• 제목/요약/키워드: Multi-level models

검색결과 299건 처리시간 0.029초

MP-Lasso chart: a multi-level polar chart for visualizing group Lasso analysis of genomic data

  • Min Song;Minhyuk Lee;Taesung Park;Mira Park
    • Genomics & Informatics
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    • 제20권4호
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    • pp.48.1-48.7
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    • 2022
  • Penalized regression has been widely used in genome-wide association studies for joint analyses to find genetic associations. Among penalized regression models, the least absolute shrinkage and selection operator (Lasso) method effectively removes some coefficients from the model by shrinking them to zero. To handle group structures, such as genes and pathways, several modified Lasso penalties have been proposed, including group Lasso and sparse group Lasso. Group Lasso ensures sparsity at the level of pre-defined groups, eliminating unimportant groups. Sparse group Lasso performs group selection as in group Lasso, but also performs individual selection as in Lasso. While these sparse methods are useful in high-dimensional genetic studies, interpreting the results with many groups and coefficients is not straightforward. Lasso's results are often expressed as trace plots of regression coefficients. However, few studies have explored the systematic visualization of group information. In this study, we propose a multi-level polar Lasso (MP-Lasso) chart, which can effectively represent the results from group Lasso and sparse group Lasso analyses. An R package to draw MP-Lasso charts was developed. Through a real-world genetic data application, we demonstrated that our MP-Lasso chart package effectively visualizes the results of Lasso, group Lasso, and sparse group Lasso.

City-Scale Modeling for Street Navigation

  • Huang, Fay;Klette, Reinhard
    • Journal of information and communication convergence engineering
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    • 제10권4호
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    • pp.411-419
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    • 2012
  • This paper proposes a semi-automatic image-based approach for 3-dimensional (3D) modeling of buildings along streets. Image-based urban 3D modeling techniques are typically based on the use of aerial and ground-level images. The aerial image of the relevant area is extracted from publically available sources in Google Maps by stitching together different patches of the map. Panoramic images are common for ground-level recording because they have advantages for 3D modeling. A panoramic video recorder is used in the proposed approach for recording sequences of ground-level spherical panoramic images. The proposed approach has two advantages. First, detected camera trajectories are more accurate and stable (compared to methods using multi-view planar images only) due to the use of spherical panoramic images. Second, we extract the texture of a facade of a building from a single panoramic image. Thus, there is no need to deal with color blending problems that typically occur when using overlapping textures.

복합재료의 피로손상 모형 및 다응력 수위 피로수명 예측 연구 (II) - 참고계수를 이용한 피로 손상 모형 - (Study on Fatigue Damage Model and Multi-Stress Level Fatigue Life Prediction of Composite Materials (II) -Fatigue Damage Model using Reference Modulus-)

  • 이창수;황운봉;한경섭
    • Composites Research
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    • 제12권2호
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    • pp.62-69
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    • 1999
  • 복합재료가 피로하중을 받으면 재료 내부에 손상이 누적되며, 이는 재료의 물성 변화로 나타난다. 본 연구에서는 손상을 나타내는 인자로 피로계수를 사용하였다. 피로계수와 참고계수로 정의되는 손상함수로부터 복합재료의 피로수명 예측을 이론적으로 연구하였다. 제안된 모델들은 인가 응력 수준, 피로주기 및 피로수명의 함수로 유도하였다. 예측 결과는 유리섬유/에폭시 복합재료와 유리섬유/폴리에스터 복합재료를 사용한 다중응력 피로 실험 데이터를 이용하여 검증하였다.

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Cooperative recognition using multi-view images

  • Kojoh, Toshiyuki;Nagata, Tadashi;Zha, Hong-Bin
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1993년도 한국자동제어학술회의논문집(국제학술편); Seoul National University, Seoul; 20-22 Oct. 1993
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    • pp.70-75
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    • 1993
  • We represent a method of 3-D object recognition using multi images in this paper. The recognition process is executed as follows. Object models as prior knowledgement are generated and stored on a computer. To extract features of a recognized object, three CCD cameras are set at vertices of a regular triangle and take images of an object to be recognized. By comparing extracted features with generated models, the object is recognized. In general, it is difficult to recognize 3-D objects because there are the following problems such as how to make the correspondence to both stereo images, generate and store an object model according to a recognition process, and effectively collate information gotten from input images. We resolve these problems using the method that the collation on the basis of features independent on the viewpoint, the generation of object models as enumerating some candidate models in an early recognition level, the execution a tight cooperative process among results gained by analyzing each image. We have made experiments based on real images in which polyhedral objects are used as objects to be recognized. Some of results reveal the usefulness of the proposed method.

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HLA 연동 어댑터를 사용한 다중 해상도 모델 연동체계 개발 (The Method of Developing an Interoperation System between Multi-Resolution Models using a HLA Adapter)

  • 조준호;김희수;유민욱
    • 한국군사과학기술학회지
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    • 제23권4호
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    • pp.417-425
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    • 2020
  • Multi-resolution modeling(MRM) is required when simulating objects in variable resolution and can be applied for interoperating systems, which simulate objects in fixed resolution. However, most interoperation middleware do not support MRM, so participating models must handle several issues to simulate MRM system. In this paper, we propose an interoperation system, which is composed of several different resolution models, based on the High Level Architecture and Run-Time Infrastructure(HLA/RTI). In the proposed architecture, each model participates to a HLA federation through MRM adapter application, which supports data resolution conversion and HLA services while communicating with the model. MRM adapter application can be implemented based on an MRM adapter, and an adapter application development tool is proposed to support developing the application. Using the tool, developers can easily implement data resolution conversion component plugged-in HLA adapter. A case study is implemented in the proposed MRM system, and shows that models of different resolution works successfully with dynamic resolution changes.

Multi-level structural modeling of an offshore wind turbine

  • Petrini, Francesco;Gkoumas, Konstantinos;Zhou, Wensong;Li, Hui
    • Ocean Systems Engineering
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    • 제2권1호
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    • pp.1-16
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    • 2012
  • Offshore wind turbines are complex structural and mechanical systems located in a highly demanding environment. This paper proposes a multi-level system approach for studying the structural behavior of the support structure of an offshore wind turbine. In accordance with this approach, a proper numerical modeling requires the adoption of a suitable technique in order to organize the qualitative and quantitative assessment in various sub-problems, which can be solved by means of sub-models at different levels of detail, both for the structural behavior and for the simulation of loads. Consequently, in a first place, the effects on the structural response induced by the uncertainty of the parameters used to describe the environmental actions and the finite element model of the structure are inquired. After that, a meso-level FEM model of the blade is adopted in order to obtain the detailed load stress on the blade/hub connection.

다중 에이전트 환경에서의 커뮤니티 기반 유비쿼터스 시스템을 위한 모델과 개발 도구 (Community Computing Model and Development Tool for Community-based Ubiquitous System in Multi-agent Platform)

  • 정유나;이정태;김민구
    • 한국정보과학회논문지:소프트웨어및응용
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    • 제33권12호
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    • pp.1031-1051
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    • 2006
  • 최근 유비쿼터스 시스템을 설계하고 개발하기 위한 방법들 중 하나로서, 다중 에이전트 모델을 이용하는 방식이 연구되고 있다. 이러한 방식은 다중 에이전트 모델의 장점을 유비쿼터스시스템에서 수용할 수 있도록 하였다. 그러나, 특정 유비쿼터스 시스템에 대해서는 기존의 다중 에이전트 모델들만으로는 완벽하게 기술하기에 어려운 부분이 있다. 본 논문에서는 사용자의 요구가 동적으로 생성되면 개체들이 협업하여 이를 해결하는 협업 위주의 유비쿼터스 시스템에 초점을 맞추었다. 이러한 시스템에서는 서비스를 제공하기 위하여 형성되는 컴퓨팅 요소들간의 협업 조직이 매우 중요하지만, 일반적인 다중 에이전트 모델로는 이러한 협업 조직을 효과적으로 표현하기가 쉽지 않다. 즉, 기존의 모델만으로는 이러한 협업 조직의 동적인 생성과 소멸, 동적인 조직의 구성방식, 그리고 서비스를 제공하기 위한 조직 내에서 또한 조직들간의 협업 방식을 기술자기가 쉽지 않다는 것이다. 따라서 본 논문에서는 그러한 협업 조직을 커뮤니티라 하고, 협업 중심의 유비쿼터스 시스템을 커뮤니티에 기반하여 기술하는 추상화 모델로서 커뮤니티 컴퓨팅 모델을 제안하였다. 또한 본 논문에서는 유비쿼터스 시스템을 위한 체계적인 개발 체계가 수립되어 있지 않다는 점에 주목하고, 제안된 커뮤니티 컴퓨팅 모델을 기반으로 응용 시스템을 개발하기 위한 시스템 개발 과정을 제안하고 이를 빠르고 편리하게 도와주는 개발 도구를 구현하여 보았다. 마지막으로, 소규모의 유비쿼터스 시스템을 제안한 추상화 모델로 기술하고 개발 도구를 사용하여 다중 에이전트 플랫폼에서 개발하여, 제안한 방법의 실현성을 검증하여 보았다.

다수기 PSA 수행을 위한 새로운 정량화 방법 (A New Quantification Method for Multi-Unit Probabilistic Safety Assessment)

  • 박성규;정우식
    • 한국안전학회지
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    • 제35권1호
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    • pp.97-106
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    • 2020
  • The objective of this paper is to suggest a new quantification method for multi-unit probabilistic safety assessment (PSA) that removes the overestimation error caused by the existing delete-term approximation (DTA) based quantification method. So far, for the actual plant PSA model quantification, a fault tree with negates have been solved by the DTA method. It is well known that the DTA method induces overestimated core damage frequency (CDF) of nuclear power plant (NPP). If a PSA fault tree has negates and non-rare events, the overestimation in CDF drastically increases. Since multi-unit seismic PSA model has plant level negates and many non-rare events in the fault tree, it should be very carefully quantified in order to avoid CDF overestimation. Multi-unit PSA fault tree has normal gates and negates that represent each NPP status. The NPP status means core damage or non-core damage state of individual NPPs. The non-core damage state of a NPP is modeled in the fault tree by using a negate (a NOT gate). Authors reviewed and compared (1) quantification methods that generate exact or approximate Boolean solutions from a fault tree, (2) DTA method generating approximate Boolean solution by solving negates in a fault tree, and (3) probability calculation methods from the Boolean solutions generated by exact quantification methods or DTA method. Based on the review and comparison, a new intersection removal by probability (IRBP) method is suggested in this study for the multi-unit PSA. If the IRBP method is adopted, multi-unit PSA fault tree can be quantified without the overestimation error that is caused by the direct application of DTA method. That is, the extremely overestimated CDF can be avoided and accurate CDF can be calculated by using the IRBP method. The accuracy of the IRBP method was validated by simple multi-unit PSA models. The necessity of the IRBP method was demonstrated by the actual plant multi-unit seismic PSA models.

다층모형을 활용한 개인, 가구, 지역차원에서의 주거만족도에 관한 연구 - 서울시 공공임대주택 사례를 중심으로 - (Analysis on the Residential Satisfaction of Individual, Household and Area-Level Characteristics using Multi-Level Models - Focusing on Public Housing in Seoul -)

  • 성진욱;남진
    • 국토계획
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    • 제54권4호
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    • pp.26-37
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    • 2019
  • It is necessary to implement a wide range of housing welfare policies that citizens can experience in order to improve residents' the quality of life, as it emphasizes the balance of supply and management of public housing. The purpose of this study is to analyze the factors affecting residential satisfaction considering the three hierarchical levels of individual, household, and area. In the background of the study, the individuals' quality-of-life satisfaction determined not only by the individual but also by the various influencing environmental factors. This study targets 1,736 households, 3,239 persons in 464 areas in Seoul. The main research results are as follows. At the level one, there were influencing factors such as age(-), education level and income, and housing area per person, recipient of basic living(-), period(-) and RIR (at the level two). At the level three, west-south region(-) and social mix affect the complex of public housing. In consideration of living infrastructure, the closer to public transportation, public facilities, and medical facilities, the higher the satisfaction of public housing. The results of this analysis suggest that public support needs to focus on individual household members, but there is a need for ways to link it with the complex and the region.

다중 레이어 기반 제품 지식 모델 (MULTI-LAYERED PRODUCT KNOWLEDGE MODEL)

  • 이재현;서효원
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 2005년도 춘계학술대회 논문집
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    • pp.65-70
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    • 2005
  • This paper introduces an approach to multi-layered product knowledge model for collaborative engineering environment. The participants in collaborative engineering want to share and reason product knowledge through internet without any heterogeneity and ambiguity. However the previous knowledge models are limited in providing those aspects. In this paper, the collaborative engineering domain is analyzed and then the product knowledge is organized into four levels such as product context model, product specific model, product design model and product manufacturing model. The four levels are represented by first-order logic in layered fashion. The concepts and the instances of a formal ontology are used for recursive representation of the four levels. The instances of the concepts of an upper level like product context model are considered as the concepts of an adjacent lower level like product specific model, and this mechanism is applied to the other levels. These logic representations are integrated with the schema and the instances of a relational database. OWL representation of the four levels is defined through the integration of the logic representation and OWL primitives. The four product knowledge models have their major representation according to the characteristics of each model. This approach enables engineer to share product knowledge through internet without any ambiguity and utilize it as basis for additional reasoning.

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