• Title/Summary/Keyword: Selection Process

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Wood Classification of Japanese Fagaceae using Partial Sample Area and Convolutional Neural Networks

  • FATHURAHMAN, Taufik;GUNAWAN, P.H.;PRAKASA, Esa;SUGIYAMA, Junji
    • Journal of the Korean Wood Science and Technology
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    • v.49 no.5
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    • pp.491-503
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    • 2021
  • Wood identification is regularly performed by observing the wood anatomy, such as colour, texture, fibre direction, and other characteristics. The manual process, however, could be time consuming, especially when identification work is required at high quantity. Considering this condition, a convolutional neural networks (CNN)-based program is applied to improve the image classification results. The research focuses on the algorithm accuracy and efficiency in dealing with the dataset limitations. For this, it is proposed to do the sample selection process or only take a small portion of the existing image. Still, it can be expected to represent the overall picture to maintain and improve the generalisation capabilities of the CNN method in the classification stages. The experiments yielded an incredible F1 score average up to 93.4% for medium sample area sizes (200 × 200 pixels) on each CNN architecture (VGG16, ResNet50, MobileNet, DenseNet121, and Xception based). Whereas DenseNet121-based architecture was found to be the best architecture in maintaining the generalisation of its model for each sample area size (100, 200, and 300 pixels). The experimental results showed that the proposed algorithm can be an accurate and reliable solution.

Study of Importance Awareness of Domestic Car Consumer's Product Selection Criteria (국산 자동차 소비자의 제품 선택 기준에 대한 중요도 인식 분석)

  • Lee, Taewon
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.42 no.3
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    • pp.157-166
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    • 2019
  • The study had subject to find out what factors Korean automobile consumer is considering in their decision to purchase cars in the situation of the growing competition in the domestic automobile market. In order to this end, the previous study was reviewed to select various factors considered in the process of buying cars. Based on this, Analytic Hierarchy Process was used to prioritize which factors were considered more important by consumers. In the result of study, we could find that performance had the highest priority, and the second ranking was the price. In contrast, image of brand and convenience of maintenance were shown to be relatively low in importance, ranking $3^{rd}$ and $4^{th}$, respectively. Beside, we could recognized the ranking of other detailed factors. This study has an academic implication in that it is able to grasp the latest tendency of consumers' purchase choice of car and to make conclusion by applying AHP analysis method to study of related subject. It also have practical significance that can be a basis for make sense what factors should be taken by the automobile industry to uprise the purchase of the consumers through the identification and preparation of the purchase selection criteria of domestic automobile buyers.

A Study on GUI Program Development for Steam Tracing System Selection (스팀 트레이싱 시스템 사양 선정 GUI 프로그램 개발에 관한 연구)

  • Choi, Yo Han;Lee, Kwang-Hee;Lee, Chul-Hee;Park, Gwang Ho
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.20 no.4
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    • pp.94-105
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    • 2021
  • A graphical user interface (GUI) program for steam tracing system selection was developed by using a theoretical model. We derived the model on the basis of the one-dimensional heat transfer theory of conduction and convection through a composite wall. Computational fluid dynamics (CFD) and experiments were performed for validation at steam temperatures of 120.4[℃] and 158.9[℃]. The temperature of a pipe's outer surface obtained through CFD matched well with that predicted by the proposed model for both conditions. By contrast, the experiment results showed a small error at 120.4[℃] and a large error at 158.9[℃] because of the melting of the heat transfer compound and water phase transition. Thus, the steam temperature range of the proposed model is below 120.4[℃].

Seoul 1988 Olympic Marathon Course Selection Process and the Image Strategy of the Urban Landscape (88 서울올림픽 마라톤 코스의 결정 과정과 도시 경관 이미지 전략)

  • Park, Sangyeon;Jeon, BongHee
    • Journal of the Architectural Institute of Korea Planning & Design
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    • v.36 no.1
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    • pp.81-92
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    • 2020
  • The purpose of this study was to examine the selection process of the marathon course and the progress of the related urban landscape design projects. The study revealed that the initially selected course of the downtown Namdaemum changed to the riverside course that runs around Gangnam and Han river. This change implied that showing the developed landscape of Seoul was much more considered than showing the traditional landscape of Seoul. The urban design plan had changed in 1986 after the marathon course was finalized. The development project of downtown was changed to Gangnam area including Teheran-ro. The city also redeveloped the substandard housing zones around the Olympic facilities. As a result, developed areas and modern apartments of the riverside was emphasized in international TV game broadcast. This embedded the industrialized and modernized image of Seoul to foreigners. Also, Koreans started to recognize the Han river as Seoul's representative landmark. Accordingly, Seoul succeeded in creating a modernized urban landscape image through the Olympic marathon course.

Priority Factors of Service Recovery Strategy in Distribution Channel

  • Han, Sang-Lin;Jung, Kyung Sik;Lee, Myoung Soung;Lee, Jong Won
    • Asia Marketing Journal
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    • v.17 no.2
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    • pp.97-125
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    • 2015
  • In this study, we tried to evaluate the relative importance and find out the differences in consumer perceptions regarding service recovery strategies and the service provider in the distribution industry by using AHP (Analytic Hierarchy Process) analysis method. Therefore in this study, we tried to systematize various recovery strategies which were considered very important during service failure process in the distribution industry and analyze the relative importance for each recovery strategy. We set hierarchy composed of four items of monetary, action-oriented, psychological, and assured level as primary selection criteria and a total of 16 items(indemnity, refund, gift, gift certificate, prompt resolution, exchange, manager support, explanation, apology, empathy, acknowledge, kindness, assortment, after service, manage subcontractor, manage employee) as secondary selection criteria. We tried to take one step further from the service sector and study service recovery strategies specialized in distributor services. This study suggests various implications about service recovery strategies of distributors. First, this study can provide practical implications - e.g. service recovery efforts should be applied differently depending on service channels. There is a perceptual difference with respect to the importance of the types of service recovery strategies between service provider and final customer. Second, we can find theoretical implications in terms of identifying the priorities through hierarchy design of new recovery strategies and comparison of each element from the classifications of the current fractional recovery strategies. We hope to help service providers to build more efficient recovery strategy system based on the results of this study.

A Network-based Optimization Model for Effective Target Selection (핵심 노드 선정을 위한 네트워크 기반 최적화 모델)

  • Jinho Lee;Kihyun Lee
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.46 no.4
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    • pp.53-62
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    • 2023
  • Effects-Based Operations (EBO) refers to a process for achieving strategic goals by focusing on effects rather than attrition-based destruction. For a successful implementation of EBO, identifying key nodes in an adversary network is crucial in the process of EBO. In this study, we suggest a network-based approach that combines network centrality and optimization to select the most influential nodes. First, we analyze the adversary's network structure to identify the node influence using degree and betweenness centrality. Degree centrality refers to the extent of direct links of a node to other nodes, and betweenness centrality refers to the extent to which a node lies between the paths connecting other nodes of a network together. Based on the centrality results, we then suggest an optimization model in which we minimize the sum of the main effects of the adversary by identifying the most influential nodes under the dynamic nature of the adversary network structure. Our results show that key node identification based on our optimization model outperforms simple centrality-based node identification in terms of decreasing the entire network value. We expect that these results can provide insight not only to military field for selecting key targets, but also to other multidisciplinary areas in identifying key nodes when they are interacting to each other in a network.

A study on service matching information for Web services Selection and process (매칭 정보를 이용한 웹 서비스 선정방법 및 선정 프로세스에 관한 연구)

  • Sim, Sung-Ho
    • Journal of Digital Convergence
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    • v.11 no.12
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    • pp.353-359
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    • 2013
  • The search method that web services offers has its limitations. The search service considers only functional factors based on the client's preferences. In order to improve the web service search - which alone only considers functional factors - our research introduces an execution phase which performs both functional and non-functional factors by utilizing WSDL and matching information. Our research studies the architecture of both the service selecting method and the selecting process to help determine the best service solution for the client. We do so, taking into consideration the client's preferences. Our research also studies selecting methods for the best overall service. This service not only considers the matching of functional factors provided by the web service's selecting process, but it is also accommodating by matching the information as defined by the client. This paper research can offer the best quality service preferred by any end-user. Again, this is done by utilizing web services that considers the user's non-functional factors identified by the web service's selecting process and also by extracting matching information.

A Study on Fault Detection of Cycle-based Signals using Wavelet Transform (웨이블릿을 이용한 주기 신호 데이터의 이상 탐지에 관한 연구)

  • Lee, Jae-Hyun;Kim, Ji-Hyun;Hwang, Ji-Bin;Kim, Sung-Shick
    • Journal of the Korea Society for Simulation
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    • v.16 no.4
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    • pp.13-22
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    • 2007
  • Fault detection of cycle-based signals is typically performed using statistical approaches. Univariate SPC using few representative statistics and multivariate analysis methods such as PCA and PLS are the most popular methods for analyzing cycle-based signals. However, such approaches are limited when dealing with information-rich cycle-based signals. In this paper, process fault defection method based on wavelet analysis is proposed. Using Haar wavelet, coefficients that well reflect the process condition are selected. Next, Hotelling's $T^2$ chart using selected coefficients is constructed for assessment of process condition. To enhance the overall efficiency of fault detection, the following two steps are suggested, i.e. denoising method based on wavelet transform and coefficient selection methods using variance difference. For performance evaluation, various types of abnormal process conditions are simulated and the proposed algorithm is compared with other methodologies.

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The Application of Fuzzy DHP in MIS Project Selection (퍼지 DHP를 이용한 정보시스템 프로젝트의 선정)

  • 정희진;이승인
    • Journal of the Korea Society of Computer and Information
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    • v.3 no.2
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    • pp.189-199
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    • 1998
  • This study presents a FZOGP(fuzzified zero-one goal programming) model and a DHP (Delphic Hierarchy Process) that can be used to help information systems(IS) managers decides which IS projects should be selected. Delphic method is conducted prior to AHP so that not only can the objectives to be considered in analysis be determined, but the opinions of all decision makers can also be incorporated in problem formulation. While the DHP provides an ideal ranking process for the selection of IS Projects, it does not consider real constraints that exists in decision making process. Then this study intends to show how the DHP can be used to establish a priority structure for use within a FZOGP model. The advantages of FZOGP model are as follows: the imprecise aspiration level for each objective can be considered in FZOGP model. And, the common features between the new FZOGP and the GP models are that the objective functions in both models are minimized and the structure of their formulations are the same.

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A Qualitative Study on the Treatment Process Experiences of Patients with Whiplash Associated Disorder Treated with Traditional Korean Medicine - Based on the Grounded Theory Approach - (교통사고 상해 증후군 환자들에 대한 한의치료 경험의 질적 연구 -근거이론 접근방법으로 -)

  • Im, Se Hoon;Lee, Seung Hoon;Lee, Seung Min;Nam, Dong Woo;Kim, Yong Suk
    • Journal of Acupuncture Research
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    • v.33 no.4
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    • pp.73-92
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    • 2016
  • Objectives : The purpose of this study is to understand the treatment process experiences of patients with whiplash associated disorder treated with Traditional Korean Medicine. Methods : This study was based on grounded theory. We recruited a total of 10 participants between the ages of 19 and 65, who were hospitalized at Kyung Hee University Korean Medicine Hospital and received treatment after traffic accidents from January to October 2014. Data was collected from in-depth interviews and notes, and was analyzed using open coding, axial coding and selective coding. Results : The core category of the phenomenon: 'The experiences of the treatment process for patients with whiplash associated disorder treated with Traditional Korean Medicine', was elicited as 'The selection of Traditional Korean Medicine treatment over other treatments for holistic healing that supplement for the deficiencies of Western medical treatment'. Conclusion :' The experiences of treatment process for patients with whiplash associated disorder treated with Traditional Korean Medicine', was elicited as 'The selection of the Traditional Korean Medicine treatment over other treatments for holistic healing that complements deficiency of the Western medical treatment'.