• Title/Summary/Keyword: open data platform

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Implementation of an Open Artificial Intelligence Platform Based on Web and Tensorflow

  • Park, Hyun-Jun;Lee, Kyounghee
    • Journal of information and communication convergence engineering
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    • v.18 no.3
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    • pp.176-182
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    • 2020
  • In this paper, we propose a web-based open artificial intelligence (AI) platform which provides high convenience in input data pre-processing, artificial neural network training, and the configuration of subsequent operations according to inference results. The proposed platform has the advantages of the GUI-based environment which can be easily utilized by a user without complex installation. It consists of a web server implemented with the JavaScript Node.js library and a client running the tensorflow.js library. Using the platform, many users can simultaneously create, modify and run their projects to apply AI functionality into various smart services through an open web interface. With our implementation, we show the operability of the proposed platform. By loading a web page from the server, the client can perform GUI-based operations and display the results performed by three modules: the Input Module, the Learning Module and the Output Module. We also implement two application systems using our platform, called smart cashier and smart door, which demonstrate the platform's practicality.

Open Platform for Improvement of e-Health Accessibility (의료정보서비스 접근성 향상을 위한 개방형 플랫폼 구축방안)

  • Lee, Hyun-Jik;Kim, Yoon-Ho
    • Journal of Digital Contents Society
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    • v.18 no.7
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    • pp.1341-1346
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    • 2017
  • In this paper, we designed the open service platform based on integrated type of individual customized service and intelligent information technology with individual's complex attributes and requests. First, the data collection phase is proceed quickly and accurately to repeat extraction, transformation and loading. The generated data from extraction-transformation-loading process module is stored in the distributed data system. The data analysis phase is generated a variety of patterns that used the analysis algorithm in the field. The data processing phase is used distributed parallel processing to improve performance. The data providing should operate independently on device-specific management platform. It provides a type of the Open API.

A Study on the Service Status of the Spatial Open Platform based on the Analysis of Web Server User Log: 2014.5.20.~2014.6.2. Log Data (웹 사용자 로그 분석 기반 공간정보 오픈플랫폼 서비스 사용현황 연구: 2014.5.20.~2014.6.2. 수집자료 대상)

  • Lee, Seung Han;Cho, Tae Hyun;Kim, Min Soo
    • Spatial Information Research
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    • v.22 no.4
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    • pp.67-76
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    • 2014
  • Recently, through the development of IT and mobile technology, spatial information plays a role of infrastructure of the people life and the national economy. Many kinds of applications including SNS and social commerce is to leverage the spatial information for their services. In the case of domestic, spatial open platform that can provide national spatial data infrastructure services in a stable manner has been released. And many people have been interested to the open platform services. However, the open platform currently has many difficulties to analyze its service status and load in real time, because it does not hold a real-time monitoring system. Therefore, we propose a method that can analyze the real-time service status of the open platform using the analysis of the web server log information. In particular, we propose the results of the analysis as follows: amount of data transferred, network bandwidth, number of visitors, hit count, contents usage, and connection path. We think the results presented in this study is insufficient to understand the perfect service status of the open platform. However, it is expected to be utilized as the basic data for understanding of the service status and for system expansion of the open platform, every year.

A Study on b-Traffic Service Platform based on Open data Infrastructure (공공데이터 인프라기반 b-Traffic 서비스 플랫폼 연구)

  • Son, Seok-Hyun;Song, Seok-Hyun;Shin, Hyo-Seop
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2014.07a
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    • pp.117-118
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    • 2014
  • 최근 공공기관의 공공데이터 제공이 활성화 되고 있으며, 이를 활용한 응용서비스에 대한 요구도 증가하고 있는 추세이다. 현재 교통정보예측 플랫폼은 실시간 교통정보 또는 과거 교통정보이력을 분석하여 미래의 교통량이나 도착시간정보를 제공하고 있으나 날씨, 사고 등과 같은 미래 교통정보에 즉각적인 영향을 줄 수 있는 요소를 배제하고 있어 높은 신뢰도를 확보하기 어렵다. 본 논문에서는 교통정보예측에 영향을 주는 요소인 기상, 사고, 교통정보와 같은 공공데이터를 효율적으로 수집 저장 처리할 수 있는 저장방식 및 신뢰도 높은 교통정보를 예측할 수 있는 예측기술이 포함된 b-Traffic 서비스 플랫폼을 제시한다.

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A Study On XML Based Open Service Platform For Demand-Side Resource Management (XML 기반의 수요자원 관리 개방형 서비스 플랫폼에 관한 연구)

  • Yoon, Jae-Weon;Um, Dae-Jin;Choi, Jung-In;Lee, Ingyu
    • Journal of the Korean Institute of Illuminating and Electrical Installation Engineers
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    • v.28 no.10
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    • pp.43-48
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    • 2014
  • With the energy paradigm shift from supply side management to demand side management, many researches have been done on demand side resource management and demand response. At the same time, Obix, BacNet-WS and OPC-UA are popularly used in buildings and industry energy management system. However, it is not easy to interchange the data and information among the systems cause a variety of protocols are used in buildings and factories. Therefore, in this paper, we are proposing an open business platform not only to integrate and manage the demand resources using various protocols and standards, but also to allow to plug-ins a new business service on top of the platform.

Computer Vision Platform Design with MEAN Stack Basis (MEAN Stack 기반의 컴퓨터 비전 플랫폼 설계)

  • Hong, Seonhack;Cho, Kyungsoon;Yun, Jinseob
    • Journal of Korea Society of Digital Industry and Information Management
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    • v.11 no.3
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    • pp.1-9
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    • 2015
  • In this paper, we implemented the computer vision platform design with MEAN Stack through Raspberry PI 2 model which is an open source platform. we experimented the face recognition, temperature and humidity sensor data logging with WiFi communication under Raspberry Pi 2 model. Especially we directly made the shape of platform with 3D printing design. In this paper, we used the face recognition algorithm with OpenCV software through haarcascade feature extraction machine learning algorithm, and extended the functionality of wireless communication function ability with Bluetooth technology for the purpose of making Android Mobile devices interface. And therefore we implemented the functions of the vision platform for identifying the face recognition characteristics of scanning with PI camera with gathering the temperature and humidity sensor data under IoT environment. and made the vision platform with 3D printing technology. Especially we used MongoDB for developing the performance of vision platform because the MongoDB is more akin to working with objects in a programming language than what we know of as a database. Afterwards, we would enhance the performance of vision platform for clouding functionalities.

Power Electronics Open-Source Educational Platform

  • Pozo-Ruz, Ana;Aguilera, F. David Trujillo;Moron, M. Jose;Rivas, Ernesto
    • Journal of Power Electronics
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    • v.12 no.5
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    • pp.842-850
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    • 2012
  • Learning Power Electronics is essential in both electrical and electronic engineering fields and the introductory courses are similar in many universities. Taking this premise into account, an educational computer-aided platform for power electronics will be presented in this paper. This educational platform includes an e-book, a set of power electronics animations, Java simulations, as well as several hands-on training sessions. The main advantages of this platform are twofold. First, all necessary teaching tools are combined on a single platform. And secondly, access to this platform is available free of charge and with no complicated registration requirements. In addition to traditional teaching techniques, the use of this platform has demonstrated an increase in student participation and has consistently improved their academic performance. Data consist of surveys, which guarantee both reliability and validity through psychometric techniques.

Data Pattern Modeling for Bio-information Processing based on OpenBCI Platform (OpenBCI 플랫폼 기반 생체 정보 처리를 위한 데이터 패턴 모델링)

  • LEE, Tae-Gyu
    • The Journal of the Convergence on Culture Technology
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    • v.5 no.4
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    • pp.451-456
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    • 2019
  • Recently, various bioinformation technologies have been proposed, and research and development on the collection and analysis of the human body related bioinformation have been continuously conducted to support the human life environment and healthcare. These biomedical research and development processes add to the redundancy and complexity of the R&D elements and put a heavy burden on the follow-up research developers. Therefore, this study utilizes an open bioinformation platform that effectively supports the collection and analysis of bioinformation to improve the redundancy and complexity of bioinformatics R&D based on the bioinformatics platform. In addition, I propose an open interface that supports acquisition, processing, analysis, and application of bio-signals. In particular, we propose a biometric information normalization pattern model through data analysis modeling of brain wave information based on an open interface.

Cross-cultural Study on Knowledge Sharing in Open Collaboration: Collectivism vs. Individualism (문화에 따른 개방형 협업 지식공유 활동 비교 연구: 집단주의 문화와 개인주의 문화를 중심으로)

  • Baek, Hyunmi;Lee, Saerom
    • Knowledge Management Research
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    • v.19 no.2
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    • pp.133-150
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    • 2018
  • To cope with the rapid changes in the corporate environment, the creation of innovative output through various forms of collaboration have been discussed. For open collaborations, contributors who distribute to various countries and cultures are able to share knowledge via the internet without physical rewards or responsibilities. In this study, we focused on the open source software project, which is a representative open collaboration. We investigated the factors that affect the knowledge contribution of developers of various countries within the open collaboration platform. Specifically, we investigated the open collaborative nature of multi-culture developers by dividing cultures according to collectivism and individualism. We collected data on 26,604 developers using a python based web crawler for GitHub which is an open source software development platform, and conducted cross-cultural study. This paper contributes to the field of knowledge management by suggesting various impacts of antecedents such as hireability, and information exposure on knowledge sharing according to culture.

An Exploratory Study for Utilization of Copyrighted Public Records and Provision of Customer-Centered Services (공공저작물 활용 및 수요자 중심의 서비스 제공을 위한 탐색적 연구 : 공공저작물 제공사이트를 중심으로)

  • Ryu, Me Ae;Ahn, Tae Ho
    • Journal of Information Technology Services
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    • v.15 no.3
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    • pp.223-245
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    • 2016
  • This study defines copyrighted public records in broad sense including open government data and public domain except for some private records. Additionally, this study aims to investigate improvement plan for maximizing utilization of copyrighted public records in web-sites using customer side, without consideration of supplier side. For this purpose, qualitative study method was used with grounded theory on analyzed problems from literature review and case study. Literature review was concentrated on definition of open data and abroad utilization indicators whereas case study analyzed current situation of four web-sites providing copyrighted public records. Converged opinions from in-depth interview and various statistical data was analyzed as a basis for grounded theory, then a paradigm model was constructed and future improvement plans were presented. The findings imply that opening of copyrighted public records is not just important for quantitative results, rather it requires qualitative improvement providing latest credible information that is consistent with the demand of the customer. Thus, development of service platform and business models for copyrighted public records are urgent task.