• Title/Summary/Keyword: Agricultural Learning

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A Study on the Prediction of Strawberry Production in Machine Learning Infrastructure (머신러닝 기반 시설재배 딸기 생산량 예측 연구)

  • Oh, HanByeol;Lim, JongHyun;Yang, SeungWeon;Cho, YongYun;Shin, ChangSun
    • Smart Media Journal
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    • v.11 no.5
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    • pp.9-16
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    • 2022
  • Recently, agricultural sites are automating into digital agricultural smart farms by applying technologies such as big data and Internet of Things (IoT). These smart farms aim to increase production and improve crop quality by measuring the environment of crops, investigating and processing data. Production prediction is an important study in smart farm digital agriculture, which is a high-tech agriculture, and it is necessary to analyze environmental data using big data and further standardized research to manage the quality of growth information data. In this paper, environmental and production data collected from smart farm strawberry farms were analyzed and studied. Based on regression analysis, crop production prediction models were analyzed using Ridge Regression, LightGBM, and XGBoost. Among the three models, the optimal model was XGBoost, and R2 showed 82.5 percent explanatory power. As a result of the study, the correlation between the amount of positive fluid absorption and environmental data was confirmed, and significant results were obtained for the production prediction study. In the future, it is expected to contribute to the prevention of environmental pollution and reduction of sheep through the management of sheep by studying the amount of sheep absorption, such as information on the growing environment of crops and the ingredients of sheep.

Waterbody Detection for the Reservoirs in South Korea Using Swin Transformer and Sentinel-1 Images (Swin Transformer와 Sentinel-1 영상을 이용한 우리나라 저수지의 수체 탐지)

  • Soyeon Choi;Youjeong Youn;Jonggu Kang;Seoyeon Kim;Yemin Jeong;Yungyo Im;Youngmin Seo;Wanyub Kim;Minha Choi;Yangwon Lee
    • Korean Journal of Remote Sensing
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    • v.39 no.5_3
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    • pp.949-965
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    • 2023
  • In this study, we propose a method to monitor the surface area of agricultural reservoirs in South Korea using Sentinel-1 synthetic aperture radar images and the deep learning model, Swin Transformer. Utilizing the Google Earth Engine platform, datasets from 2017 to 2021 were constructed for seven agricultural reservoirs, categorized into 700 K-ton, 900 K-ton, and 1.5 M-ton capacities. For four of the reservoirs, a total of 1,283 images were used for model training through shuffling and 5-fold cross-validation techniques. Upon evaluation, the Swin Transformer Large model, configured with a window size of 12, demonstrated superior semantic segmentation performance, showing an average accuracy of 99.54% and a mean intersection over union (mIoU) of 95.15% for all folds. When the best-performing model was applied to the datasets of the remaining three reservoirsfor validation, it achieved an accuracy of over 99% and mIoU of over 94% for all reservoirs. These results indicate that the Swin Transformer model can effectively monitor the surface area of agricultural reservoirs in South Korea.

A biota research and analysis for Close-to-nature stream restoration planning (자연형 하천복원계획 수립을 위한 생물상 조사 및 분석)

  • SaGong, Jung-Hee;Ryu, Yeon-Su;Ra, Jung-Hwa
    • Current Research on Agriculture and Life Sciences
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    • v.24
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    • pp.37-42
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    • 2006
  • The purpose of this study was a biota research and analysis for Close-to-nature stream restoration planning of Shinchun. The summary of this study is as follows; 1) The vascular plants in research area recorded of 45 species and insect fauna recorded of 34 species of 8 orders. As a result of table of community classification, the communities were two group; Quercus variabilis community(I), Pinus densiflora-Quercus variabilis-Quercus dentata community(II). 2) As a result of analysis on correlation of tree species, the level of significance in positive correlation between Quercus dentata and Corylus heterophyll aindicated 1% and between Pinus densiflora and Lespedeza bicolor also indicated 1%. 3) As a result of DBH analysis, it is expected that Quercus variabilis and Quercus dentata will dominateover other species in competition and its succession continuously maintains from now on in community I. In community II, it is assumed that there is a high possibility of changing into community of Quercus such as Quercus mongolica, Quercus dentata, and Quercus variabilis. 4) As a result of analysis on insect fauna, insect fauna consists of 94% of whole species as 32 species, 23 families, 8 orders. And 7 species, 7 families 4 orders was found in highly urbanized area, the vicinity of Sang-Dong bridge. 5) As mentioned above, Based on A biota fundamental research, Close-to-nature stream restoration planning were full of suggestions: i) Designating ecosystem preservation area, ii) Making Close-to-nature stream revetments, iii) Making pool-and-riffle, vi) Making decks for observation and walks for nature experience, v) Creating wetland biotope. Through these methods, it is necessary to promote bio-diversity and lead people to the space for eco-learning.

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On the Background and the Process of 'Japan Fisheries' Compilation ('일본수산지'의 편찬 배경과 과정에 대하여)

  • Seo, Kyung-Soon
    • The Journal of Fisheries Business Administration
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    • v.51 no.2
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    • pp.25-50
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    • 2020
  • The aim of this study is to overview what changes happened on the maritime field during the early Meiji period, how the compilation of 'Japan Fisheries' linked to the changes, and when the 'Japan Fisheries' was launched, completed and published. The trilogy of Japan Fishing Method, Japan Fishery Products, and Japan's Useful Marine Products are called "Japan's Fishery." These were completed in 1895 for almost ten years since the compilation project was launched in 1886 at the Agricultural and Commercial Ministry. Japan Fishing Method selected, improved and recorded excellent fishing and fishing methods in various Japanese regions at that time whereas Japan Fisheries Products chose excellent fish products from various methods of manufacturing and recorded the enactment and sale of fishery products. Japan's Useful Marine Products is not currently passed on, so it is not known what kind of useful marine products are recorded. However, it can be assumed that the classification method of the "Japanese Fishing Classification Table" published in 1889 was based on the Japan Fishing Index. The cited texts in Japan Fisheries Products are up to 55 documents, including Engisiki and Wakansanzaizukai's "Report of the Great Japan Fishery Association," "Ariticle of the Fisheries Fair," "The Western Fishery Manufacturing Technique" and "Trade Situation with China." Completed with extensive research from old books to the latest fishery information, "Japan's Fishery" is Japan's best "Marine Products Encyclopedia" at the time. It is also a valuable literature that can trace fishing and fishing techniques and methods of manufacturing marine products in each Japanese fishing village before the end of the nineteenth century.

The Influence of Arabic Mathematics on the Modern Mathematics (아라비아 수학이 근세 수학 발전에 미친 영향)

  • 정지호
    • Journal for History of Mathematics
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    • v.2 no.1
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    • pp.9-27
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    • 1985
  • Islam toot a great interest in the utility sciences such as mathematics and astronomy as it needed them for the religious reasons. It needeed geometry to determine the direction toward Mecca, its holiest place: arithmetic and algebra to settle the dates of the festivals and to calculate the accounts lot the inheritance; astronomy to settle the dates of Ramadan and other festivals. Islam expanded and developed mathematics and sciences which it needed at first for the religious reasons to the benefit of all mankind. This thesis focuses upon the golden age of Islamic culture between 7th to 13th century, the age in which Islam came to possess the spirit of discovery and learning that opened the Islamic Renaissance and provided, in turn, Europeans with the setting for the Renaissance in 14th century. While Europe was still in the midst of the dark age of the feudal society based upon the agricultural economy and its mathematics was barey alive with the efforts of a few scholars in churches, the. Arabs played the important role of bridge between civilizations of the ancient and modern times. In the history of mathematics, the Arabian mathematics formed the orthodox, not collateral, school uniting into one the Indo-Arab and the Greco-Arab mathematics. The Islam scholars made a great contribution toward the development of civilization with their advanced the development of civilization with their advanced knowledge of algebra, arithmetic and trigonometry. the Islam mathematicians demonstrated the value of numerals by using arithmetic in the every day life. They replaced the cumbersome Roman numerals with the convenient Arabic numerals. They used Algebraic methods to solve the geometric problems and vice versa. They proved the correlation between these two branches of mathematics and established the foundation of analytic geometry. This thesis examines the historical background against which Islam united and developed the Indian and Greek mathematics; the reason why the Arabic numerals replaced the Roman numerals in the whole world: and the influence of the Arabic mathematics upon the development of the modern mathematics.

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Cao-e's story and Its Case Study on the culture archetype contents (조아(曹娥)설화와 문화원형콘텐츠 사례연구)

  • Jo, Jeong-rae
    • Cartoon and Animation Studies
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    • s.47
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    • pp.439-461
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    • 2017
  • The filial piety culture represented by Cao-e was regarded as moral rule mechanism in order to maintain patriarchal system and property relations in ancient China as an agricultural society. Exactly, In the process of Cao-e's story spreading, oral inheritance and literature processing have a relation of learning and penetration each other in order to beautify, deify, systematic stories. This is expression of human being's thought method of pursuing perfection. For instance, The traditional piety culture is increasingly weakened, that is why it is important to recognize the fundamental connotation behind the cultural identity in the modern society, to create the social foundation of Cao-e' filial piety cultural contents root, and to explore the core values of piety culture contains. Looking Cao-e' filial piety Culture and culture archetypes as study object, this article analyzes the spreading of Cao-e's story texts for understand the connection between literature processing and image formation from aspect of Cao-e deification.

Effect of Enzyme and Inorganic Salts Addition and Heat Treatment on kimchi Fermentation (효소 및 염의 첨가와 순간 열처리가 김치발효에 미치는 영향)

  • Kang, Kun-Og;Ku, Kyung-Hyung;Lee, Hyung-Jae;Kim, Woo-Jung
    • Korean Journal of Food Science and Technology
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    • v.23 no.2
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    • pp.183-187
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    • 1991
  • The effects of microwave heat treatment and addition of enzyme, kimchi liquid, buffer solution and several salts on the changes in pH of kimchi liquid were investigated during fermentation at $25{\sim}35^{\circ}C$. It was found that microwave heat treatment on brined chinese cabbage and enzyme addition of cellulase and amylase showed a little improvement effect, while combination of both methods significantly increased the fermentation rate. The addition of kimchi liquid having pH 4.6 was found to be very desirable for both shortening the fermentation time and flavor acceptance. Among the inorganic salts and buffer solution studied, phosphate buffer(pH 4.6), sodium nitrite and $Na_2HPO_4$ were significantly effective for reduction of kimchi fermentation rate by two to three folds.

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Socio-demographic Heterogeneity of Community Participation in Rural, Korea (농촌주민의 지역사회조직 참여 실태 분석)

  • Park Duk Byeong;Cho Young Sook
    • The Korean Journal of Community Living Science
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    • v.16 no.2
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    • pp.61-73
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    • 2005
  • This study aims to examine the socio-demographic heterogeneity of community participation in rural Korea. Data was collected through interviews with 1,870 rural householders and housewives who have lived in Up or Myen as an administrative unit of rural communities, and analyzed by the SPSS/PC Win V.10 program. The statistical techniques used for this study were frequency and percentile. The major findings of this study were as follows. Firstly, the extent to which rural people have participated in community organizations were: cooperative groups, $80.8\%$; religious groups, $20.6\%$; learning groups, $12.7\%$; political groups, $9.8\%;$ civil groups $6.7\%$; and voluntary groups, $5.3\%$. Whereas the numbers were high for community participation in groups related to agricultural production, participation in civil and voluntary groups were lower. Secondly, it showed that people who lived in urbanized and high population density areas were more likely to participate in community groups. The diversity of community organizations was different according to the level of rurality. Thirdly, farm householders were more likely to participate in religious, civil and voluntary groups than non-farm householders. Fourthly, people with higher education, females, those in the 40 to 50 age groups were more likely to participate in community organizations. Fifthly, even though men are more likely to participate in political parties, women were more likely then men to agree that women should participate in political parties. This empirical study could support the results of Sundeen (1988) and Wilson and Musick (1997) in that education was related positively to community participation. In addition, we concluded that community participation in a rural development process has two main considerations: philosophical and pragmatic. This implies that there is room for government to enable and facilitate 'true' community participation. That can be done through policy reform which creates a permissive environment for community decision-making and input, in addition to simply supporting community development through financial assistance.

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The Development of 'Good Dietary Life Guide' Textbooks for Elementary School Students (초등학생 식생활교육을 위한 '바른식생활 길라잡이' 교재의 개발과 활용방안)

  • Sang, Eun-Young;Kim, Jeong-Weon
    • Korean Journal of Community Nutrition
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    • v.22 no.1
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    • pp.74-83
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    • 2017
  • Objectives: This study aimed to develop dietary education textbooks for elementary school students by focusing on the three core values of environment, health and gratitude from the National Food Education Plan. Methods: The contents of textbooks and teacher's guidebooks were developed with brainstorming of the authors as well as consultation with experts and by considering not only the three core values of environment, health, and gratitude, but also the performance indicators of the 2nd National Food Education Plan and the key competencies and creative convergence approach of the 2015 revised national curriculum. Results: A total of 12 different dietary education textbooks named 'Good Dietary Life Guide' and the teachers' guidebooks from the first to the sixth grade of elementary school were developed. The textbooks were fundamentally developed connecting the three core values, the outcome indices of the 2nd National Food Education Plan and the key competences of the 2015 revised national curriculum. Various educational activities such as thinking, debate, writing, cooperative learning, experience, practice were included to promote students' participation. These books could be utilized in every field of dietary education targeting elementary students such as creative experiential activity, convergent classes (integrated subjects, Practical arts, Social studies, Science, Moral education and Korean), after school classes, rural experience, general agricultural education, after-school child care services and community child care centers. Conclusions: The continuous and repetitive use of the textbooks from the first to the sixth grade would contribute to the improvement of food habits and the personalities of elementary school students, and consequently make the students grow up as healthy citizens.

Changes in Physical Properties of Dongchimi during Fermentation (동치미의 발효 중 물리적 성질의 변화)

  • Kang, Kun-Og;Ku, Kyung-Hyung;Lee, Jung-Kun;Kim, Woo-Jung
    • Korean Journal of Food Science and Technology
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    • v.23 no.3
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    • pp.262-266
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    • 1991
  • The physicochemical properties of dongchimi, a Korean fermented Chinese radish, were investigated for their changes during fermentation in 7% NaCl brining solution at $4{\sim}35^{\circ}C$, The results showed that the relative viscosity of brining solution were initially decreased before steady increase there after. The Hunter L value increased and a value decreased and the turbidity also showed a similar increase as L value as affected more significantly by high fermentation temperature. The hardness of Chinese radish decreased initially followed by a little increase and then slowly decreased at later stage of fermentation. A linear relationship was found with decrease in salt concentration in brining solution and logarithmic value of brining time and activation energy was calculated for temperature range of $4{\sim}35^{\circ}C$ from the relationship.

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