disease, procedure time, the number of previous operation, and the postoperative complication. Results : Among the etiology, granulation is most frequent (n=4), followed by recurrent repiratory papillomatosis (n=2) and tracheal stenosis (n=1). The location of lesions was peristomal area (n=2), glottis (n=2), subglottis (n=2) and mid-trachea. Coblation resection could remove the lesions completely and there was no significant complication including local burn, bleeding, and hypertrophic scar. The procedure time was shorter than the previous operation using $CO_2$ laser. Conclusion : Coblation resection is an effective and safe method for layngotracheal disease and can substitute the classic method such as $CO_2$ laser.

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Development of arc plasma for removal of high concentration VOCs (고온 아크 플라즈마를 이용한 고농도 VOCs 제거 기술 개발)

  • Hong, Seung Hyouk;Kim, Jae Gang;Lee, Joo Yeol
    • Journal of the Korean Applied Science and Technology
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    • v.34 no.1
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    • pp.108-115
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    • 2017
  • Generally, there are three ways to remove VOCs from the small painting booth; adsorption, burn and oxidation catalyst. RTO and RCO are high efficiency methods for removing VOCs. But they require large installation areas, which are not suitable for the small painting booth. And we need a new removing method because it is difficult to predict the A/C changing time and the recycle time. To solve these problems, we have developed the Arc plasma system which is simple and enable consecutive-use. It removes VOCs effectively and eco-friendly. In this study we have investigated the enrichment material and VOCs removal efficiency.

Nerve Injury from Overfilled Calcium Hydroxide Root Canal Filling Paste for Maxillary Lateral Incisor Endodontic Treatment (상악 측절치 근관치료 중 수산화칼슘 호제근충제 과충전으로 인하여 발생한 신경손상의 치험례)

  • Na, Kwang Myung;Kim, Jong-Bae;Chin, Byung-Rho;Kim, Jin-Wook;Kim, Chin-Soo;Kwon, Tae-Geon
    • Maxillofacial Plastic and Reconstructive Surgery
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    • v.35 no.4
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    • pp.260-264
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    • 2013
  • Calcium hydroxide root canal filing paste (vitapex) is widely used as canal filling paste for infected canal. However, chemical burn is possible because of the high alkali base of calcium hydroxide. A 57-year old woman was admitted to our clinic for consistent dull pain and paresthesia in the left upper lip, zygoma and buccal cheek area, which developed during an endodontic treatment of the left lateral incisor. Radiographic finding showed radiopaque material, which exits from the left incisor root apex, and was within the left canine and first premolar buccal soft tissue. The overfilled Vitapex extended to the soft tissue was surgically curetted. The result of the surgical curettage was favorable. Though slight hypoesthesia on the upper lip was still remained, paresthesia on zygomatic and buccal cheek area was completely recovered. As far as we know, this is the first case report of infraorbital nerve damage from overfilled Vitapex material.

Development of Programmable and Rechargeable Moxibustion Device (전자식 구치료 시스템 개발 연구)

  • Kim, Tae-Jun;Lee, Yong-Jae;Kim, Young-In;Eom, Il-Kyu;Chae, Han;HwangBo, Min;Yang, Gi-Young;Lee, Byung-Ryul;Kim, Byoung-Chul
    • Journal of Acupuncture Research
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    • v.28 no.2
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    • pp.49-55
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    • 2011
  • Objectives : This study was to develop programmable and rechargeable electronic moxibustion device as an interdisciplinary research focusing on traditional Korean medicine. Methods : This device deployed several advances on safety and conveniences with the advantage of programmable heat stimulation, heating material and recharging method. The gradient of heat stimulation was programmed with the reference of previous studies and own measurements. The heat curve reached its efficacious stimulus temperature after three minutes, and maintained until 13 minutes with $42^{\circ}C$. We also incorporated feedback from field hospital experiences with the help of hospital staffs. Results : This device can prevent damages from skin burn and fire accidents, and control the smoke, smell and residue of moxa itself. Conclusions : This study will contribute for the development and improvement of efficacious and safe treatment methods for the traditional Korean medicine.

Research about Spec and Uniformity of Commercial Indirect Moxibustion (상용 간접구의 규격과 품질균일성에 대한 조사)

  • Kwon, O-Sang;Lee, Sang-Hoon;Cho, Sung-Jin;Choi, Kwang-Ho;Yeon, Sun-Hee;Lee, Sae-Bom;Choi, Sun-Mi;Ryu, Youn-Hee
    • Korean Journal of Acupuncture
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    • v.28 no.3
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    • pp.53-62
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    • 2011
  • Objectives : Burn is most common adverse events of moxibustion. Various kinds of components influence on the heat stimulation of commercial indirect moxa, but there are not enough investigation about the status. The purpose of this study is to investigate the 6 components to build a base data that is currently available to build a standard of an indirect moxibustion. Methods : The length and weight, density, thickness of the paper disk, diameter of the paper disk, and diameter in the paper disk hole were measured against 6 kinds of commercial indirect cautery. Results : 1. 'Seoam', 'Kihwang' and 'Taegeuk' shows uniform length than the other brands. 2. 'Dongbang', 'Kihwang' and 'Taegeuk' shows uniform weight than the other brands. 3. 'Dongbang', 'Kihwang' and 'Taegeuk' shows uniform density than the other brands. 4. 'Dongbang' and 'Kihwang' shows uniform thickness than the other brands. 5. 'Seoam', 'Dongbang' and 'Taegeuk' shows uniform diameter of disc hole than the other brands. Conclusions : As a result of investigation, 'Dongbang' and 'Kiwhang' indirect moxibustion was identified as a uniform product. This results are considered as an important base materials of the KS through commercial indirect moxibustion.

Preliminary Study of a Turbopump Pyro Starter (터보펌프 파이로 시동기 기초연구)

  • Hong, Moon-Geun;Lee, Soo-Yong
    • Journal of the Korean Society of Propulsion Engineers
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    • v.12 no.2
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    • pp.74-80
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    • 2008
  • The feasibility study into the development of turbine spinners, which start up the turbo-pump, has been carried out and the design requirements and parameters ranges have been presented. Turbine spinners use the solid propellant as such composite propellant based AN compound with high energy plasticizers, coolants, and phase stabilizer which relieves a sensible volume change due to the phase transformation of AN near room temperature. Propellants which have a homing rate of $0.2{\sim}0.3\;mm/s$ and pressure exponent ranged from 0.3 to 0.6, showed stable burn-out in the standard motor tests. Both the magnitude of ignition energy and its thermal transfer mechanism have been proved to have a tangible effect on the ignition of the pyre starter, and the results of this study showed that a flame temperature of 1400K would be quite adequate to get a stable ignition for the AN composite propellant.

Preparation and Characterization of Polyurethane Flame-Retardant Coatings Containing Trichloro Lactone Modified Polyesters (트리클로로 락톤 변성폴리에스테르를 함유한 폴리우레탄 난연도료의 제조 및 난연특성)

  • 정충호;박형진;김성래;우종표;김명수
    • Polymer(Korea)
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    • v.26 no.2
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    • pp.200-208
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    • 2002
  • Two-component polyurethane flame-retardant coatings were prepared by blending trichloro lactone modified polyesters (TAPTS) and isocyanate, Desmodur IL. Polycondensation reaction of trichlorobenzoic acid (TBA) as a flame-retardant component, and adipic acid with trimethylolpropane, polycaprolactone 0201, and 1,4-butanediol gave the corresponding TAPTs. The content of TBA was adjusted from 10 to 30 wt% in our experiment. It was found that various properties of these new flame-retardant coatings were comparable to other non-flame-retardant coatings. We also carried out three different tests for the measurement of flammability of flame -retardant coatings. The results of vertical burning test for the coatings containing more than 20 wt% of TBA were determined as 'no burn'. The results of flammability test for the coatings with 20 and 30 wt% of TBA contents indicated the limiting oxygen index (LOI) values of 25% and 27% respectively, which implied relatively good flame retardancy. They also showed the char length of 3.6-5.2 cm according to $45^{\circ}$ Meckel burner test, which can be classified as the first grade flame-retardant coatings.

Subacute Osteomyelitis on Phalangeal Bone Resulting from Multiple Kirschner Pin Fixation: Case Report (원위지 골절에 K-강선을 이용한 비관혈적 정복술 후 생긴 아급성 골수염 1례)

  • Kim, Jae Woo;Choi, Hwan Jun;Kim, Mi Sun;Kim, Jun Hyuk
    • Archives of Plastic Surgery
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    • v.34 no.3
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    • pp.409-412
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    • 2007
  • Purpose: Percutaneous Kirschner wire fixation is common method for hand fracture. It is simple but has risk of ascending infection through the pin and bony injury by multiple drilling. Ascending infection through pin tract is mostly superficial and can be treated with antibiotics and aseptic dressing. This is a case review of subacute osteomyelitis on phalangeal bones after Kirschner wire fixation with literature review. Methods: A 40-years-old man with distal phalangeal fracture on right second finger is presented. He went to a local clinic and had percutaneous Kirschner wire fixation under local anesthesia. He was transferred to our hospital for ulcerative wound on DIP joint at 4 weeks after operation. Radiography showed osteolytic change around medulla of middle and distal phalanges, leading to diagnosis of a subacute osteomyelitis. We treated it with amputation at the level of shaft of middle phalanx. Results: The postoperative course was uneventful. We thought several possible reasons for osteomyelitis in our case. First, it could resulted from ascending infection through the wire. Second, it could be resulted from a bony burn by repeated drilling. And bony necrosis could be a consequence of arterial insufficiency caused by 2 pin insertion. Conclusion: We suggest that a precise pinning based on accurate anatomical understanding is required for a percutaneous Kirschner wire fixation. The frequency of drilling should be minimized. Careful observation and patient education for pin site care are essential.

A Study on the Improvement of Spot Welding Quality of Wire Cu Alloy by Taguchi Method for Dynamic Characteristics (동특성 다구찌 기법을 통한 Cu합금 와이어의 스폿용접 품질향상 연구)

  • Suk, Ho-sam;Kim, Yeun-sung;Yoo, Choon-burn
    • Journal of Korean Society for Quality Management
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    • v.45 no.4
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    • pp.1003-1020
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    • 2017
  • Purpose: The purpose of this study is to find the optimum working conditions for spot welding of wire Cu alloys to achieve high-level quality. The parts subject to spot welding are brush card assemblies, which are the main module of the electric movement method of the car seat. Methods: In this study, the signal-to-noise ratio(SN ratio) and the loss function [L(y)] are used as Taguchi method for dynamic characteristics. Results: The results of the study are as follows. First, the analysis of variance using SN ratio showed 6 significant factors(p = 0.1% or less) among 7 factors except press force. Second, the optimal design of the dynamic characteristics is the tip exchange cycle: 50,000 ea., the welding time is 110 ms, the pressing force is 11 kgf/cm2, the rise time is 40 ms, and the tip dressing is 3,000 ea., Tip angle is 12o and electric current is 1,800 A. Conclusion: The validity of the spot welding process of the manufacturer's brush card assembly was verified and proved to be consistent with the study results. The results of this study are expected to standardize the welding conditions and guarantee the quality level required by the customers.