• Title/Summary/Keyword: heterogeneous fusion

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Adaptive Sensor/Heterogeneous Infrastructure Integrated Pedestrian Navigation Technology using Rényi Divergence-based Outlier Detection (Rényi Divergence 기반 이상치 검출을 통한 적응형 센서/이종 인프라 통합 보행자 항법 기술)

  • Jae Uk Kwon;Seong Yun Cho;JaeJun Yoo;SeongHun Seo
    • Journal of Positioning, Navigation, and Timing
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    • v.13 no.3
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    • pp.289-299
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    • 2024
  • In the Pedestrian Dead Reckoning (PDR)/Global Positioning System (GPS)/Wi-Fi-integrated navigation system for indoor/outdoor continuous positioning of pedestrians, the process of detecting outliers in measurements is very important. When accurate location information from measurements is used, reliable correction data can be generated during the fusion filtering process. However, abnormal measurements may occur in certain situations, such as indoor/outdoor transitions, which can degrade filter performance and lead to significant errors in the estimated position. To address this issue, this paper proposes a method for detecting outliers in measurements based on Rényi Divergence (RD). When the deviation of the RD value is large, the measurements are considered outliers, and positioning is performed using only pure PDR. Based on experiments conducted with real data, it was confirmed that outliers were effectively detected for abnormal measurements, leading to an improvement in the performance of pedestrian navigation.

Detection of Collapse Buildings Using UAV and Bitemporal Satellite Imagery (UAV와 다시기 위성영상을 이용한 붕괴건물 탐지)

  • Jung, Sejung;Lee, Kirim;Yun, Yerin;Lee, Won Hee;Han, Youkyung
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.38 no.3
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    • pp.187-196
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    • 2020
  • In this study, collapsed building detection using UAV (Unmanned Aerial Vehicle) and PlanetScope satellite images was carried out, suggesting the possibility of utilization of heterogeneous sensors in object detection located on the surface. To this end, the area where about 20 buildings collapsed due to forest fire damage was selected as study site. First of all, the feature information of objects such as ExG (Excess Green), GLCM (Gray-Level Co-Occurrence Matrix), and DSM (Digital Surface Model) were generated using high-resolution UAV images performed object-based segmentation to detect collapsed buildings. The features were then used to detect candidates for collapsed buildings. In this process, a result of the change detection using PlanetScope were used together to improve detection accuracy. More specifically, the changed pixels acquired by the bitemporal PlanetScope images were used as seed pixels to correct the misdetected and overdetected areas in the candidate group of collapsed buildings. The accuracy of the detection results of collapse buildings using only UAV image and the accuracy of collapse building detection result when UAV and PlanetScope images were used together were analyzed through the manually dizitized reference image. As a result, the results using only UAV image had 0.4867 F1-score, and the results using UAV and PlanetScope images together showed that the value improved to 0.8064 F1-score. Moreover, the Kappa coefficiant value was also dramatically improved from 0.3674 to 0.8225.

Multi-Object Goal Visual Navigation Based on Multimodal Context Fusion (멀티모달 맥락정보 융합에 기초한 다중 물체 목표 시각적 탐색 이동)

  • Jeong Hyun Choi;In Cheol Kim
    • KIPS Transactions on Software and Data Engineering
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    • v.12 no.9
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    • pp.407-418
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    • 2023
  • The Multi-Object Goal Visual Navigation(MultiOn) is a visual navigation task in which an agent must visit to multiple object goals in an unknown indoor environment in a given order. Existing models for the MultiOn task suffer from the limitation that they cannot utilize an integrated view of multimodal context because use only a unimodal context map. To overcome this limitation, in this paper, we propose a novel deep neural network-based agent model for MultiOn task. The proposed model, MCFMO, uses a multimodal context map, containing visual appearance features, semantic features of environmental objects, and goal object features. Moreover, the proposed model effectively fuses these three heterogeneous features into a global multimodal context map by using a point-wise convolutional neural network module. Lastly, the proposed model adopts an auxiliary task learning module to predict the observation status, goal direction and the goal distance, which can guide to learn the navigational policy efficiently. Conducting various quantitative and qualitative experiments using the Habitat-Matterport3D simulation environment and scene dataset, we demonstrate the superiority of the proposed model.

A study of usefulness for the plan based on only MRI using ViewRay MRIdian system (ViewRay MRIdian System을 이용한 MRI only based plan의 유용성 고찰)

  • Jeon, Chang Woo;Lee, Ho Jin;An, Beom Seok;Kim, Chan young;Lee, Je hee
    • The Journal of Korean Society for Radiation Therapy
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    • v.27 no.2
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    • pp.131-143
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    • 2015
  • Purpose : By comparing a CT fusion plan based on MRI with a plan based on only MRI without CT, we intended to study usefulness of a plan based on only MRI. And furthermore, we intended to realize a realtime MR-IGRT by MRI image without CT scan during the course of simulation, treatment planning, and radiation treatment. Materials and Methods : BBB CT (Brilliance Big Bore CT, 16slice, Philips), Viewray MRIdian system (Viewray, USA) were used for CT & MR simulation and Treatment plan of 11 patients (1 Head and Neck, 5 Breast, 1 Lung, 3 Liver, 1 Prostate). When scanning for treatment, Free Breathing was enacted for Head&Neck, Breast, Prostate and Inhalation Breathing Holding for Lung and Liver. Considering the difference of size between CT and Viewray, the patient's position and devices were in the same condition. Using Viewray MRIdian system, two treatment plans were established. The one was CT fusion treatment plan based on MR image. Another was MR treatment plan including electron density that [ICRU 46] recommend for Lung, Air and Bone. For Head&Neck, Breast and Prostate, IMRT was established and for Lung and Liver, Gating treatment plan was established. PTV's Homogeneity Index(HI) and Conformity Index(CI) were use to estimate the treatment plan. And DVH and dose difference of each PTV and OAR were compared to estimate the treatment plan. Results : Between the two treatment plan, each difference of PTV's HI value is 0.089% (Head&Neck), 0.26% (Breast), 0.67% (Lung), 0.2% (Liver), 0.4% (Prostate) and in case of CI, 0.043% (Head&Neck), 0.84% (Breast), 0.68% (Lung), 0.46% (Liver), 0.3% (Prostate). As showed above, it is on Head&Neck that HI and CI's difference value is smallest. Each difference of average dose on PTV is 0.07 Gy (Head&Neck), 0.29 Gy (Breast), 0.18 Gy (Lung), 0.3 Gy (Liver), 0.18 Gy (Prostate). And by percentage, it is 0.06% (Head&Neck), 0.7% (Breast), 0.29% (Lung), 0.69% (Liver), 0.44% (Prostate). Likewise, All is under 1%. In Head&Neck, average dose difference of each OAR is 0.01~0.12 Gy, 0.04~0.06 Gy in Breast, 0.01~0.21 Gy in Lung, 0.06~0.27 Gy in Liver and 0.02~0.23 Gy in Prostate. Conclusion : PTV's HI, CI dose difference on the Treatment plan using MR image is under 1% and OAR's dose difference is maximum 0.89 Gy as heterogeneous tissue increases when comparing with that fused CT image. Besides, It characterizes excellent contrast in soft tissue. So, radiation therapy using only MR image without CT scan is useful in the part like Head&Neck, partial breast and prostate cancer which has a little difference of heterogeneity.

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Ti/Cu CMP process for wafer level 3D integration (웨이퍼 레벨 3D Integration을 위한 Ti/Cu CMP 공정 연구)

  • Kim, Eunsol;Lee, Minjae;Kim, Sungdong;Kim, Sarah Eunkyung
    • Journal of the Microelectronics and Packaging Society
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    • v.19 no.3
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    • pp.37-41
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    • 2012
  • The wafer level stacking with Cu-to-Cu bonding becomes an important technology for high density DRAM stacking, high performance logic stacking, or heterogeneous chip stacking. Cu CMP becomes one of key processes to be developed for optimized Cu bonding process. For the ultra low-k dielectrics used in the advanced logic applications, Ti barrier has been preferred due to its good compatibility with porous ultra low-K dielectrics. But since Ti is electrochemically reactive to Cu CMP slurries, it leads to a new challenge to Cu CMP. In this study Ti barrier/Cu interconnection structure has been investigated for the wafer level 3D integration. Cu CMP wafers have been fabricated by a damascene process and two types of slurry were compared. The slurry selectivity to $SiO_2$ and Ti and removal rate were measured. The effect of metal line width and metal density were evaluated.

A Study on Stage Costume based on P. G. Bogatyryov's Theory - Focus on Mask Theatre "The Story about Sora's Star" - (보가티료프(P. G. Bogatyryov)의 이론을 적용한 무대의상 연구 - 가면극 '소라별 이야기'를 중심으로 -)

  • Kim, Jang-Hyeon;Kim, Young-Sam
    • Fashion & Textile Research Journal
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    • v.14 no.6
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    • pp.889-897
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    • 2012
  • This study suggests a direction for stage-costume design by making stage costumes based on amusement, eclecticism, and the masquerade, which are the criteria for approaching stage costume designs according to characteristics of the mask theatre presented by P. G. Bogatyryov. The conclusions of this study are as follows. First, criteria to approach stage costume design for mask theatre can be classified into amusement, eclecticism, and masquerade according to the characteristics of the mask theatre presented by P. G. Bogatyryov. Second, the stage costume of a mongrel dog showed amusement through the expression of the image of therianthropy through the combination of a fur-lined vest and wristlet, Korean traditional trousers with the paw-prints of a dog. Third, eclecticism contains diverse characteristics and escapes from being singularly defined due to the fusion of severally different heterogeneous objects. The stage costume differently used a method of wearing clothing in a different period, of choosing clothing materials, and of expressing color in every character to indicate ambiguity to which the drama points through the integration of various expression elements. Fourth, the masquerade present characters (Taembang, Daejang, and Changseok)who simultaneously play the role of fairies after having changed into a white mask and having worn Korean a traditional overcoat (Durumagi) on the original clothes; the, result is the change of the theatrical structure into another time and space inside the theatrical scene of imagination through a concealment of the original clothing.

Formative Characteristics of Natural Objets in Contemporary Fashion Window Display (현대 패션 윈도우 디스플레이에 나타난 자연적 오브제의 조형적 특성)

  • Kim, Jang-Hyeon;Kim, Young-Sam
    • Fashion & Textile Research Journal
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    • v.19 no.5
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    • pp.535-546
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    • 2017
  • This study considers direction types and formative characteristics by analyzing natural objets in contemporary fashion window display. The research methods are both literature review and content analysis based on images of contemporary fashion window display. The conclusions of this study are as follows. First, the direction types of natural objets in contemporary fashion window display expand objective outlines by maximizing the morphological form of objects. Second, a rhythmic sense expressed through a gradual repetition of patterns or a sequential arrangement of natural objects. Third, it represents a reversal of image accomplished through a modification of material on the natural objects. Fourth, a new space is created by transforming two dimensional forms of natural objects. The first formative characteristic of natural objects in contemporary fashion window display is exaggeration. This is expressed through either the expansion of the external volume, the collapsed form of natural objects, or the distortion of external colors. Second, it is a dynamics. This makes it possible to recall the dynamic image of the integration of the observer with a priori thinking by systematically sequencing objects or inducing a specific motion. Third, it is an abstraction. This provides an opportunity for the observer to find in a natural beauty by exchanging physical form or reinterpreting characteristic points. Fourth, it concerns eclecticism characteristic that objects created through the mutual fusion of heterogeneous elements indicates an aesthetic inspiration in a limited space by diverting conventional thinking toward natural objects with expansion of consciousness on formative arts.

Characteristics of Interior Space Shown In Public Space of Andree Putman's Design Hotels (안드레 푸트만의 디자인 호텔 공용공간에 나타난 실내공간 특성)

  • Noh, Hyun-Kyoung;Kim, Moon-Duck
    • Korean Institute of Interior Design Journal
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    • v.24 no.1
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    • pp.72-81
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    • 2015
  • The change towards meeting diverse customer needs has started to affect the hotel industry as well. Design hotels emerged as customers demanded differentiated lodging experiences they could not fulfill at franchise hotels which were uniform in style everywhere in the world. Design hotels are meant to provide a new concept of space through unique design sensibility and work of designers, which highlighted the role of interior design. This research analyzes the characteristics of indoor space expressed in design hotel common spaces by the French designer Andree Putman, also known as the founder of boutique hotels and the concept of design hotels. As the original founder of the concept of design hotels, Putman's scope of work stretches wide, from interior design to product design. She is also one of the few French designers with a modernist inclination. The research runs a review on previous literature, characteristics of design hotels according to design tendency, and the association with characteristics of indoor space designed by Andree Putman, followed by case analyses extracted by analyses on design characteristics of common spaces she has designed. The analysis reveals that she creates comfortable yet elegant space, using contrast and fusion arising from negotiation of design styles to interpret space, the sense of spatial balance and understated expression of order through symmetrical structures, diverse creation of space through geometric structuring, highlighting indoor space by utilizing lights as objects, and the heterogeneous harmony achieved by contrasting juxtaposition, and understated formativeness. It is expected that study results would be utilized as methods of new designs of interior space in design hotels.

Synthesis of Copolymeric PHA by Hydrogenophaga pseudoflava and Ralstonia eutropha H16 from Vari-ous Lactones and Their Microstructural Studies (락톤류로부터 Hydrogenophaga pseudoflava와 Ralstonia eutropha H16 두 세균에 의한 공중합 PHA의 합성 및 미세구조적 특성 연구)

  • Jang, Young-Ok;Nam, Won;Choi, Mun-Hwan;Song, Jae-Jun;Yoon, Sung-Chul
    • Microbiology and Biotechnology Letters
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    • v.28 no.2
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    • pp.71-79
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    • 2000
  • Two typess of copolyesters, poly(3-hydroxybutyric acid-co-4-hydroxy-butyric acid)[P(3HB-co-4HB] and poly(3-hydroxybutyric acid-co-3-hydroxyvaleric acid)[P(3HB-co-3HV)], with various monomer ratios and different degree of microstructural heterogeneity were synthesized from Ralstonia eutropha H16 and Hydrogenophaga pseudoflava by using ${\gamma}$-butyrolactone and ${\gamma}$-valerolactone, respectively. The two bacteria showed a large difference in the utilization of ${\gamma}$-butyrolactone for cell growth and PHA synthesis. H. pseudoflava synthesized P(3HB-co-4HB) copolyesters with a wide range of 4HB content from 13 to 96 mol% depending on culture conditions, whiel R. eutropha H16 was able to synthesize the copolyesters containing less than 20 mol% of 4HB. An increase in the 4HB content in the P(3HB-co-4HB) copolyesters synthesized by H. pseud-oflava induced an lowering of their melting temperatures as well as their enthalpies of fusion. The increase in the 4HB content, however, increased the rate of degradation by an extracellular P(3HB) depolymerase. NMR spectros-copy and differential scanning calorimetry showed that the P(3HB-co-4HB) copolyesters from H. pseudoflava were generally microstructurally heterogeneous. The P(3HB-co-4HB) copolyesters) synthesized by R. eutropha H16 were rather random copolymers showing less microstructural heterogeneity than those synthesized by H. pseudoflava. The NMR D value analysis suggested that the monomer distribution of the P(3HB-co-3HV) copolymers from the two bacteria were relatively random.

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A Study on the Optimal Conditions of friction Welding for JLF & STS304 Using AE Technique (AE기법을 이용한 JLF/STS304이종재료의 최적 마찰용접조건에 관한 연구)

  • Yoon, Han-Ki;Lee, Sang-Pill;Kong, Yu-Sik;Lee, Jin-Kyung
    • Journal of the Korean Society for Nondestructive Testing
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    • v.23 no.2
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    • pp.148-155
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    • 2003
  • Japanese low activation terrific steel(JLF) is a good material for the parts of heat exchanger such as blanket and diverter. At first, JLF was developed as a candidate for structural materials in nuclear fusion applications. However, the development of the jointing technique of JLF steel to other materials is important for wide applications of this material to the industry fields. Recently the jointing technologies including diffusion bonding, brazing, roll bonding, explosive bonding and hot iso-static pressing have been studied for the heterogeneous materials of JLF-1 steel(Fe-9Cr-2W-V-Ta) and stainless steel(STS304). Friction welding is one of the most popular welding methods for two different kinds of materials. In this paper, the JLF-1 steel was jointed to SIS304 by friction welding method and the optimal conditions of the friction welding discussed. Acoustic emission was used as a nondestructive technique to evaluate the weld quality in processing.