• Title/Summary/Keyword: Architectural Patterns

Search Result 272, Processing Time 0.027 seconds

A Study on the Evacuation Behaviors of Children with Disabilities in Child Care Center through Evacuation Experiments (장애아전문어린이집 피난훈련을 통한 피난행태 분석 연구)

  • Lee, Jeong-Soo;Oh, Young-sook;Kwon, Yong-Won
    • Journal of the Korea Academia-Industrial cooperation Society
    • /
    • v.21 no.4
    • /
    • pp.1-8
    • /
    • 2020
  • This paper proposes architectural and evacuation recommendations through evacuation experiments of two child care centers with disabilities. To achieve these purposes, a survey on the architectural characteristics and evacuation experiments was carried out. The results were as follows: (1) the child care center with disabilities were located within one kilometer or five minutes from a fire station and 119 safety center, but the architectural characteristics and the ratio of self-moving children in a care center were very different conditions. (2) The evacuation behavior patterns of children with a disability were as follows: hugging a child by a teacher with the arms, walking with hugging and holding the child by a teacher, moving a wheelchair with a helper, and drag-out a cerebral palsied child with a mat wrapping. (3) The speed of the evacuation was fast in the following order: drag-out with a mat wrapping a child with a disability, hugging the child with the arms, walking with hugging and holding child, and moving with a wheelchair. In the case of difficulties in the vertical evacuation, a temporal evacuation area was essential for children with disability.

Enhancing machine learning-based anomaly detection for TBM penetration rate with imbalanced data manipulation (불균형 데이터 처리를 통한 머신러닝 기반 TBM 굴진율 이상탐지 개선)

  • Kibeom Kwon;Byeonghyun Hwang;Hyeontae Park;Ju-Young Oh;Hangseok Choi
    • Journal of Korean Tunnelling and Underground Space Association
    • /
    • v.26 no.5
    • /
    • pp.519-532
    • /
    • 2024
  • Anomaly detection for the penetration rate of tunnel boring machines (TBMs) is crucial for effective risk management in TBM tunnel projects. However, previous machine learning models for predicting the penetration rate have struggled with imbalanced data between normal and abnormal penetration rates. This study aims to enhance the performance of machine learning-based anomaly detection for the penetration rate by utilizing a data augmentation technique to address this data imbalance. Initially, six input features were selected through correlation analysis. The lowest and highest 10% of the penetration rates were designated as abnormal classes, while the remaining penetration rates were categorized as a normal class. Two prediction models were developed, each trained on an original training set and an oversampled training set constructed using SMOTE (synthetic minority oversampling technique): an XGB (extreme gradient boosting) model and an XGB-SMOTE model. The prediction results showed that the XGB model performed poorly for the abnormal classes, despite performing well for the normal class. In contrast, the XGB-SMOTE model consistently exhibited superior performance across all classes. These findings can be attributed to the data augmentation for the abnormal penetration rates using SMOTE, which enhances the model's ability to learn patterns between geological and operational factors that contribute to abnormal penetration rates. Consequently, this study demonstrates the effectiveness of employing data augmentation to manage imbalanced data in anomaly detection for TBM penetration rates.

Redundancy Analysis Demonstration of the Relevance of Temperature to Ammonia-Oxidizing Bacterial Community Compositions in a Full-Scale Nitrifying Bioreactor Treating Saline Wastewater

  • Park, Hee-Deung;Lee, Seung-Yong;Hwang, Seok-Hwan
    • Journal of Microbiology and Biotechnology
    • /
    • v.19 no.4
    • /
    • pp.346-350
    • /
    • 2009
  • Although salt is known to influence the performance of nitrification significantly, it has not been well reported on how salt affects ammonia-oxidizing bacterial(AOB) community compositions and dynamics in wastewater treatment bioreactors. In this study, these questions were evaluated in a full-scale bioreactor treating saline wastewater. Clone library analysis for the ammonia monooxygenase subunit A gene revealed that AOB belonging to the Nitrosomonas europaea and the N. oligotropha lineages inhabited in the bioreactor. Terminal restriction fragment length polymorphism analysis for monthly samples demonstrated a fluctuation pattern among AOB populations, although AOB within the N. europaea lineage were dominant during the test period. Correlation analysis between patterns of terminal restriction fragments and environmental variables suggested that sodium, chloride, and sulfate were less important; rather, temperature was the most significant factor affecting the AOB community in the bioreactor.

A Study on the Linkage between the Kindergarten and The Lower Level Elementary School Buildings (유치원(幼稚園)과 국민학교(國民學校) 저학년(低學年) 건축(建築)의 연계성(連繫性)에 관(關)한 연구(硏究))

  • Yoon, Chun-Keun
    • Journal of the Korean Institute of Educational Facilities
    • /
    • v.2 no.2
    • /
    • pp.51-64
    • /
    • 1995
  • This study investigates possible of linkage between kindergarten infants and the lower level elementary school students so aims to take a triangular position which direction of architectural space plan. The results of the study are as follows: 1) The results of analysis which infants and lower level elementary school students' behavior and activity showed similar play patterns in space attitude, rule of space use, similar to satisfaction and kinds of play, the time required, groups scale and place of play. 2) Architectures of kindergarten and lower level elementary school can classify style of selfhelp-singleness, establishment as an annex-singleness, establishment as an annex-attachment and divides space of education, management, service and analogized kinds of necessary space. 3) Infants of four, five years old and six, seven years old(first, second elementary school students) are similar to physical, intellectual, emotional development and have special characters of successions so kindergarten and lower level elementary school buildings must be necessary for organic linkage and intergration.

  • PDF

A Study on Relationship of Form and Space based on Multi-Layer (중첩을 적용한 형태, 공간의 상호 관계성에 관한 연구)

  • Choi, Kyung-Woo;Kim, Jong-Jin
    • Proceedings of the Korean Institute of Interior Design Conference
    • /
    • 2006.11a
    • /
    • pp.125-128
    • /
    • 2006
  • In the history of space design, the concept and application of Multi-Layer can be easily found in various projects. As life styles in the contemporary cities are becoming more and more complex and inter-related to each other, the concept of multi-layer is re-considered In terms of constructing differentiated life patterns as well as multi programs within certain physical buildings or designs. This study aims to analyze the brief history of multi-layer in space design and the contemporary applications in recent architectural as well as interior design projects. It is concluded that the concept of multi layer is not only useful for constructing an interesting spatial organizations, but can also be a vital tool for re-organizing the contemporary urban programs that cannot be considered with the preconceived existing terms.

  • PDF

A Study on the Recognition of Concrete Cracks using Fuzzy Single Layer Perceptron

  • Park, Hyun-Jung
    • Journal of information and communication convergence engineering
    • /
    • v.6 no.2
    • /
    • pp.204-206
    • /
    • 2008
  • In this paper, we proposed the recognition method that automatically extracts cracks from a surface image acquired by a digital camera and recognizes the directions (horizontal, vertical, -45 degree, and 45 degree) of cracks using the fuzzy single layer perceptron. We compensate an effect of light on a concrete surface image by applying the closing operation, which is one of the morphological techniques, extract the edges of cracks by Sobel masking, and binarize the image by applying the iterated binarization technique. Two times of noise reduction are applied to the binary image for effective noise elimination. After the specific regions of cracks are automatically extracted from the preprocessed image by applying Glassfire labeling algorithm to the extracted crack image, the cracks of the specific region are enlarged or reduced to $30{\times}30$ pixels and then used as input patterns to the fuzzy single layer perceptron. The experiments using concrete crack images showed that the cracks in the concrete crack images were effectively extracted and the fuzzy single layer perceptron was effective in the recognition of the extracted cracks directions.

A Study on Planning Factors of Living Environment by Characteristics of the Elderly (老人의 諸特性에 따른 住居環境計劃因子에 관한 硏究)

  • ByungLeeHeo
    • Journal of the Korean housing association
    • /
    • v.7 no.2
    • /
    • pp.79-89
    • /
    • 1996
  • In this paper, various characteristics-physiological, psychological and social peculiarities \ulcorner of the elderly are analyzed. Then planning factors of living environment are studied to grope directions on design of living spaces for the aged in the future, which is pertinent to their needs.The peculiar properties of the elderly are analyzed and planning factors of architectural spaces are studied by referring to sundry records from many branch \ulcorner gerontology, medical science, psychology, sociology, etc. \ulcorner of knowledge. In planning house for the aged, we have to consider their physiological, psychological, social characteristics and build many types of living spaces in order to meet their special needs in mind, to maintain their living styles. because their personalities, human relations, living patterns, and so forth have been formd individually for a long period of time and their present conditions are different respectively.

  • PDF

Thermal Environment and Heating Regulation System of the Co-Generation Apartment (열병합발전 아파트의 난방조절방식과 온열환경)

  • 윤정숙
    • Journal of the Korean Home Economics Association
    • /
    • v.30 no.3
    • /
    • pp.131-140
    • /
    • 1992
  • The purpose of this study was to investigate the heating regulation systems and the thermal environment of the Co-Generation apartment house in winter. Personal self-administration and interview method were used in the survey of this study. The respondents were 352 housewives who resided in Mokdong apartement using Co-Generation heating systems. Data was analyzed using SPSS PC+ computer package. The results of this study were summarised as follow; The typical patterns of heating regulation systems were intermittent and partial heating in the living room and bedroom exclusive of kitchen area. The present condition of the thermal environment were relatively warm in winter and Heatng regulation systems were influenced by type of location. Determinants of the thermal sensation and thermal comfort were the type of location of apartment as a architectural factor, clo as a personal factor.

  • PDF

Experimental study and modeling of masonry-infilled concrete frames with and without CFRP jacketing

  • Huang, Chao-Hsun;Sung, Yu-Chi;Tsai, Chi-Hsin
    • Structural Engineering and Mechanics
    • /
    • v.22 no.4
    • /
    • pp.449-467
    • /
    • 2006
  • Most existing concrete structures in Taiwan are considered nonductile due to insufficient transverse reinforcement and poor detailing of frame elements. Such features are fairly typical for buildings constructed prior to 1997, at which time the local building code was revised based on ACI 318-95. Among these structures, many contain perimeter or partition walls made of concrete or clay brick for architectural purposes. These walls, though treated as non-structural components in common design practice, could affect the structural behavior of the buildings during an earthquake. To study the behavior of such structures under seismic load, experiments were conducted on concrete frames of various configurations to show the force-deformation relationships, damage patterns, and other characteristics of the frames. For further interest, similar units with columns jacketed by carbon-fiber-reinforced-polymer (CFRP) were also tested to illustrate the effectiveness of this technique in the retrofit of concrete frames.

Velocity and Temperature Visualization of Air Convection in Differently Heated Rectangular Cavity with Upper Channel (상부채널을 갖는 사각공간에서 열유속 변화에 따른 공기대류의 속도와 온도 가시화)

  • Lee, C.J.
    • Solar Energy
    • /
    • v.20 no.4
    • /
    • pp.53-60
    • /
    • 2000
  • An experimental study was carried out in a cavity with upper channel and square heat surface by visualization equipment with Mach-Zehnder interferometer and laser apparatus. The visualization system consists of 2-dimensional sheet light by Argon-Ion Laser with cylindrical lens and flow picture recording system. Instant simultaneous velocity vectors at whole field were measured by 2-D PIV system(CACTUS'2000). Obtained result showed various flow patterns. Severe unsteady flow fluctuation within the cavity are remarkable and sheared mixing layer phenomena are also found at the region where inlet flow is collided with the counter-clockwise rotating main primary vortex. Photographs of Mach-Zehnder are also compared in terms of constant heat flux.

  • PDF