• 제목/요약/키워드: Software Frameworks

검색결과 117건 처리시간 0.026초

Enhancing Alzheimer's Disease Classification using 3D Convolutional Neural Network and Multilayer Perceptron Model with Attention Network

  • Enoch A. Frimpong;Zhiguang Qin;Regina E. Turkson;Bernard M. Cobbinah;Edward Y. Baagyere;Edwin K. Tenagyei
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제17권11호
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    • pp.2924-2944
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    • 2023
  • Alzheimer's disease (AD) is a neurological condition that is recognized as one of the primary causes of memory loss. AD currently has no cure. Therefore, the need to develop an efficient model with high precision for timely detection of the disease is very essential. When AD is detected early, treatment would be most likely successful. The most often utilized indicators for AD identification are the Mini-mental state examination (MMSE), and the clinical dementia. However, the use of these indicators as ground truth marking could be imprecise for AD detection. Researchers have proposed several computer-aided frameworks and lately, the supervised model is mostly used. In this study, we propose a novel 3D Convolutional Neural Network Multilayer Perceptron (3D CNN-MLP) based model for AD classification. The model uses Attention Mechanism to automatically extract relevant features from Magnetic Resonance Images (MRI) to generate probability maps which serves as input for the MLP classifier. Three MRI scan categories were considered, thus AD dementia patients, Mild Cognitive Impairment patients (MCI), and Normal Control (NC) or healthy patients. The performance of the model is assessed by comparing basic CNN, VGG16, DenseNet models, and other state of the art works. The models were adjusted to fit the 3D images before the comparison was done. Our model exhibited excellent classification performance, with an accuracy of 91.27% for AD and NC, 80.85% for MCI and NC, and 87.34% for AD and MCI.

Simulator for Dynamic 2/3-Dimensional Switching of Computing Resources

  • Ki, Jang-Geun;Kwon, Kee-Young
    • International Journal of Internet, Broadcasting and Communication
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    • 제12권3호
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    • pp.9-17
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    • 2020
  • In this paper, as part of the research for the infrastructure of very high flexible and reconfigurable data center using very high speed crossbar switches, we developed a simulator that can model two and three dimensional connection structure of switches with an efficient control algorithm using software defined network and verified the functions and analyzed the performance accordingly. The simulator consists of a control module and a switch module that was coded using Python language based on the Mininet and Ryu Openflow frameworks. The control module dynamically controls the operation of switching cells using a shortest multipath algorithm to calculate efficient paths adaptively between configurable computing resources. Performance analysis by using the simulator shows that the three-dimensional switch architecture can accommodate more hosts per port and has about 1.5 times more successful 1:n connections per port with the same number of switches than the two-dimensional architecture. Also simulation results show that connection length in a 3-dimensional way is shorter than that of 2-dimensional way and the unused switch ratio in a 3-dimensional case is lower than that of 2-dimensional cases.

분산 계측 시스템을 위한 클라이언-서버 아키텍쳐 구현 방안 (The Implementation Methodology of Client-Server Architecture for Distributed Measurement System)

  • 송민규;변도영;제도홍;김광동;노덕규;오세진;이보안
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2004년도 학술대회 논문집 정보 및 제어부문
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    • pp.441-443
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    • 2004
  • With the rapid development of the Internet over the recent years, in conjunction with the transmission protocol TCP/IP and the latest version of hypertext(HTML) facilities, new opportunities have come into existence for the use of the network for the remote control of experiments and the other practical systems in engineering education. Using graphical software environments in client-server systems, remote control and monitoring system can be easily designed. Client-server systems have some general advantages when compared with simple Remote-Access Systems. In this paper we present a client-server architecture for the distributed measurement system of instrumentation over the Internet. The proposed solution allows multi-user, multi-instruments sessions to be obtained by means of a queuing process and provides instrument lock capability. Client applications can be easily developed by using conventional high-level programming languages or well-assessed virtual instrumentation frameworks.

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Probabilistic seismic assessment of mega buckling-restrained braced frames under near-fault ground motions

  • Veismoradi, Sajad;Darvishan, Ehsan
    • Earthquakes and Structures
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    • 제15권5호
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    • pp.487-498
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    • 2018
  • Buckling-restrained braces are passive control devices with high level of energy dissipation ability. However, they suffer from low post-yield stiffness which makes them vulnerable to severe ground motions, especially near-field earthquakes. Among the several methods proposed to improve resistance of BRB frames, mega-brace configuration can be a solution to increase frame lateral strength and stiffness and improve distribution of forces to prevent large displacement in braces. Due to the limited number of research regarding the performance of such systems, the current paper aims to assess seismic performance of BRB frames with mega-bracing arrangement under near-field earthquakes via a detailed probabilistic framework. For this purpose, a group of multi-story mega-BRB frames were modelled by OpenSEES software platform. In the first part of the paper, simplified procedures including nonlinear pushover and Incremental Dynamic Analysis were conducted for performance evaluation. Two groups of near-fault seismic ground motions (Non-pulse and Pulse-like records) were considered for analyses to take into account the effects of record-to-record uncertainties, as well as forward directivity on the results. In the second part, seismic reliability analyses are conducted in the context of performance based earthquake engineering. Two widely-known EDP-based and IM-based probabilistic frameworks are employed to estimate collapse potential of the structures. Results show that all the structures can successfully tolerate near-field earthquakes with a high level of confidence level. Therefore, mega-bracing configuration can be an effective alternative to conventional BRB bracing to withstand near-field earthquakes.

천리안위성 기상자료처리를 위한 컴포넌트 기반의 시스템 아키텍처 설계 (A Design of Component-based System Architecture for COMS Meteorological Data Processing)

  • 조상규;김병길;사공영보
    • 한국위성정보통신학회논문지
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    • 제9권1호
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    • pp.65-69
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    • 2014
  • 통신해양기상위성 자료처리시스템(CMDPS)은 기상 관측과 기상 예측을 지원하기 위해서 국가기상위성센터에 의해서 개발되었고, 16종 기상자료(Level 2)를 생성하고 있다. 현재 CMDPS는 후속 기상위성자료처리를 위한 시스템 확장이나 통합 S/W에 대한 효율성, 유지관리 관점에서 다소 문제가 있다. 이러한 문제를 해결하기 위해서, 본 논문에서는 확장성을 갖는 통신해양기상위성 기상자료처리를 위한 컴포넌트 기반 시스템 아키텍처를 제안하였다. 제안된 시스템은 확장 가능한 아키텍처를 갖는 컴포넌트 기반의 프레임워크를 채택하고 있으며, 신규 위성자료처리 알고리즘 개발과 시스템 유지관리를 위해 손쉬운 방법을 제공할 것으로 기대된다.

Development of Water Quality Modeling in the United States

  • Ambrose, Robert B;Wool, Tim A;Barnwell, Thomas O.
    • Environmental Engineering Research
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    • 제14권4호
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    • pp.200-210
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    • 2009
  • The modern era of water quality modeling in the United States began in the 1960s. Pushed by advances in computer technology as well as environmental sciences, water quality modeling evolved through five broad periods: (1) initial model development with mainframe computers (1960s - mid 1970s), (2) model refinement and generalization with minicomputers (mid 1970s - mid 1980s), (3) model standardization and support with microcomputers (mid 1980s - mid 1990s), (4) better model access and performance with faster desktop computers running Windows and local area networks linked to the Internet (mid 1990s - early 2000s), and (5) model integration and widespread use of the Internet (early 2000s - present). Improved computer technology continues to drive improvements in water quality models, including more detailed environmental analysis (spatially and temporally), better user interfaces and GIS software, more accessibility to environmental data from on-line repositories, and more robust modeling frameworks linking hydrodynamics, water quality, watershed and atmospheric models. Driven by regulatory needs and advancing technology, water quality modeling will continue to improve to better address more complicated water bodies and pollutant types, and more complicated management questions. This manuscript describes historical trends in water quality model development in the United States, reviews current efforts, and projects promising future directions.

한국문화에 기반한 호텔인적자원관리와 직원 결과(Employee Outcomes)의 관계에 관한 연구 (A Study on the Relationship between HRM Practices which is based on the Korean Culture and Employee Outcomes in the Korean Hotel Industry)

  • 이연우
    • 한국조리학회지
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    • 제23권8호
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    • pp.106-127
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    • 2017
  • Most countries have their own culture that presents different types of behaviour. The employees' specific ways of working, according to each country, influence its organisation, thus cultural differences have become an essential issue in operating management. Therefore, this study explored how the different cultures based on Hofstede's paradigm interact within the specific Korean context. This study examined how cultural related HRM practices were enacted in the Korean hotel industry, how the frameworks of Hofstede's model impact the employee outcomes, including the concept of organisational justice. This study followed a quantitative approach which relied on a positivist paradigm to evaluate the different HRM practices at hotel workplaces with the view of employees. This study gathered a survey on 601 hotel employees in the deluxe sector. The analysis of quantitative data was undertaken using SPSS version 23.0 software and AMOS 23.0 to achieve the research aim for the study. This study contributes new findings to the research literature. The results of this study showed how Confucianism also plays a predominant role in understanding Korean culture, more than the Hofstede's original four dimensions of culture.

A Survey on Passive Image Copy-Move Forgery Detection

  • Zhang, Zhi;Wang, Chengyou;Zhou, Xiao
    • Journal of Information Processing Systems
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    • 제14권1호
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    • pp.6-31
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    • 2018
  • With the rapid development of the science and technology, it has been becoming more and more convenient to obtain abundant information via the diverse multimedia medium. However, the contents of the multimedia are easily altered with different editing software, and the authenticity and the integrity of multimedia content are under threat. Forensics technology is developed to solve this problem. We focus on reviewing the blind image forensics technologies for copy-move forgery in this survey. Copy-move forgery is one of the most common manners to manipulate images that usually obscure the objects by flat regions or append the objects within the same image. In this paper, two classical models of copy-move forgery are reviewed, and two frameworks of copy-move forgery detection (CMFD) methods are summarized. Then, massive CMFD methods are mainly divided into two types to retrospect the development process of CMFD technologies, including block-based and keypoint-based. Besides, the performance evaluation criterions and the datasets created for evaluating the performance of CMFD methods are also collected in this review. At last, future research directions and conclusions are given to provide beneficial advice for researchers in this field.

왁스 밀링 방법 및 디지털 광 프로젝션 방법으로 제작된 3본 금속 구조물의 적합도 비교 (Comparison the fit of three-unit metal framework fabricated by wax milling method and digital light projection method)

  • 이정환;안재석
    • 대한치과기공학회지
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    • 제41권1호
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    • pp.9-19
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    • 2019
  • Purpose: This study was conducted to comparative evaluate the marginal and internal gap of three-unit metal frameworks(Co-Cr) fabricated by wax milling method and digital light projection method of CAD/CAM systems. Methods: All the specimens were fabricated by three different fabrication methods: conventional wax up with casting(CWC), milled wax block with casting(MWC), digital light projection with casting(DLPC) (n=10 each). The marginal and internal fits of specimens were examined using a replica technique. The light-body silicone thickness was measured at 8 reference points(each abutment: 16 measurements). All measurements were conducted by a stereomicroscope. Digital photo were taken at $150{\times}$ magnification and then analyzed using a measurement software. The Mann-Whitney test was used for analyzing the results. Results: Statistically significant differences were found between the fabrication methods(p<0.001). The mean(SD) is ${\mu}m$ for fabrication methods, the mean marginal fit were recorded respectively, CWC 63(38), MWC group 50(33), DLPC 103(54) and the mean internal fit CWC 96(47), MWC group 116(41), DLPC 138(66). Conclusion : The marginal and internal fit were statistically different according to the fabrication methods(p<0.001). In all fabrication methods, the greatest misfit was found the occlusal area of all specimens.

스마트 자동차 보안 인증제도 개선방안 (The Improvement of Security Certification System for Smart Car)

  • 권순범;최선영;이환수
    • 한국IT서비스학회지
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    • 제22권3호
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    • pp.49-63
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    • 2023
  • The inclusion of software and wireless communication devices in vehicles has raised concerns regarding automobile security. In its response, UNECE WP.29 implemented the first-ever international standard for automotive cyber security in June 2020. Yet, the existing disparity between national standards for automotive certification systems and 「UN Regulation No. 155」 has caused confusion among auto makers. This discrepancy not only jeopardizes the security of domestic vehicles but also poses challenges to the seamless import and export of automobiles. Hence, there is a need to enhance the automotive cyber security certification system; however, there is a dearth of scholarly discourse on this topic. Consequently, this study presents a proposal for enhancing the domestic automotive cyber security certification system. In view of this, existing legal frameworks such as the 「Motor Vehicle Management Act」 and the 「Self-Driving Vehicle Act」 were reviewed, along with domestic and international automotive certification systems. The recommendations for improvement, derived from the findings, encompass institutional, legal, and operational aspects. This study is highly significant as it examines both domestic and international automotive certification systems in an area where there is a lack of academic discussion.