• Title/Summary/Keyword: Sustainability assessment

검색결과 267건 처리시간 0.026초

A semi-supervised interpretable machine learning framework for sensor fault detection

  • Martakis, Panagiotis;Movsessian, Artur;Reuland, Yves;Pai, Sai G.S.;Quqa, Said;Cava, David Garcia;Tcherniak, Dmitri;Chatzi, Eleni
    • Smart Structures and Systems
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    • 제29권1호
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    • pp.251-266
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    • 2022
  • Structural Health Monitoring (SHM) of critical infrastructure comprises a major pillar of maintenance management, shielding public safety and economic sustainability. Although SHM is usually associated with data-driven metrics and thresholds, expert judgement is essential, especially in cases where erroneous predictions can bear casualties or substantial economic loss. Considering that visual inspections are time consuming and potentially subjective, artificial-intelligence tools may be leveraged in order to minimize the inspection effort and provide objective outcomes. In this context, timely detection of sensor malfunctioning is crucial in preventing inaccurate assessment and false alarms. The present work introduces a sensor-fault detection and interpretation framework, based on the well-established support-vector machine scheme for anomaly detection, combined with a coalitional game-theory approach. The proposed framework is implemented in two datasets, provided along the 1st International Project Competition for Structural Health Monitoring (IPC-SHM 2020), comprising acceleration and cable-load measurements from two real cable-stayed bridges. The results demonstrate good predictive performance and highlight the potential for seamless adaption of the algorithm to intrinsically different data domains. For the first time, the term "decision trajectories", originating from the field of cognitive sciences, is introduced and applied in the context of SHM. This provides an intuitive and comprehensive illustration of the impact of individual features, along with an elaboration on feature dependencies that drive individual model predictions. Overall, the proposed framework provides an easy-to-train, application-agnostic and interpretable anomaly detector, which can be integrated into the preprocessing part of various SHM and condition-monitoring applications, offering a first screening of the sensor health prior to further analysis.

지속가능한 신발 소비자의 구매의사결정과정에 관한 탐색적 연구 (An Explorative Study on the Purchase Decision-Making Process of Sustainable Shoes Consumers)

  • 임소라;신은정;고애란
    • Human Ecology Research
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    • 제61권3호
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    • pp.389-399
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    • 2023
  • Sustainable fashion products have different characteristics from typical fashion products. Therefore, this study focuses on shoes while exploring the expansion and development of sustainable fashion consumption as well as consumers' perceptions of the sustainability approaches practiced by shoe companies. In-depth interviews were conducted with 24 consumers, who had purchased sustainable shoes, in order to understand their purchase decision-making process and consumption characteristics, using the seven stages of the EBM model. In the "need recognition" stage, the survey participants' social background and family influences were categorized as macro factors, while their personal background influences were categorized as micro factors. In the "evaluation of alternatives" stage, participants reconfirmed whether or not to make a purchase based on the product's properties, such as price, brand value, and offered services. In the "purchase" stage, participants' purchase channels were determined according to their preferences as well as the selection pattern they followed until the final purchase within the chosen channel. In the "consumption" stage, the start of product ownership coincides with the start of using the products after making a purchase. In the "post-purchase assessment" stage, higher positive experiences led to a higher repurchase intention of sustainable shoes, while negative experiences caused participants to defer consumption and made them experience a sense of guilt for failing to consume sustainably. During the "post-purchase behavior" stage, which focused on the categories that the customers prioritized, many participants spread information about sustainable fashion to specific individuals through active online WOM behavior.

Length-based stock assessment of the pacific yellowtail emperor in the Southern Sulawesi, Indonesia

  • I Nyoman Suyasa;Alifah Fitam Rakhma Sari;Siska Agustina;Rian Prasetia;Ratna Suharti;Toni Ruchimat;Budy Wiryawan;Irfan Yulianto
    • Fisheries and Aquatic Sciences
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    • 제26권3호
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    • pp.216-223
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    • 2023
  • Pacific yellowtail emperor, Lethrinus atkinsoni Seale, 1910, is one of the most targeted reef fish species in Southern Sulawesi, Indonesia. Therefore, assessing its stock is important to understand the condition of the population, providing valuable inputs for sustainable fisheries management in the area. Here we assess the stock condition of L. atkinsoni in Southern Sulawesi, Indonesia, using the length-based spawning potential ratio model. A total of 4,887 individuals were collected from commercially small-scale fishers from January to October 2022. The total length, sex, and gonad maturity of the individuals were examined. We observed that the fish length ranged from 10.5 to 39.5 cm, with an average length of 23.3 cm. The sex ratio was equal (1:1.2) between male and female individuals. Length at first maturity and length at first capture were 23.4 and 19.6 cm, respectively. In addition, we observed a growth coefficient of 0.45/year, with an asymptotic length of 41.14 cm and natural mortality of 0.6/year. Based on these life history parameters, we observed the spawning potential ratio (SPR) value of 12%, indicating an unsustainable fishery level (SPR of < 30%). Further concerns related to the sustainability of the species and strategy to rebuild stock of the L. atkinsoni in Southern Sulawesi are of utmost importance.

Developing a BIM-Based Methodology Framework for Sustainability Analysis of Low Carbon High-Rise Buildings

  • Gan, Vincent J.L.;Li, Nan;Tse, K.T.;Chan, C.M.;Lo, Irene M.C.;Cheng, Jack C.P.
    • 국제학술발표논문집
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    • The 7th International Conference on Construction Engineering and Project Management Summit Forum on Sustainable Construction and Management
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    • pp.14-23
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    • 2017
  • In high-density high-rise cities such as Hong Kong, buildings account for nearly 90% of energy consumption and 61% of carbon emissions. Therefore, it is important to study the design of buildings, especially high-rise buildings, to achieve lower carbon emissions in the city. The carbon emissions of a building consist of embodied carbon from the production of construction materials and operational carbon from energy consumption during daily operation (e.g., air-conditioning and lighting). An integrated analysis of both types of carbon emissions can strengthen the design of low carbon buildings, but most of the previous studies concentrated mainly on either embodied or operational carbon. Therefore, the primary objective of this study is to develop a holistic methodology framework considering both embodied and operational carbon, in order to enhance the sustainable design of low carbon high-rise buildings. The framework will be based on the building information modeling (BIM) technology because BIM can be integrated with simulation systems and digital models of different disciplines, thereby enabling a holistic design and assessment of low carbon buildings. Structural analysis program is first coupled with BIM to validate the structural performance of a building design. The amounts of construction materials and embodied carbon are then quantified by a BIM-based program using the Dynamo programming interface. Operational carbon is quantified by energy simulation software based on the green building extensible Markup Language (gbXML) file from BIM. Computational fluid dynamics (CFD) will be applied to analyze the ambient wind effect on indoor temperature and operational carbon. The BIM-based framework serves as a decision support tool to compare and explore more environmentally-sustainable design options to help reduce the carbon emissions in buildings.

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The Opportunities and Challenges of Implementing BEAM Plus in Hong Kong from the Perspectives of Government and Developers

  • Lau, Ka-ho;Fu, Man-man;Yim, Yik-fung;Zayed, Tarek;Sun, Yi
    • 국제학술발표논문집
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    • The 8th International Conference on Construction Engineering and Project Management
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    • pp.333-342
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    • 2020
  • Due to the enhancing environmental concerns worldwide with the need of increasing demand for sustainability of building design, maintenance and operation, key stakeholders including the government and developers in many countries strike for the benefits in implementing the green design and building concepts in constructing, infrastructure as well as the buildings. Different countries have their standards or certifications for green buildings while the adoption rate of BEAM-Plus in HK is relatively less compared with other developed countries such as Europe, USA and Japan. Therefore, in the present research, BEAM-Plus, the beginning assessment method of green standard implemented in HK, will be mainly discussed. Current situation of BEAM-Plus implementation in HK will be reviewed and then adopt a systematic approach via literature review and research paper, questionnaire with Analytic Hierarchy Process (AHP) method to depict the opportunities and challenges from the perspective of government and developers regarding implementing BEAM-Plus in HK and thus investigate the implementation gaps. It is found that for both the macro level of opportunity and challenge, the most important criterion is political, in which the weighting value are 0.3114 and 0.2321 respectively. It is obvious that government plays a critical and significant role in affecting the development of BEAM plus. Technological difficulty is also an important factor that challenging and hindering the implementation of BEAM plus, the weighting value is 0.2194 under challenge hierarchy. More experts and professionals should be imported to Hong Kong to enhance the technique is building green buildings. At the end of this paper, solutions and actions will also be suggested and concluded in alleviating the challenges. Finally, solutions and actions are suggested and concluded in alleviating the challenges. Findings from this research can guide developers to consider adopting green elements, government and Green Building Council in HK to review green buildings' policy.

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Super-SBM 및 Tobit 모델을 기반으로 한 중국지역 환경효율성 평가 및 영향요인 연구 (Evaluation of regional Eco-Efficiency and its influencing factors in China: Based on Super-SBM and Tobit model)

  • 증윤근;심재연
    • 산업진흥연구
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    • 제9권1호
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    • pp.259-273
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    • 2024
  • 본 연구에서는 2011년부터 2021년까지 중국의 31개 성(省)급 행정구역을 연구 대상으로 삼았으며, 자본, 노동, 토지 및 자원 투입을 투입 변수로, GDP 및 녹색 범위를 예상 산출량으로, 폐수, 폐가스 및 고형 폐기물 등의 배출을 바람직하지 않은 산출물로 하고, 지역 환경효율성을 측정하기 위해 super-SBM 모형을 이용하였다. 외부 환경요인이 환경효율성에 미치는 영향을 분석하기 위해 토빗 회귀분석을 이용하였다. 그 결과 중국의 평균 환경효율성 수준은 낮았고 동부지역의 환경효율성은 다른 지역보다 높았으며 서부, 북동부 및 중부 지역에서 큰 차이가 있었다.

식·의약 위해 감시체계(K-RISS)의 우선순위 평가를 위한 시계열 구조변화 기반 기준선 설정 모델 개발 (Development of a Baseline Setting Model Based on Time Series Structural Changes for Priority Assessment in the Korea Risk Information Surveillance System (K-RISS))

  • 진현정;허성윤;이헌주;장보윤
    • 한국환경보건학회지
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    • 제50권2호
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    • pp.125-137
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    • 2024
  • Background: The Korea Risk Information Surveillance System (K-RISS) was developed to enable the early detection of food and drug safety-related issues. Its goal is to deliver real-time risk indicators generated from ongoing food and drug risk monitoring. However, the existing K-RISS system suffers under several limitations. Objectives: This study aims to augment K-RISS with more detailed indicators and establish a severity standard that takes into account structural changes in the daily time series of K-RISS values. Methods: First, a Delphi survey was conducted to derive the required weights. Second, a control chart, commonly used in statistical process controls, was utilized to detect outliers and establish caution, attention, and serious levels for K-RISS values. Furthermore, Bai and Perron's method was employed to determine structural changes in K-RISS time series. Results: The study incorporated 'closeness to life' and 'sustainability' indicators into K-RISS. It obtained the necessary weights through a survey of experts for integrating variables, combining indicators by data source, and aggregating sub K-RISS values. We defined caution, attention, and serious levels for both average and maximum values of daily K-RISS. Furthermore, when structural changes were detected, leading to significant variations in daily K-RISS values according to different periods, the study systematically verified these changes and derived respective severity levels for each period. Conclusions: This study enhances the existing K-RISS system and introduces more advanced indicators. K-RISS is now more comprehensively equipped to serve as a risk warning index. The study has paved the way for an objective determination of whether the food safety risk index surpasses predefined thresholds through the application of severity levels.

Assessment of cold-formed steel screwed beam-column conections: Experimental tests and numerical simulations

  • Merve Sagiroglu Maali;Mahyar Maali;Zhiyuan Fang;Krishanu Roy
    • Steel and Composite Structures
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    • 제50권5호
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    • pp.515-529
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    • 2024
  • Cold-formed steel (CFS) is a popular choice for construction due to its low cost, durability, sustainability, resistance to high environmental and seismic pressures, and ease of installation. The beam-column connections in residential and medium-rise structures are formed using self-drilling screws that connect two CFS channel sections and a gusset plate. In order to increase the moment capacity of these CFS screwed beam-column connections, stiffeners are often placed on the web area of each single channel. However, there is limited literature on studying the effects of stiffeners on the moment capacity of CFS screwed beam-column connections. Hence, this paper proposes a new test approach for determining the moment capacity of CFS screwed beam-column couplings. This study describes an experimental test programme consisting of eight novel experimental tests. The effect of stiffeners, beam thickness, and gusset plate thickness on the structural behaviour of CFS screwed beam-column connections is investigated. Besides, nonlinear elasto-plastic finite element (FE) models were developed and validated against experimental test data. It found that there was reasonable agreement in terms of moment capacity and failure mode prediction. From the experimental and numerical investigation, it found that the increase in gusset plate or beam thickness and the use of stiffeners have no significant effect on the structural behaviour, moment capacity, or rotational capacity of joints exhibiting the same collapse behaviour; however, the capacity or energy absorption capacities have increased in joints whose failure behaviour varies with increasing thickness or using stiffeners. Besides, the thickness change has little impact on the initial stiffness.

Evaluating stock status of shortfin mako (Isurus oxyrinchus) in southern Java and West Nusa Tenggara, Indonesia, using length-based approach

  • Umi Chodrijah;Tirtadanu;Bram Setyadji;Prihatiningsih;Dian Novianto;Fayakun Satria;Lilis Sadiyah;Ririk Kartika Sulistyaningsih;Hety Hartaty
    • Fisheries and Aquatic Sciences
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    • 제27권8호
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    • pp.515-524
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    • 2024
  • The high economic value and demand for shark fin have significantly increased the vulnerability of the shortfin mako shark (Isurus oxyrinchus Rafinesque, 1810) population in the Indian Ocean, particularly in the southern region of Java and West Nusa Tenggara. This study utilized a length-based assessment method to evaluate the stock status of I. oxyrinchus. Over a span of eight years (2013-2021), data on length frequency and sex composition were collected. The length-based spawning potential ratio (SPR) was employed to investigate the stock status of the fishery. The findings revealed that I. oxyrinchus exhibited a large body size, with an asymptotic length estimated at 386.86 cm total length and a growth coefficient of 0.04/year . Females were more frequently captured than males, and evidence indicated a declining trend in the size of female sharks. A low SPR value of approximately 6% indicated the overfishing condition of mako shark. To ensure the sustainability of the shortfin mako shark population in the Indian Ocean, it is essential to develop effective management strategies through integrated cooperation among the government, fishers, traders, shark industries, and local communities.

천변저류지 조성에 따른 습지지속가능성 평가 및 우포늪에 미치는 수문학적 영향 평가 (The evaluation of wetland sustainability for constructing a washland and Its hydrologic effect to Upo wetland)

  • 김재철;김진관;김상단
    • 한국방재학회 논문집
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    • 제8권6호
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    • pp.137-148
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    • 2008
  • 최근 홍수조절, 광산 침출수, 농업 유출수 등의 처리에 습지를 활용하는 사례가 증가하고 있다. 하지만 장기 모니터링의 어려움으로 인해 습지에 대한 장기간의 자료들이 부족하여 습지의 올바른 이용이 어려운 실정이다. 이에 본 연구 에서는 장기간의 자료 생성과 생성된 자료를 바탕으로 습지의 수문학적 거동 분석을 목적으로 한 수문분석의 일환으로 장기유출 수문모형인 SWAT(Soil and Water Assessment Tool)모형을 이용하여 토평천 유역의 우포, 목포, 사지포, 쪽지벌에 대한 저류량을 분석하였다. 또한 토평천 유역에 천변저류지를 조성하는 가상 시나리오를 적용하여 시나리오 적용에 따른 유역 출구의 유출량 변화를 분석하였으며 우포늪의 저류량도 분석하였다. 분석결과 유역 출구의 유출량은 우기(7-8월)에는 유출량이 감소하였으며 건기(12-2월)에는 증가하는 것을 알 수 있었다. 그리고 우포늪의 저류량을 분석한 결과 천변저류지 조성에 따라 우포늪도 어느 정도의 영향을 받을 수 있음이 파악되었다. 또한 조성된 천변저류지의 습지로서의 지속 가능성을 평가하기 위하여 천변저류지의 유황을 분석하였다. 분석결과 천변저류지의 유황이 기존 습지보다 적게 모의 되었으며 일부 천변저류지의 유황은 풍수기일 때에도 현저하게 적게 모의됨을 알 수 있었다. 이러한 결과를 바탕으로 조성된 천변저류지가 습지로 활용되기 위해서는 천변저류지에 대한 수문학적 관리가 필요함을 알 수 있었다. 그리고 천변저류지 조성에 따른 부하량(TN, TP)변화를 분석한 결과 천변저류지 조성에 따라 부하량이 감소됨이 파악되었다. 또한 수변구역 조성에 따른 부하량 변화를 분석하여 천변저류지 조성과 수변구역 조성에 따른 부하량 감소를 비교하였다. 마지막으로 SWAT 모형의 수리학적 모호성을 극복하고자 수변관리 모형인 REMM 모형을 이용해 보았으며 그 결과를 SWAT 모형의 결과와 비교하였다.