• Title/Summary/Keyword: Data Development

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Automatic Estimation of Tillers and Leaf Numbers in Rice Using Deep Learning for Object Detection

  • Hyeokjin Bak;Ho-young Ban;Sungryul Chang;Dongwon Kwon;Jae-Kyeong Baek;Jung-Il Cho ;Wan-Gyu Sang
    • Proceedings of the Korean Society of Crop Science Conference
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    • 2022.10a
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    • pp.81-81
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    • 2022
  • Recently, many studies on big data based smart farming have been conducted. Research to quantify morphological characteristics using image data from various crops in smart farming is underway. Rice is one of the most important food crops in the world. Much research has been done to predict and model rice crop yield production. The number of productive tillers per plant is one of the important agronomic traits associated with the grain yield of rice crop. However, modeling the basic growth characteristics of rice requires accurate data measurements. The existing method of measurement by humans is not only labor intensive but also prone to human error. Therefore, conversion to digital data is necessary to obtain accurate and phenotyping quickly. In this study, we present an image-based method to predict leaf number and evaluate tiller number of individual rice crop using YOLOv5 deep learning network. We performed using various network of the YOLOv5 model and compared them to determine higher prediction accuracy. We ako performed data augmentation, a method we use to complement small datasets. Based on the number of leaves and tiller actually measured in rice crop, the number of leaves predicted by the model from the image data and the existing regression equation were used to evaluate the number of tillers using the image data.

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Method of Format Conversion Between Link-K and KMTF Messages (Link-K와 KMTF 메시지 간 포맷 변환 방법)

  • Kim, Wan-Sik;Lee, Min-Sik;Kim, Sang-Jun;Park, Ji-Hyeon
    • Journal of the Korea Institute of Military Science and Technology
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    • v.20 no.2
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    • pp.264-271
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    • 2017
  • Link-K message is the Tactical Data Link message standard developed by the Agency for Defense Development which is optimized for the Joint Operation of ROK Armed Force. KMTF message is the standard message format of Battle Management Information System. Interconversion and propagation between these messages are definitely needed to have efficient warfare such as situation data propagation using network, the convergence of collected situation data, common situational awareness, cooperative engagement. Therefore, this study suggests a way of rule and process for format conversion between Link-K and KMTF messages.

A Study on the Structural Relations Between Infant Teachers' Career, Efficacy, Sensitivity, and the Development of Professionalism (영아교사의 경력 및 교사효능감과 민감성, 전문성 발달 간의 구조적 관계 연구)

  • Kim, Jin Kyung;Kang, Eun Young;Yun, Hye Joo
    • Korean Journal of Childcare and Education
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    • v.16 no.5
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    • pp.155-171
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    • 2020
  • Objective: The purpose of this study is to analyze the structural relations between infant teachers' career, efficacy, sensitivity, and the development of their professionalism. Methods: Data were collected from 320 infant teachers working at day care centers in Gyeonggi-do and Seoul. The collected data were applied to SPSS 22.0 program. With the data, correlation analysis and structural equation model analysis were conducted. Results: Firstly, infant teachers' career didn't influence the development of their professionalism directly, but indirectly affected their efficacy and sensitivity. Secondly, the variables that directly affected the development of their professionalism were teacher efficacy and sensitivity. Thirdly, teacher efficacy and sensitivity had full mediation between their career and the development of professionalism. Conclusion/Implications: Infant teachers' career affected the development of their professionalism through teacher efficacy and sensitivity. Based on the result, a plan for developing infant teachers' professionalism was proposed, and suggestions of follow-up research were discussed.

Product Development Class using Product Data Management Software and 3D Printing (PDM 소프트웨어와 3D 프린팅을 활용한 제품개발 수업 운영 사례)

  • Do, Namchul
    • Journal of Engineering Education Research
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    • v.21 no.6
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    • pp.90-98
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    • 2018
  • This paper proposes a framework of engineering education for product development processes based on product data management (PDM) software and 3D printing. The PDM software supports the product development process-oriented educational coursework, collaborative team projects and project-based learning environment. The 3D printing supports the prototyping step in the product development process and helps participants consider physical realization of their designs during the product design and development phases. The framework was implemented in an introductory course for engineering students to product design and development, and author found that it is important to support rich communication among participants including lecturers, teaching assistants and students to enhance the quality of education and to overcome the burden of learning various computer-aided tools and 3D printing techniques needed for the framework.

A Study on Database System for Deep-sea Mineral Exploration (심해저 광물자원 탐사자료의 데이터베이스 구축연구)

  • Park, Chan Young;Ko, Young Tak;Moon, Jai Woon;Kim, Hyun Sub;Ahn, Hong Il
    • Economic and Environmental Geology
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    • v.31 no.6
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    • pp.557-567
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    • 1998
  • In order to utilize the data obtained during the deep-sea resources exploration program, the analysis of data structure and database were conducted to develop an appropriate data operating system called Deep-sea Database System. The Relation Data Base Management System, RDBMS, was chosen as a data managing system and the MS Access$^{TM}$ as a DB engine, and the MapInfo$^{TM}$ software as GIS tools. Problems in networking and security were detected and solved during the operation test. Accordingly, development of standardized operative procedure was proposed in obtaining raw data. This proposal will also be reflected in the subsequent phase of the deep-sea program. The Deep-sea Database System could be applied to the selection of potential mining sites and the estimation of economical efficiency over th KODOS (Korea Deep Ocean Study) region. It is also expected that this system might improve the efficiency of detail survey and help in the relinquishment process as a fulfillment of the obligation as a pioneer investor.

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Comparative Analysis of National Policies for Open Data Government Ecosystem (공공데이터 생태계 조성을 위한 주요 국가별 정책에 관한 비교 분석)

  • Song, Seokhyun;Lee, Jai Yong
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.41 no.1
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    • pp.128-139
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    • 2018
  • As The Fourth Industrial Revolution and Intelligent Information Age came into full-scale, the policy of open government data has become a hot topic for each country. The United States, the United Kingdom, and other countries are shifting policy direction to "creating value" of open government data. Also, in the age of the digital economy where the data market is soaring, open government data is gradually being recognized as a new raw material for new business and start-ups. In addition, Korea ranked first in the OECD open government data evaluation twice in a row, and was highly evaluated in the international evaluation. However, domestic firms are still lacking in qualitative openness of government data, data is dispersed among institutions, lack of public-private data linkage, and development of app-oriented development. This study attempts to analyze major national policies for the creation of a data ecosystem that considers data lifecycle, from production to storage, distribution and utilization of data. First, the target countries were the leading public data countries among the OGP member countries, the USA, the UK, Australia and Canada. The results of this study are as follows. As a result of analyzing the results and comparing Korea's policies, it was concluded that most of Korea is superior in open government data policy. However, improvement of data quality, development of open data portal as an open platform, support for finding various users including apps and web development companies, and cultivation of open government data utilizing personnel are analyzed as policy issues. In addition, the direction of policy for the balanced ecosystem of Korea is presented together.

i-Manager: An Implementation of LOD Instance Development System (i-Manager : LOD 인스턴스 개발 시스템의 구현)

  • Moon, Hee-kyung;Han, Sung-kook
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.21 no.6
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    • pp.1174-1182
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    • 2017
  • The research and development on Web of Data to realize the opening and sharing of diverse, heterogonous data on the Web has been actively accomplished. As a standard data model for this effort, LOD (Linked Open Data) based on ontology has been proposed. A specialized instance generation system is vital to the development of LOD-based system effectively. This paper implements i-Manager as an appropriate environment for the development of LOD instances, considering the requirements of LOD systems and the practical development environment of the diverse application domains. i-Manager separates the instance layer from the ontology layer by way of LOD Interface Sheet (LIS) and implements the specialized functions requested in LOD instance development, such as instance edit/store, visualization and SPARQL query processing. This paper proposes a new approach for LOD instance development, and i-Manager can be applied for the practical LOD development environment in the diverse application areas.

Financial Development and Economic Growth: Credit Distribution in Southeast Asian Countries

  • Lan Thi Huong NGUYEN;Anh Le Dieu NGUYEN;Huyen Thanh LE;Duy Van NGUYEN
    • Journal of Distribution Science
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    • v.22 no.3
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    • pp.49-58
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    • 2024
  • Purpose: Research on financial development plays a crucial role in guiding and implementing policies for both financial development and economic growth. This study aims to evaluate the impact of financial development on the economic growth of Southeast Asian countries. Research design, data and methodology: The research utilizes data from 11 Southeast Asian countries from 2015 to 2022. Financial development data is proxied by credit distribution in private sector. Results: Based on the analysis using the FGLS model, it indicates that financial development has a positive impact on the economic growth of Southeast Asian countries. In addition, the study also examines the impact of state investment costs and FDI investment on economic growth. The results also show that foreign direct investment flows still play an important role in Southeast Asian countries (FDI has a positive impact on economic growth). State investment costs also impact economic growth, showing that the development of public investment also brings good development to countries. Conclusions: These results suggest that credit policies for financial development in general, and the development of private credit in particular, play a significant role in these countries. Building a system to promote the activities of private sector economies will help stimulate the economic development of Southeast Asian countries.

A Plan of Spatial Data Modeling for Tidal Power Energy Development (조력에너지 개발을 위한 공간데이터 모델링 방안)

  • Oh, Jung-Hee;Choi, Hyun-Woo;Park, Jin-Soon;Lee, Kwang-Soo
    • Journal of the Korean Association of Geographic Information Studies
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    • v.14 no.3
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    • pp.22-35
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    • 2011
  • Incheon Bay has a suitable condition for tidal power generation due to the high tidal range by topographical effect. Therefore a study on the technology development for tidal energy utilization has been promoted since 2006. It is needed to deduce optimal alternatives to determine the suitable location of facilities for tidal power generation and to reduce the environmental damage from development. In order to carry out efficiently this mission, spatial information system is essential to manage and use various spacial elements related to the development and conservation. In this study, for the development of tidal energy, spatial data could be defined as three kinds of dataset. Fundamental dataset is defined as spatial data such as tide, tidal current, wave, erosion and sedimentation. Framework dataset is composed of topographical map, facility map and bathymetry. The reference dataset is composed of marine ecology and environment having the characteristics of thematic map. This study is mainly aimed at establishing methodology of conceptual spatial data modeling classifying as essential data model and optional data model through the definition of the components of spatial data.

A Product Data Model for the Integration Module for Supporting Collaborations on Hardware and Software Development (소프트웨어 하드웨어 협동설계를 위한 통합모듈을 지원하는 제품자료모델)

  • Do, Namchul
    • Journal of Information Technology Services
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    • v.11 no.4
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    • pp.171-180
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    • 2012
  • Since software and hardware integration has became a strategic tool for companies to innovate their products, an information system that can comprehensively manage software and hardware integrated product development is critical for the current product development. This paper proposed a product data model that can support modules of related software and hardware parts in Product Data Management(PDM) integrated with Software Configuration Management(SCM). The model allows engineers to define software and hardware product structure independently, and support the integration module that can summon related software and hardware parts to build a comprehensive module for collaboration. Through the integration module, engineers can identify and examine the effectiveness of their design alternatives to other related parts form different disciplines. The product data model was implemented as a prototype PDM system and tested with an example robotics product.