• Title/Summary/Keyword: open source

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Analysis of Open-Source Hyperparameter Optimization Software Trends

  • Lee, Yo-Seob;Moon, Phil-Joo
    • International Journal of Advanced Culture Technology
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    • v.7 no.4
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    • pp.56-62
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    • 2019
  • Recently, research using artificial neural networks has further expanded the field of neural network optimization and automatic structuring from improving inference accuracy. The performance of the machine learning algorithm depends on how the hyperparameters are configured. Open-source hyperparameter optimization software can be an important step forward in improving the performance of machine learning algorithms. In this paper, we review open-source hyperparameter optimization softwares.

Open Set Video Domain Adaptation by Backpropagation (역전파를 이용한 개집합 도메인 적응)

  • Bae, Kyungho;Lee, Hyogun;Choi, Jinwoo
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2022.06a
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    • pp.1282-1285
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    • 2022
  • 기존의 video domain adaptation은 closed set 환경에서 주로 연구되었다. 하지만 이는 source와 target의 label이 같다는 비현실적인 전제를 요구한다. 따라서 본 논문에서는 target의 label space가 source보다 넓은 open set video domain adaptation 문제를 다룬다. 우린 open set image domain adaptation에서 사용되는 방법들을 video로 확장 시켜 모델을 설계하고 UCF to HMDB, HMDB to UCF 와 같은 video dataset에서 실험하였다. 그 결과 source only 대비 UCF to HMDB에서 12%, HMDB to UCF 7.1% 향상된 결과를 얻었다.

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Open source viewer-based BIM Query Development for BIM information visualization (BIM 정보 가시화를 위한 오픈소스 뷰어기반 BIM 질의 개발)

  • Kang, Tae Wook
    • Journal of KIBIM
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    • v.5 no.2
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    • pp.19-25
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    • 2015
  • The purpose of this study is to design simple BIM query language for visualizing BIM information as the viewpoint of use-cases by using open source viewer cost-effectively. recently, the studies related to the facility management using BIM are being researched world-widely. In this studies, it's important to develop the BIM query to obtain the needed data from BIM database. To implement it, the trends in related studies were reviewed and the open source-based BIM viewer architecture was analyzed. And then the architecture considering the simple BIM Query Language (sBQL) was designed to represent the geometry and property of the BIM database. Lastly, the system by using the proposed sBQL grammar was developed.

User Expectation and Satisfaction of Open Source and Commercial DBMS (오픈소스와 상용 DBMS의 사용자 기대요인과 만족에 대한 연구)

  • Mun, Jeong-O;Kim, Jong-U
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2008.10a
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    • pp.415-419
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    • 2008
  • In this study, an empirical research based on survey has been performed to study the influence of user expectation to user satisfaction of commercial and open source DBMSs. According to the survey results, word-of-mouth and past experiences influence significantly to user expectation, and price influences to user expectation only for commercial DBMS users. The results show that the expectancy disconfirmation influences significantly to user satisfaction. Expectation and satisfaction levels of commercial DBMS users are higher significantly than those of open source DBMS users. However, expectancy disconfirmation of open source DBMS users is higher than that of commercial DBMS users.

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Research of the Possibility and Awareness for Open Source WordPress (Open Source WordPress의 인식과 가능성에 관한 연구)

  • Yoon, Kyung Seob;Park, Joon Tae;Im, Dong Hyeok
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2013.07a
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    • pp.255-257
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    • 2013
  • 최근 OS와 개발 정보에 대한 일반 사용자들의 접근성이 좋아지면서 오픈소스(Open Source)와 관련 툴들이 각광 받고 있다. 이러한 툴 중 많은 사람들이 사용하고 있는 블로그 개발 툴의 하나인 워드프레스(WordPress)는 다양한 프로그래밍 언어와 플랫폼(platform), 브라우저(browser)에 구애 받지 않고 강력한 기능을 제공함으로써 web과 관련하여 이용 빈도가 늘어나고 있다. 따라서 본 연구에서는 오픈 소스 툴 중 하나인 워드프레스의 기능성을 중점적으로 서술하고 일반 사용자가 워드프레스를 사용할 때 가장 큰 어려움이 무엇인지 짚어보고 문제에 대한 해결책을 제시한다.

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Open-Source Hardware Module Application for Remote Monitoring of Disaster Prevention (재난관리 원격 모니터링용 오픈소스 하드웨어 모듈 응용)

  • Jin, Kyung-Chan;Lee, Eun-Ju;Lee, Sung-Ho
    • Journal of Sensor Science and Technology
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    • v.24 no.5
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    • pp.299-305
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    • 2015
  • Since the natural disasters such as floods, droughts, heat wave and cold wave are increasing, the need for risk management is necessary to minimize the damage with utilizing IT technology. Also, the monitoring services of disaster response type have been developed and applied. Recently, the open source hardware based on the signal of the sensor, or the monitoring studies have been carried. In this paper, by analyzing a low-cost open source hardware platform such as Beagle board, we examine the utilization of the hardware-based module for sensor monitoring.

A Low-Cost Open-Source Air Sampler for the Sorbent Tube Sampling for TD-GC/MS Analysis

  • Jang, Hwa-yong;Oh, Han Bin
    • Mass Spectrometry Letters
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    • v.11 no.4
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    • pp.95-102
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    • 2020
  • In this study, we provide full descriptions of how to make a low-cost and completely open-source laboratory-made air sampler that will be used for sample adsorption for thermal desorption-gas chromatography mass spectrometry (TD-GC/MS) analysis. It is well known that harmful gases cause bad effects on human bodies, so it is necessary to identify the types and amounts of gases in industrial sites. One of the most commonly used methods for gas sampling is to utilize a sorbent tube using an air sampler. Commercially available air samplers are expensive, typically priced between $1,000 and $2,000, and their design often cannot be modified to fit the experiment. To address these shortcomings, we have developed a do-it-yourself (DIY) air sampler that is not only cheap enough, but also completely open-source. Furthermore, the performance of the fabricated air sampler was validated in conjunction with TD-GC/MS for the analysis of volatile compounds.

Introduction and Analysis of Open Source Software Development Methodology (오픈소스 SW 개발 방법론 소개 및 분석)

  • Son, Kyung A;Yun, Young-Sun
    • Journal of Software Assessment and Valuation
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    • v.16 no.2
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    • pp.163-172
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    • 2020
  • Recently, concepts of the Fourth Industrial Revolution technologies such as artificial intelligence, big data, and cloud computing have been introduced and the limits of individual or team development policies are being reviewed. Also, a lot of latest technology source codes have been opened to the public, and related studies are being conducted based on them. Meanwhile, the company is applying the strengths of the open source software development methodology to proprietary software development, and publicly announcing support for open source development methodology. In this paper, we introduced several software development methodology such as open source model, inner source model, and the similar DevOps model, which have been actively discussed recently, and compared their characteristics and components. Rather than claiming the excellence of a specific model, we argue that if the software development policy of an individual or affiliated organization is established according to each benefit, they will be able to achieve software quality improvement while satisfying customer requirements.

Development of Automated Demand Response Platform Using Open Source Code (오픈소스를 활용한 지능형 수요반응 플랫폼 개발)

  • Yoon, Jae-Weon;Lee, Ingyu;Choi, Jung-In
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.63 no.8
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    • pp.1116-1120
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    • 2014
  • With the shift of the energy paradigm from supply side management to demand side management, demand resource management and demand response plays an important role in the energy industry. As a consequency, a lot of researches have been done to provide a suitable demand response system. However, most of the demand response systems are based on the propriety products that cannot be modified. In this paper, we are proposing an automated demand response system using an EnerNOC provided open source code. We implemented the demand response server (VTN) and demand response client (VEN), and validated the OpenADR2.0 compliances using the open source code. We also used an Arduino microcontoller to demonstrate the communication schemes to control various devices.

Development of BLE Sensor Module based on Open Source for IoT Applications (IoT 응용을 위한 오픈 소스 기반의 BLE 센서 모듈 개발)

  • Ryu, Dae-Hyun
    • The Journal of the Korea institute of electronic communication sciences
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    • v.10 no.3
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    • pp.419-424
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    • 2015
  • The era of IoT in which all objects are intelligent and are connected to the Internet has been started. In order to establish and activate an IoT eco system, open services platform is very important. In this paper, we developed a BLE sensor module as a component of the open service platform based on the IoT and the open source hardware Blutooth4.0. To verify the functionality and performance of the developed BLE sensor module was built to evaluate the performance of the test environment.