• Title/Summary/Keyword: 모델 일반화

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A Design of an Improved Linguistic Model based on Information Granules (정보 입자에 근거한 개선된 언어적인 모델의 설계)

  • Han, Yun-Hee;Kwak, Keun-Chang
    • Journal of the Institute of Electronics Engineers of Korea CI
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    • v.47 no.3
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    • pp.76-82
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    • 2010
  • In this paper, we develop Linguistic Model (LM) based on information granules as a systematic approach to generating fuzzy if-then rules from a given input-output data. The LM introduced by Pedrycz is performed by fuzzy information granulation obtained from Context-based Fuzzy Clustering(CFC). This clustering estimates clusters by preserving the homogeneity of the clustered patterns associated with the input and output data. Although the effectiveness of LM has been demonstrated in the previous works, it needs to improve in the sense of performance. Therefore, we focus on the automatic generation of linguistic contexts, addition of bias term, and the transformed form of consequent parameter to improve both approximation and generalization capability of the conventional LM. The experimental results revealed that the improved LM yielded a better performance in comparison with LM and the conventional works for automobile MPG(miles per gallon) predication and Boston housing data.

Market Entry Decision Model in Global Construction Market Using Real Options Game (실물옵션 게임을 활용한 해외건설시장 진출모형에 관한 기초연구)

  • Kim, Du-Yon;Kim, Byoung-Il;Han, Seung-Heon
    • Proceedings of the Korean Institute Of Construction Engineering and Management
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    • 2007.11a
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    • pp.652-655
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    • 2007
  • Due to stagnation of domestic market, increasing number of domestic construction companies started to make inroads into foreign market recently. Yet compared to domestic market, there are much more risks in the foreign market which companies may confront. So deliberate and rational decision making skills are required. Accordingly, there has been many researches which analyzed the risk of individual markets and also studies covering decision support models. In this study, we suggest a model concerning financial issues when branching out into a new market, specially in the construction companies' point of view. For this we used a real options game which shows real competition status of a new market and deduced a feature of that market, Upon these results, we also suggest a model which helps firms to decide whether investing in the expansion is smart action or not. The model developed in this study is made in specific circumstances of limited conditions. The future study makes more realistic models considering subjects like disproportion in information and generalization of competing companies.

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A Deep Learning-Based Image Recognition Model for Illegal Parking Enforcement (불법 주정차 단속을 위한 딥러닝 기반 이미지 인식 모델)

  • Min Kyu Cho;Minjun Kim;Jae Hwan Kim;Jinwook Kim;Byungsun Hwang;Seongwoo Lee;Joonho Seon;Jin Young Kim
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.24 no.1
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    • pp.59-64
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    • 2024
  • Recently, research on the convergence of drones and artificial intelligence technologies have been conducted in various industrial fields. In this paper, we propose an illegal parking vehicle recognition model using deep learning-based object recognition and classification algorithms. The model of object recognition and classification consist of YOLOv8 and ResNet18, respectively. The proposed model was trained using image data collected in general road environment, and the trained model showed high accuracy in determining illegal parking. From simulation results, it was confirmed that the proposed model has generalization performance to identify illegal parking vehicles from various images.

Analysis of Technical Factors for Multidisplinary Cloud Service Model and Development of Service Model based on Use Case (유즈 케이스 기반의 융.복합 클라우드 서비스 모델을 위한 요소 기술 분석 및 서비스 모델 개발)

  • Seo, Kwang-Kyu
    • Journal of Digital Convergence
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    • v.10 no.10
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    • pp.545-550
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    • 2012
  • The size of global IT convergence market is expected to increase more and more and cloud computing in industrial convergence environment provides the useful solutions to support convergence environment between other industries. It is necessary and important to predict and develop integrated service structures and types of combining cloud computing and other application technologies. Therefore this paper presents technical factors to provide cloud service. In additions, the requirement and technical factors for various convergence service models are introduced and analyzed using use case which is efficient modelling methodology to construct many system. Using the research results, we performed the case study to develop a convergence cloud service. Eventually, this study is expected to use the basic researches to develop the various the multidisplinary cloud service models based on use case to create the new values.

Modeling Bacteria Facilitated Contaminant Transport in Porous Media with Kinetic Adsorption Relationships (동역학적 흡착 관계식을 이용한 다공 매질에서의 유동세균에 의한 유기성 오염물의 가속이송 예측 모델)

  • 김승현
    • Journal of the Korean Society of Groundwater Environment
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    • v.2 no.1
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    • pp.22-29
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    • 1995
  • Mobile bacterial particles can act as carriers and enhance the transport of hydrophobic contaminants in ground water by reducing retardation effects. Because of their colloidal size and favorable surface conditions, bacteria can act as efficient contaminant carriers. When such carriers exist in a porous medium, the system can be thought of as three phases: an aqueous phase, a carrier phase, and a stationary solid matrix phase. Contaminant can be present in either or all of these phases. In this study, a mathematical model based on mass balances is developed to describe the transport and fate of biodegradable contaminant in a porous medium. Bacterial mass transfer mechanism between aqueous and solid matrix phases, and contaminant mass transfer between aqueous and bacterial phases are represented by kinetic models. Governing equations are non-dimensionalized and solved to analyze the bacteria facilitated contaminant transport. The numerical results of the facilitation effect match favorably with experimental data reported in the literature. Results show that the contaminant transport can be described by local equilibrium assumption when Damkohler numbers are larger than 10. Significant sensitivities to model parameters, particularly bacterial growth rate and influent bacterial concentration, were discovered.

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Modeling Bacteria Facilitated Contaminant Transport in Porous Media with Equilibrium Adsorption Relationships (평형 모델을 이용한 다공매질에서의 유동 세균에 의한 유기성 오염물의 가속이송)

  • 신항식;김승현
    • Journal of the Korean Society of Groundwater Environment
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    • v.2 no.1
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    • pp.14-21
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    • 1995
  • Colloids such as exogenous biocolloids in a bioremediation operation can enhance the transport of contaminant in ground water by reducing retardation effects. Because of their colloidal size and favorable surface conditions in addition to their low density, bacteria can act as efficient contaminant carriers. When mobile bacteria are present in a subsurface environment, the system can be treated as consisting of three phases: water phase, bacterial phase, and the stationary solid matrix phase. In this work, a mathematical model based on mass balances is developed to describe the facilitated transport and fate of a contaminant in a porous medium. Bacterial partition between the bulk solution and the stationary solid matrix, and the contaminant partition among the three phases are represented by the equilibrium relationships. Solutions were obtained to provide estimates of contaminant and bacterial concentrations. A dimensionless analysis of the transport model was utilized to estimate model parameters from the experimental data. The model results matched with experimental data of Jenkins and Lion (1993). The presence of mobile bacteria enhances the contaminant transport. However, bacterial consumption of the contaminant which serves as a bacterial nutrient, can attenuate the contaminant concentration.

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Technological Review for Location Based Services (위치기반 서비스를 위한 기술수요 조사)

  • Jin, Heui-Chae
    • Journal of Korea Spatial Information System Society
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    • v.5 no.1 s.9
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    • pp.13-25
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    • 2003
  • The advent of LBS is caused by mobility advantage of wireless internet. The mobility has the information such as location which is based on LBS(Location based Services). It comes out as a killer application for wireless internet when market of wireless internet is diffused. In this paper, we build up the technical model and survey the requirement of technologies related LBS expanded as wireless internet services rapidly. First, we construct the conceptual model for LBS based on functions of LBS and characteristics of foreign models. This model is consisted of generalized components of LBS and can be used as a basic model to survey the requirement of each technologies. Second, we survey the demand of each technology for LBS. Then we analyze the importance of technologies for LBS to prepare developing various LBS. From this research, we can introduce proper plans and policy for LBS to develop technology stepwise, to promote industry activities and how to make up the foundation for LBS by government.

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A Linearization Model of the Stress Relaxation Curves for Fruits and Vegetables (과일 및 채소의 응력완화 직선화 모델)

  • Yoo, Myung-Shik;Song, Woo-Jin;Rho, Young-Ta;Pyun, Yu-Ryang
    • Korean Journal of Food Science and Technology
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    • v.24 no.3
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    • pp.226-231
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    • 1992
  • A generalized linearization model for stress relaxation curves of vegetative tissues was proposed as $[F_{(o)}t^n/(F_{(o)}-F_{(t)})=k_1+k_2t]$, taking into account internal structure changes under a constant strain. Where $F_{(o)}$ is the initial force, $F_{(t)}$ is the decaying force after time t, and $k_1$, $k_2$ and n are constants. This model was well fit to stress relaxation curves of a variety of raw and processed fruits and vegetables.

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Adaptive Watermarking Using Successive Subband Quantization and Perceptual Model Based on Multiwavelet Transform Domain (멀티웨이브릿 변환 영역 기반의 연속 부대역 양자화 및 지각 모델을 이용한 적응 워터마킹)

  • 권기룡;이준재
    • Journal of Korea Multimedia Society
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    • v.6 no.7
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    • pp.1149-1158
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    • 2003
  • Content adaptive watermark embedding algorithm using a stochastic image model in the multiwavelet transform is proposed in this paper. A watermark is embedded into the perceptually significant coefficients (PSCs) of each subband using multiwavelet transform. The PSCs in high frequency subband are selected by SSQ, that is, by setting the thresholds as the one half of the largest coefficient in each subband. The perceptual model is applied with a stochastic approach based on noise visibility function (NVF) that has local image properties for watermark embedding. This model uses stationary Generalized Gaussian model characteristic because watermark has noise properties. The watermark estimation use shape parameter and variance of subband region. it is derive content adaptive criteria according to edge and texture, and flat region. The experiment results of the proposed watermark embedding method based on multiwavelet transform techniques were found to be excellent invisibility and robustness.

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An Analysis of the Interaction of Perceptive, Cognitive, and Metacognitive Activities on the Middleschool Students' Modeling Activity (모델링 과정에서 지각적, 인지적, 메타인지적 활동의 상호작용에 관한 사례연구)

  • 신은주;이종희
    • School Mathematics
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    • v.6 no.2
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    • pp.153-179
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    • 2004
  • In this article, we classify the middleschool students' mathematical modeling activities with three types as following: perceptive activity, cognitive activity, and metacognitive activity. And we research model development process through the interaction of perceptive, cognitive, and metacognitive activities. We report three results of our case study as following: First, students understanded the context of the modeling tasks on the base of their own experience and constructed the tasks with perceptive activity operating tool. Second, students developed various models with reorganizing cognitive activity which think and reason about perceptive activity-based model. Third, students were able to create generalizable and reusable models through metacognitive activities. This study revealed that the possible contribution of modeling activity as following. Students are able to understand abstractive mathematical knowledge as connecting between realistic activity and abstractive activity.

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