• Journal of Korea Society of Industrial Information Systems
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• v.20 no.6
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• pp.57-65
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• 2015

Manufacturing optimization problem is to find the optimal solution under satisfying various and complicated constraints with the design variables of nonlinear types. To achieve the objective, this paper proposes a hybrid approach. The proposed hybrid approach is consist of genetic algorithm(GA), cuckoo search(CS) and hill climbing method(HCM). First, the GA is used for global search. Secondly, the CS is adapted to overcome the weakness of GA search. Lastly, the HCM is applied to search precisely the convergence space after the GA and CS search. In experimental comparison, various types of manufacturing optimization problems are used for comparing the efficiency between the proposed hybrid approach and other conventional competing approaches using various measures of performance. The experimental result shows that the proposed hybrid approach outperforms the other conventional competing approaches.

• Journal of Korea Society of Industrial Information Systems
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• v.29 no.1
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• pp.49-62
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• 2024

In this paper, a sustainable closed-loop supply chain (SCLSC) network model is proposed for domestic mobile phone industry. Economic, environmental and social factors are respectively considered for reinforcing the sustainability of the SCLSC network model. These three factors aim at minimizing total cost, minimizing total amount of CO₂ emission, and maximizing total social influence resulting from the establishment and operation of facilities at each stage of the SCLSC network model. Since they are used as each objective function in modeling, the SCLSC network model can be a multi-objective optimization problem. A mathematical formulation is used for representing the SCLSC network model and a hybrid meta-heuristic approach is proposed for efficiently solving it. In numerical experiment, the performance of the proposed hybrid meta-heuristic approach is compared with those of conventional meta-heuristic approaches using some scales of the SCLSC network model. Experimental results shows that the proposed hybrid meta-heuristic approach outperforms conventional meta-heuristic approaches.

• Journal of Korea Society of Industrial Information Systems
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• v.27 no.1
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• pp.37-48
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• 2022

In this study, a hybrid meta-heuristic approach is proposed for solving engineering design optimization problems. Various approaches in many literatures have been proposed to solve engineering optimization problems with various types of decision variables and complex constraints. Unfortunately, however, their efficiencies for locating optimal solution do not be highly improved. Therefore, we propose a hybrid meta-heuristic approach for improving their weaknesses. the proposed GA-VNS-HC approach is combining genetic algorithm (GA) for global search with variable neighborhood search (VNS) and hill climbing (HC) for local search. In case study, various types of engineering design optimization problems are used for proving the efficiency of the proposed GA-VNS-HC approach

• 한국HCI학회:학술대회논문집
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• 2008.02a
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• pp.72-77
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• 2008

본 논문은 혼합현실(Mixed reality) 에 대한 새로운 접근법을 제시한다. 혼합현실은 실제환경 (Real environment)과 가상환경 (Virtual environment) 이 융합된 가상현실로서 기존의 혼합현실 연구자들은 두 환경을 가능한 정확하게 정합(Registration)시키고자 노력하였다. 이러한 노력은 때때로 복잡한 계산과정이나 부가적인 장치를 요하기도 한다. 부가적인 장치의 사용은 사용성문제를 유발할 뿐만 아니라 추가적인 비용도 요구한다. 우리가 제시하는 접근법은 이러한 노력들과는 반대로 많은 부분을 사용자의 인지력과 상상력에 의지한다. 즉, 사용자의 인지력으로 두 환경 간의 오차를 보정하며 심지어는 사용자에 의해 두 환경 간의 결합이 머릿속에서 이루어진다. 우리는 이러한 접근 방법을 Loosely Coupled Mixed Reality(LMR)라고 부른다. 본 논문에서는 혼합현실에 대한 새로운 접근법인 LMR에 대해 설명하고 LMR이 갖는 여러 가지 쟁점을 짚어보았다. 또한 LMR의 효과를 검증하기 위해 만든 골프 게임을 설명 하도록 하겠다.

• Journal of Korea Society of Industrial Information Systems
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• v.22 no.2
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• pp.79-89
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• 2017

The Optimization of a Closed-Loop Supply Chain (CLSC) Model Using an Adaptive Hybrid Genetic Algorithm (AHGA) Approach is Considered in this Paper. With Forward and Reverse Logistics as an Integrated Logistics Concept, The CLSC Model is Consisted of Various Facilities Such as Part Supplier, Product Manufacturer, Collection Center, Recovery Center, etc. A Mathematical Model and the AHGA Approach are Used for Representing and Implementing the CLSC Model, Respectively. Several Conventional Approaches Including the AHGA Approach are Used for Comparing their Performances in Numerical Experiment.

• Journal of Soil and Groundwater Environment
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• v.14 no.5
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• pp.18-28
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• 2009

Both feasibility and accuracy of lumped approach to group 12 organic compounds in mixtures into a fewer number of pseudocompounds in sorption processes were evaluated using mixtures containing organic compounds with various physicochemical properties and low-surface-area mineral sorbents. The lumped approach for sorption to simulated mineral sorbents was developed by cluster analysis from statistics. Using the lumped approach, the sorption estimated from both reduced number of pseudocompounds and their sorption parameters (i.e., $K_f$, n) can approximate sorption behavior of complex organic mixtures. Additionally, the pseudocompounds for various mixtures to different types of low-surface-area mineral sorbents can be estimated a priori from the physicochemical properties of organic compound (i.e., ${\gamma_w}^{sat}$). Therefore, the lumped approach may help to simplify the complex fate and transport model of organic contaminant mixtures, reduce experimental efforts, and yet provide results that are statistically identical for practical purposes. Further research is warranted to enhance the accuracy of lumped approach using the multiple regression analysis considering the H-bonding capacity, site concentrations, functional groups for mineral sorbents.

• Proceedings of the Korea Information Processing Society Conference
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• 2007.05a
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• pp.453-456
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• 2007

노인 복지 환경에서 혼합주도 협력(mixed-initiative collaboration)이 가능한 로봇의 지능 개발이 본 연구의 궁극적인 목표이다. 본 논문에서는 다양한 담화(discourse)으로부터 협력 과정들을 분석하여 상호 주도 협력을 위한 이슈들을 찾아내고, 이러한 주요 요소를 바탕으로 상대 인지시스템의 사용자 모델(user model)을 포함할 수 있는 상호 스크립트 모형(joint script model)을 제안하고 이를 이용한 로봇 계획법(robot planning)의 방법론과 실험에 대한 접근법을 제시한다.

• Journal of Korea Society of Industrial Information Systems
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• v.26 no.3
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• pp.9-22
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• 2021

This study proposes a supply chain network (SCN) model considering supply disruption in assembly industry. For supply disruption, supplier disruption and its route disruption are simultaneously taken into consideration in the SCN model. With the simultaneous consideration, the SCN model can achieve its flexibility and efficiency. A mathematical formulation is suggested for representing the SCN model, and a proposed hybrid genetic algorithm (pro-HGA) is used for implementing the mathematical formulation. In numerical experiment, the performance of the pro-HGA approach is compared with those of some conventional approaches using the SCN models with various scales, and a sensitivity analysis considering the change of the numbers of suppliers and backup routes is done. Experimental results show that the performances of the pro-HGA approach are superior to those of the conventional approaches, and the flexibility and efficiency of the SCN model considering supply disruption are proved. Finally, the significance of this study is summarized and a potential future research direction is mentioned in conclusion.

• Journal of Korea Society of Industrial Information Systems
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• v.26 no.1
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• pp.55-65
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• 2021

In this paper, a methodology for reinforcing reverse logistics (RL) activities in a closed-loop supply chain (CLSC) model is proposed. For the methodology, the activities of the recovery center (RC) which can be considered as one of the facilities in the RL are reinforced. By the reinforced activities in the RC, the recovered parts and products after checking and recovering processes of the returned product from customer can be reused in the forward logistics (FL) of the CLSC model. A mathematical formulation is suggested for representing the CLSC model with reinforced RL activities, and implemented using a hybrid genetic algorithm (HGA) approach. In numerical experiment, two different scales of the CLSC model are presented and the performance of the HGA approach is compared with those of some conventional approaches. The experimental results show that the former outperforms the latter in most of performance measures. The robustness of the CLSC model is also proved by regulating various rates of the recovered parts and products in the RC.

• Journal of Korean Society of Industrial and Systems Engineering
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• v.21 no.47
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• pp.69-85
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• 1998

본 연구에서는 부품 및 시스템 고장률 모형에 대한 추계적 과정 접근법을 제시하고 기존의 이론 분포 중심 접근법에서 탈피하여 부품고장률을 시계열 모형으로 설정하고 이에 따른 복합시스템 고장율의 선형결합에 대한 모델을 제시하며 주요 모델에 대한 수치예를 든다. 또한 Burn-In 테스트에 사용되는 욕조(Bathtub) 고장률 모형에 대한 기존의 혼합분포 접근법의 대체 방법으로 비선형 시계열 모형을 제안한다.