• Title/Summary/Keyword: Environmental Management Systems

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Comparative characteristic of ensemble machine learning and deep learning models for turbidity prediction in a river (딥러닝과 앙상블 머신러닝 모형의 하천 탁도 예측 특성 비교 연구)

  • Park, Jungsu
    • Journal of Korean Society of Water and Wastewater
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    • v.35 no.1
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    • pp.83-91
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    • 2021
  • The increased turbidity in rivers during flood events has various effects on water environmental management, including drinking water supply systems. Thus, prediction of turbid water is essential for water environmental management. Recently, various advanced machine learning algorithms have been increasingly used in water environmental management. Ensemble machine learning algorithms such as random forest (RF) and gradient boosting decision tree (GBDT) are some of the most popular machine learning algorithms used for water environmental management, along with deep learning algorithms such as recurrent neural networks. In this study GBDT, an ensemble machine learning algorithm, and gated recurrent unit (GRU), a recurrent neural networks algorithm, are used for model development to predict turbidity in a river. The observation frequencies of input data used for the model were 2, 4, 8, 24, 48, 120 and 168 h. The root-mean-square error-observations standard deviation ratio (RSR) of GRU and GBDT ranges between 0.182~0.766 and 0.400~0.683, respectively. Both models show similar prediction accuracy with RSR of 0.682 for GRU and 0.683 for GBDT. The GRU shows better prediction accuracy when the observation frequency is relatively short (i.e., 2, 4, and 8 h) where GBDT shows better prediction accuracy when the observation frequency is relatively long (i.e. 48, 120, 160 h). The results suggest that the characteristics of input data should be considered to develop an appropriate model to predict turbidity.

A Comparative Study on Protected Area Management in South Korea, Japan and China (한·일·중 3국의 보호지역 관리 비교연구)

  • Lee, Min-Ju;Lee, Gwan-Gyu;Sung, Hyun-Chan;Lee, Dong-Kun;Lee, Hyun-Woo;Kim, Joon-Soon
    • Journal of the Korean Society of Environmental Restoration Technology
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    • v.16 no.1
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    • pp.71-82
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    • 2013
  • This study has been carried out with the purpose of coming up with suggestions for designation of domestic protection areas and improvement of their management through a comparative analysis of the systems of management of the protection areas in South Korea, Japan and China. Starting with the designation of natural reserves in 1962, South Korea has prepared legal systems for preserving ecosystems and biodiversity, while continuing to designate protected areas. As the state has so far monopolized the designation and management of all South Korean protection areas that take up 10.8% of its entire land area (as of Dec. 2011), with such persisting issues as multiple designations of one and the same area for protection, overlapping management authorities, and management of privately owned land in the protection areas. In Japan, which has protected area sizes and relevant legal systems similar to those in South Korea, the state provides the basic framework for management, while delegating most of the duties related to direct operation and management to specific municipalities. China, with an integrated administrative management of protected areas, has related government offices and municipalities responsible for the designation and management of individual protected areas. South Korea needs to provide a legally based support system that would further enhance the value of areal protection and contribute to the promotion of local economy and community.

An Integrative Approach to the Study of 'Quality of Life' and Social Dimensions of Consumption Environmental Quality from the Social Systems Perspective (`삶의 질` 연구에 대한 통합적 접근과 사회적 시스템의 관점에서 본 소비환경의 '사회적 품질')

  • Ahn, Seung-Ho
    • Journal of Korean Society for Quality Management
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    • v.33 no.2
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    • pp.51-63
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    • 2005
  • The clear and mechanical definition of quality is the key success factor for its wide adoption across various industries and non-profit organizations and its popularity as a managerial goal. However, 'Quality of Life'(QOL) which is a common research subject for the various social science fields seems to require a quite different conceptualization of quality. The paper is a conceptual paper which identifies the compatibility and differences between a traditional quality concept and quality in QOL studies. Also, demonstrating from the social systems perspective how quality is conceptualized in measuring the social dimensions of consumption environmental quality, the paper argues the necessity of a broadened concept regarding quality.

Model-based Analysis to Improve the Safety of Urban Logistics System Using Vacant Space (유휴공간을 활용한 도시물류 시스템의 안전성 향상을 위한 모델기반 분석)

  • Park, Jae-Min;Kim, Joo-Uk;Kim, Young-Min
    • Journal of the Korea Safety Management & Science
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    • v.24 no.1
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    • pp.1-9
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    • 2022
  • The growth of the online market is accelerating due to the development of technology and the pandemic era. The delivery service through the courier must be used to deliver the ordered goods to the customer through the online market. With the growth of the online market, the logistics market for delivery is also growing. The traffic and environmental problems are emerging as social issues. Urban logistics technology using underground space based on the urban railway developed to improve logistics efficiency in a metropolitan area and a new alternative to environmental problems. This study proposed a plan to secure system safety through safety analysis based on operational concept definition and scenario analysis by applying model-based perspective analysis to the system under development.

A Successful Strategy of Certification for Integrated Management System (통합경영시스템 인증의 성공적인 전략방안)

  • 최성운;김복만
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.24 no.65
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    • pp.75-80
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    • 2001
  • This paper is to propose the successful strategy of certification for Integrated Management System(IMS) to achieve integration of quality, environmental, and occupational and safety management system, etc. This paper is also to present compatibility, integration and alignment IMS models.

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A Study on the Improvement of Classification System for the Budget Management of the Environmental R&D (환경 R&D 예산관리를 위한 환경기술분류체계 개선에 관한 연구)

  • Kang, Sung Goo;Kim, Young-Soo;Jung, Sung Hoon
    • Clean Technology
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    • v.11 no.2
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    • pp.91-104
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    • 2005
  • We studied more effective Environmental R&D management system which can be used in the budget allocation of the national R&D budget by the newly opened governmental administration system of science and technology. As a first step, we surveyed classification systems for the environmental technology which can be applied to the analysis of the national R&D budget. Each organization, either inland and oversea, has its own classification system for the environmental technology. However, we found that each systems can lead different results. It would be beneficial if an efficient standard classification system could be generated. The new system classified the environmental technology by the environmental management area(media) like most present systems rather than by the technical characteristics. The new system included all the areas of the environmental management and maintained consistent principles. The new system would help efficient management of the national R&D of the environment technology, if the national standard classification can be changed by the new system. To the researchers and professionals the new system will help them noticing the status of the environmental R&D and avoiding duplicate research, so that they can do research more efficiently and can achieve maximized results.

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Unveiling the Effects of ICT Adoption in the Apparel Sector of Bangladesh Based on Technology-Organization-Environment Framework

  • S.M. Shafiul Alam
    • Asia pacific journal of information systems
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    • v.33 no.4
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    • pp.977-998
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    • 2023
  • The study is based on the technology-organization-environment (TOE) model which, attempted to determine the factors that are going to influence ICT adoption. The proposed research model evaluates the interplay among technological context (IT infrastructure, system security, and user capacity), organizational context (top management commitment, and innovations strategies), environmental context (quick response to the external agencies, interactive network infrastructure, and competitive pressure) and ICT adoption (productivity growth, organizational change, and competitiveness). Data were collected from 243 senior executives of full member firms of the Bangladesh Garments and Manufacturers Association (BGMEA) of examining the relationships among the constructs in the proposed framework utilizing structural equation modeling (SEM). The analysis of TOE factors revealed that environmental, organizational, and technological factors have a significant impact on the successful implementation of ICT tools. The study also discusses implications for management practitioners.

Quality.Environment Management System Evaluation of Machinery and Metal Manufacturing Companies Related to Marine Equipment: a Case Study Using Audit Results (조선기자재 관련 기계금속업체의 품질.환경경영시스템 평가: 인증심사결과 사례연구)

  • Park, Dong-Joon;Kang, Byung-Hwan;Kim, Ho-Gyun
    • Journal of Korean Society for Quality Management
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    • v.37 no.2
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    • pp.12-21
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    • 2009
  • Organizations worldwide have implemented quality management system, ISO 9001:2000 and environmental management system, ISO 14001:2004. Researches have been conducted regarding occupational health and safety management system, integration of these management systems, and extension to corporate social responsibility and sustain ability management system, ISO 26000. This paper examines quality and environment management systems for machinery and metal companies using audit results. We perform statistical tests to see if there are any significant differences of minor nonconformities for requirements of ISO 9001:2000 and ISO 14001:2004 based on implementation motive, operating periods, and organization's size. We also present causes and reasons for statistical differences and minor nonconformities to use as references for implementing efficiently quality management system and environment management system.

A Study on the Sustainable Development of Pusan Metropolitan City by the EMERGY Evaluation (EMERGY 평가에 의한 부산광역시의 지속적인 발전가능성 평가)

  • Son, Ji-Ho;Lee, Suk-Mo
    • Journal of Environmental Science International
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    • v.9 no.3
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    • pp.185-191
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    • 2000
  • Sustainable development has been the key concept, both in economic policies and in environmental management since 1970s. In the view of systems ecology, sustainable resource use strategies are considered to be essential in achieving sustainable development. During the last three decades, the discipline of systems ecology has applied ecological energetic analysis to the evaluation of the contribution of natural environments to economic systems. ENERGY analysis of main energy flows driving the economy of humans and life support systems of a city was made including environmental energies, fuel, and inputs, all expressed as solar emjoules. Total EMERGY use of Pusan was 3.89 E22 sej/yr, about 90 percent of it was purchased sources from outside during eleven years from 1985 to 1995. EMERGY flows from the environment were less than 10 percent. EMERGY yield ratio and environmental loading ratio were 1.10 and 10.45, respectively. EMERGY sustainability index is there(ore less than one, which is indicative of highly developed consumer oriented economies. Development of a city has been achieved in the short run by the economic growth, but it can be sustained in the long run by the use of renewable resource systems.

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Automation of Decision-Making in the Game "Ecopoly" for Education on Relationship between Environment and Economy

  • Komuro, Tatsuya;Shinozaki, Ayano;Kim, Aramu;Doyo, Daisuke;Matsumoto, Toshiyuki
    • Industrial Engineering and Management Systems
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    • v.11 no.1
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    • pp.123-132
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    • 2012
  • Recently, global environmental problems have become serious due to human economic activities. Therefore, in order to build a sustainable society in which human economic activities coexist with nature, it is important to promote and enhance environmental education. As a preceding study, a board and computer game of "Ecopoly," which is the game for education on global environmental problems, were developed. This study further aims to develop algorithms which make decisions in Ecopoly, to automate decision-makings of opponents using the algorithms, and to develop the environmental educational game "Ecopoly V" which enables self-learning. In order to develop the algorithms, the board game of Ecopoly was played, and each player's decision-makings at the all points at which players make a decision were observed and analyzed. From the analyses, it became clear that the decision-makings were distinguished by 3 characteristics; Ecology type, Economy type, and Balance type. Based on the characteristics, the factors and standard values of each decision-making were made clear. Algorithms were developed based on the factors and standard values. Ecopoly V was developed by incorporating the algorithms into the computer game of Ecopoly. Experimental testing of the game was conducted and the validity of the game was verified.