• 제목/요약/키워드: Alternative Framework

검색결과 410건 처리시간 0.024초

A hybrid deep neural network compression approach enabling edge intelligence for data anomaly detection in smart structural health monitoring systems

  • Tarutal Ghosh Mondal;Jau-Yu Chou;Yuguang Fu;Jianxiao Mao
    • Smart Structures and Systems
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    • 제32권3호
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    • pp.179-193
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    • 2023
  • This study explores an alternative to the existing centralized process for data anomaly detection in modern Internet of Things (IoT)-based structural health monitoring (SHM) systems. An edge intelligence framework is proposed for the early detection and classification of various data anomalies facilitating quality enhancement of acquired data before transmitting to a central system. State-of-the-art deep neural network pruning techniques are investigated and compared aiming to significantly reduce the network size so that it can run efficiently on resource-constrained edge devices such as wireless smart sensors. Further, depthwise separable convolution (DSC) is invoked, the integration of which with advanced structural pruning methods exhibited superior compression capability. Last but not least, quantization-aware training (QAT) is adopted for faster processing and lower memory and power consumption. The proposed edge intelligence framework will eventually lead to reduced network overload and latency. This will enable intelligent self-adaptation strategies to be employed to timely deal with a faulty sensor, minimizing the wasteful use of power, memory, and other resources in wireless smart sensors, increasing efficiency, and reducing maintenance costs for modern smart SHM systems. This study presents a theoretical foundation for the proposed framework, the validation of which through actual field trials is a scope for future work.

수자원 수질 종합관리를 위한 ADSS 개발 전략 (Starategy for Advanced Decision Supprot System Development for Integrated Management of Water Resources and Quality)

  • 심순보
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 1992년도 수공학연구발표회논문집
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    • pp.443-447
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    • 1992
  • This study describes the strategy for advanced decision support system (ADSS) development for integrated management of water resources and quality in reservoir systems. The developed ADSS consists of database that contain hydrologic data, observed operational data, and data to support specific reservoir operations simulation, optimization models, and water quality models. The optimization model, mass balance simulation model and water quality models are used in a general prototype ADSS, menu driven controlling framework that assists the user to specify and evaluate the alternative operational scenarios at one time. These alternative scenarios are evaluated by the models and the results are compared through the use of a graphical based display system. This graphical based system uses an icon based schematic representation of the system to organize the presentation of the results. The ADSS includes the ability to use monthly or weekly time periods of analysis for the models and it can use monthly historical or stochastically generated inflows.

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농어촌지역 하위정주체계 모형의 대안설정 (An Alternative Model on Hierachial Settlement System in Rural Areas)

  • 최수영
    • 한국농공학회지
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    • 제32권4호
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    • pp.61-70
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    • 1990
  • In rural settlement planning, its spatial development framework should be constructed on the basis of the hierachial settlement system. However, up to now, there does not exist widely - accepted model on rural settlement hierachy. In this study the basic planning principles and directions on the modelling of the settlement hireachy in rural areas have been consolidated through theoretical study and situational analysis on planning environments. And also, a new yardstick on the grading of the middle - level centers between villages and rural towns has been tried to find out. The research resulted that the existance of periodical rural market might be used as a simple and innovative yardstick on the hierachial ordering of rural settlement system. Based on the above results, an alternative 4 - step model of rural settlement hierachy was proposed ; Rural Town(county hall sitted) -Market Center(having standard periodical market) - Village Center(having no market) - Village. Finally, because the conclusion has been made by very limited case studies and several previous works, there should need continuous studies and checks in future for full reasoning of the proposed model.

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Representing and constructing liquefaction cycle alternatives for FLNG FEED using system entity structure concepts

  • Ha, Sol;Lee, Kyu-Yeul
    • International Journal of Naval Architecture and Ocean Engineering
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    • 제6권3호
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    • pp.598-625
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    • 2014
  • To support the procedure for determining an optimal liquefaction cycle for FLNG FEED, an ontological modeling method which can automatically generate various alternative liquefaction cycles were carried out in this paper. General rules in combining equipment are extracted from existing onshore liquefaction cycles like C3MR and DMR cycle. A generic relational model which represents whole relations of the plant elements has all these rules, and it is expressed by using the system entity structure (SES), an ontological framework that hierarchically represents the elements of a system and their relationships. By using a process called pruning which reduces the SES to a candidate, various alternative relational models of the liquefaction cycles can be automatically generated. These alternatives were provided by XML-based formats, and they can be used for choosing an optimal liquefaction cycle on the basis of the assessments such as process simulation and reliability analysis.

셀 생산 시스템의 통합 구조 (An integrated framwork for a cellular manufacturing system)

  • 이노성;임춘우
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1997년도 한국자동제어학술회의논문집; 한국전력공사 서울연수원; 17-18 Oct. 1997
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    • pp.89-92
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    • 1997
  • The objective of this paper is to provide an alternative framework for the integration of process planning and scheduling in cellular manufacturing. The concept of an integrated cellular manufacturing system is defined and the system architecture is presented. In an integrated cellular manufacturing system, there are three modules : the process planning module, the manufacturing-cell design module, and the cell-scheduling module. For each module, the tasks and their activities are explained.

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Non-Stationary 추이확률 모형에 의한 농작물의 체계에 관한 연구 (A study on the planted system of agricultural crops using non-stationary transition probability model)

  • 강정혁;김여근
    • 경영과학
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    • 제8권1호
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    • pp.3-11
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    • 1991
  • Non-Stationary transition probabilities models which is incorporated into a Markov framework with exogenous variables to account for some of variability are discussed, and extended for alternative procedure. Also as an application of the methodology, the size change of aggregate time-series data on the planted system of agricultural crops is estimated, and evaluated for the precision of time-varying evolution statistically.

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A New Methodology for Software Module Characterization

  • Shin, Miyoung;Nam, Yunseok
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 1999년도 추계종합학술대회 논문집
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    • pp.434-437
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    • 1999
  • The primary aim of this paper is to introduce and illustrate a radial basis function (RBF) modeling approach fur software module characterization, as an alternative to current techniques. The RBF model has been known to provide a rich analytical framework fur a broad class of so-called pattern recognition problems. Especially, it features both nonlinearity and linearity which in general are treated separately by its learning algorithm, leading to offer conceptual and computational advantages. Furthermore, our new modeling methodology fer determining model parameters has a sound mathematical basis and showed very interesting results in terms of model consistency as well as performance.

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Teaching Mathematics as an Alternative Approach to School Mathematics

  • Yanagimoto Tomoko
    • 한국수학교육학회지시리즈D:수학교육연구
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    • 제9권3호
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    • pp.233-241
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    • 2005
  • Mathematics has developed dramatically in today's world and come to be increasingly put into practical use in various fields in society. However, many Japanese students dislike mathematics. We have to study mathematics education with this situation in our mind. When we consider a better educational material, we don't have to consider only within the framework of the current school mathematics. We can expect to find good mathematical materials in fields beyond the school mathematics. In this paper, we study how the inclusion of idea such as 'fuzzy theory' and 'graph theory' influences pupils' approaches to learning mathematics.

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Capacity Reservation for Due Date Promising : A Conceptual Framework

  • Seung J. Noh;Suk-Chul Rim
    • 산업경영시스템학회지
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    • 제24권64호
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    • pp.53-62
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    • 2001
  • In make-to-order manufacturing, if orders are processed and promise first-served base, then the urgent orders from important customers in .practice, orders are not confirmed upon receipt; and delayed as uncertainty of due date causes significant waste of cost and time. propose a new concept of reserved capacity as an alternative to accommodate the urgent orders from important customers, while the due dale of all of orders arrival; and suggest a flew operational policies.

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한국적 간호중재 개발 : 대체(보완)요법 (The Development of Korean Nursing Alternative)

  • 신경림
    • 대한간호학회지
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    • 제29권6호
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    • pp.1403-1418
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    • 1999
  • Nursing is a discipline that helps to understand human being, to mitigate pains in life by promoting and recovering health, and to study the basic principles in sustaining and preserving life. To understand man and thus to nurse, it is essential to take the way of life of the specific person, his/her ideas, and natural environment into consideration. This means, the temperament, geography, environment and society peculiar to Korea have formed its own culture distinguished from those of other people. Thoughts and philosophy develop as a products of the specific culture and society. Therefore, accurate understanding of the concepts of nursing in the traditional thoughts and philosophy is indispensible to define Korean nursing. Modern Korean nursing at first rooted in the westernized nursing and western nursing intervention has been applied ever since its introduction in the late 19th century under the paradigm of western natural science. However, Koreans in the past made use of alternative therapy which put its emphasis on the organic and holistic view of life as well as a means for traditional medicine and nursing. This alternative therapy has been largely ignored since the introduction of western medical science, and was considered something used only by the aged or the uneducated. Moreover, Health concerned practices and customary traditional therapy have been discarded in the clinical medicine as "unscientific" or "unsystematic". As described above, it is true that Korean nursing has developed in the quantitative aspect only adhering to western nursing intervention. Now it is the time to stop to hold ourself and to look back our past. To find and develop the originality of Korean nursing to cope with the globalization, it is necessary to rediscover nursing (alternative) therapy in Korean culture ignored so far. For this purpose, this study examines the oriental philosophy to explore alternative nursing theory now under development. Also it aims to present ways to apply alternative therapy to nursing education, research and clinical practices and ultimately to show the desirable direction of the nursing to go in the future. Yangsaeng theory of Taoism and Yin-yang, Oh-hang(five elements) and khi theory in Dongeuibogam which gave enormous influences on Korean medical culture and treatment together with Sahsang(four temperaments) emphasized in Dongeuisusebowon will be examined as conceptual framework. Concepts of nursing are categorized into views on each the universe, the human being and nursing. Views on human being is classified into subcategories of body, life, health, and disease. Also it emphasizes the necessity of including alternative therapy in nursing intervention. Views on the universe is classified into yin-yang, khi, and temperament. Nursing will be available anywhere and easily accessible with this new nursing intervention. Trying to give a new thoughts to all those traditional concepts and alternative therapy, this article suggests the necessity of developing original Korean nursing theory and nursing intervention.

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