• Title/Summary/Keyword: Agricultural Technique

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Tillage boundary detection based on RGB imagery classification for an autonomous tractor

  • Kim, Gookhwan;Seo, Dasom;Kim, Kyoung-Chul;Hong, Youngki;Lee, Meonghun;Lee, Siyoung;Kim, Hyunjong;Ryu, Hee-Seok;Kim, Yong-Joo;Chung, Sun-Ok;Lee, Dae-Hyun
    • Korean Journal of Agricultural Science
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    • v.47 no.2
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    • pp.205-217
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    • 2020
  • In this study, a deep learning-based tillage boundary detection method for autonomous tillage by a tractor was developed, which consisted of image cropping, object classification, area segmentation, and boundary detection methods. Full HD (1920 × 1080) images were obtained using a RGB camera installed on the hood of a tractor and were cropped to 112 × 112 size images to generate a dataset for training the classification model. The classification model was constructed based on convolutional neural networks, and the path boundary was detected using a probability map, which was generated by the integration of softmax outputs. The results show that the F1-score of the classification was approximately 0.91, and it had a similar performance as the deep learning-based classification task in the agriculture field. The path boundary was determined with edge detection and the Hough transform, and it was compared to the actual path boundary. The average lateral error was approximately 11.4 cm, and the average angle error was approximately 8.9°. The proposed technique can perform as well as other approaches; however, it only needs low cost memory to execute the process unlike other deep learning-based approaches. It is possible that an autonomous farm robot can be easily developed with this proposed technique using a simple hardware configuration.

The Relationship between Adoption of Innovation and Diffusing Intention for ICT Convergency Industry among Farmers (농업인의 혁신기술 수용 및 저항 요인과 농식품 ICT 융복합사업 확산의도와의 관계)

  • Kim, Deok-Hyeon;Hwang, In-Taek;Lee, Seung-Hyun
    • Journal of Agricultural Extension & Community Development
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    • v.22 no.1
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    • pp.43-54
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    • 2015
  • This study explored the effects of adoption of innovation and resistant attitude on farmers' perspectives and also was deigned for developing prompt spread of ICT and facilitating stronghold support center in the convergence agricultural field. To closely examine the variation for exploitation intent of stronghold support center in the ICT convergence agriculture, 110 farmers who had experienced introduction for ICT hybrid environmental control system were participated in the study using the questionnaire. The results revealed the several findings. Firstly, there was no significant differences between the self-efficacy such as confidence of application technology for farmers and adoption of innovative technique (p=.075). Secondly, suitability of using ICT hybrid environmental control system showed a significant difference in the adoption of innovation (p=2.750) while complexity of using ICT hybrid environmental control system indicated the negative effects on the adoption of innovation (p=3.591). Thirdly, introduction cost of ICT hybrid environmental control system showed the negative effects in the adoption of innovation (p=2.278), whereas adoption of innovation indicated a significant difference in the stronghold support center in the convergence agricultural field (p=5.500). Finally, resistance of ICT adoption of innovative technique revealed the negative effects on the stronghold support center in the ICT convergence agriculture. This study, therefore, demonstrated that educational assistance for acquiring ICT technique, suggestion of influences for productivity, and development for skills were needed to extend ICT convergence technology. Additionally, the study indicated the strategies related with promotion as well as ways of minimizing introduction cost.

The Northern China Agricultural Engineering of Farmer's Courtyard Energy Ecological System

  • Wei, Baorong;An, Xiangjun
    • Proceedings of the Korean Society for Agricultural Machinery Conference
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    • 1993.10a
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    • pp.627-636
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    • 1993
  • The so-called northern Agricultural Engineering of Farmer's courtyard Energy Ecological System is a courtyard-type energy ecological synthetic application system, that combines into one the biogas pool, pig house, toilet and plastic -membrane greenhouse in a fully-closed condition in farmer's court yard, a combination of farming with breeding industry, with bioga as the key linkage , by taking full advantage of solar energy and through bioenergy conversion technique in accordance with ecological principle.

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Effect of pulverizing method on the particle size of matured silkworm powder

  • Kim, Su-Bae;Kim, Kee-Young;Ji, Sang-Deok;Kim, Seong-Wan;Kim, Nam-Suk;Jo, You-Young;Kim, Jong-Gil;Kim, Young-Guk;Koo, Hui-Yeon;Moon, Hyung-Chul;Seok, Young-Seek;Lee, Hyun-Tai
    • International Journal of Industrial Entomology and Biomaterials
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    • v.37 no.2
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    • pp.105-108
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    • 2018
  • Recently matured silkworm powder was developed by RDA. In this study, the effect of pulverizing method on the particle size of matured silkworm powder was examined. FESEM was performed to observe the morphology and to measure the particle size of silkworm powder. Particle morphology of air-jet mill pulverized powder was round and smooth, however, those of roller-mill and hammer-mill pulverized mature silkworm was more harsh and square. Particle size was varied with pulverizing technique as follows; $1.1{\mu}m$ (air-jet mill), $10{\mu}m$ (roller mill), and $120{\mu}m$ (hammer mill), respectively. A proximate analysis results of air-jet mill powder showed that crude protein, crude lipid, crude fiber, and ash was 73%, 12%, 1.95%, and 3.4%, respectively. According to our results, air-jet mell technique might be used to make a tiny matured silkworm powder.

Factors Affecting the Efficiency of Animal Cloning by Somatic Cell Nuclear Transfer

  • Kim, Min-Goo;Park, Chi-Hun;Lee, Sang-Goo;Seo, Hee-Won;Choi, Yo-Han;Lee, Chang-Kyu;Ka, Hak-Hyun
    • Journal of Embryo Transfer
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    • v.23 no.2
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    • pp.67-76
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    • 2008
  • Since the birth of Dolly using fully differentiated somatic cells as a nuclear donor, viable clones were generated successfully in many mammalian species. These achievements in animal cloning demonstrate developmental potential of terminally differentiated somatic cells. At the same time, the somatic cell nuclear transfer (SCNT) technique provides the opportunities to study basic and applied biosciences. However, the efficiency generating viable offsprings by SCNT remains extremely low. There are several explanations why cloned embryos cannot fully develop into viable animals and what factors affect developmental potency of reconstructed embryos by the SCNT technique. The most critical and persuasive explanation for inefficiency in SCNT cloning is incomplete genomic reprogramming, such as DNA methylation and histone modification. Numerous studies on genomic reprogramming demonstrated that incorrect DNA methylation and aberrant epigenetic reprogramming are considerably correlated with abnormal development of SCNT cloned embryos even though its mechanism is not fully understood. The SCNT technique is useful in cloning farm animals because pluripotent stem cells are not established in farm animal species. Therapeutic cloning combined with genetic manipulation will help to control various human diseases. Also, the SCNT technique provides a chance to overcome excessive demand for the organs by production of transgenic animals as xenotransplantation resources. Here, we describe the factors affecting the efficiency of generating cloned farm animals by the SCNT technique and discuss future directions of animal cloning by SCNT to improve the cloning efficiency.

Development of Calculation Technique for Probabilistic Functions Used in the Reliability Analysis of Agricultural Structures (농업용구조물의 신뢰성해석에 이용되는 확률함수의 연산방법 개발)

  • 곽영철;이경재
    • Magazine of the Korean Society of Agricultural Engineers
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    • v.39 no.2
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    • pp.95-102
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    • 1997
  • The technique of the calculation for probabilistic functions used in the reliability analysis of agricultural structures is proposed in this paper for adapting the standardization method using a numerical intergration. The proposed standardization method deals with the structures whose deviations of material properties and loads are large such that the deviation range from 20% to 70%. The results computed by the proposed method are compared with those obtained by the Monte Carlo Simulation. Deterministic values such as deflection, stress, obtained by conventional structural analysis can be directly changed to probabilistic distributions by the proposed method.

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Evaluation Technique of Seismic Performance on Agricultural Infrastructure - Based on Dynamic Numerical Analysis - (농업 기반시설의 내진성능 평가기법 - 동적 수치해석 중심으로-)

  • Lee, Dal-Won;Kim, Yong-Seong
    • Journal of The Korean Society of Agricultural Engineers
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    • v.46 no.4
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    • pp.75-84
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    • 2004
  • The evaluation technique of seismic performance on agricultural infrastructure based on dynamic numerical simulations, which Included a cyclic elasto-plastic and a viscoelastic-viscoplastic constitutive model to actual multi-layered ground conditions during large earthquake were performed by a liquefaction analysis in the present study. From the liquefaction analysis, it was verified that the models can give a good description of the damping characteristics and liquefaction phenomena of ground accurately during large event which induces plastic deformation in large strain range.

Development of Planning Indicators in Rural Village for Realization of Low Carbon Society (저탄소사회 실현을 위한 농촌마을 계획지표 개발)

  • Kim, Eun-Ja;Ko, Ah-La;Lee, Jeung-Won;Kim, Sang-Bum
    • Journal of Korean Society of Rural Planning
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    • v.17 no.1
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    • pp.29-42
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    • 2011
  • The Purpose of this study is to develop indicators for low carbon planning in rural village. We made two indicators for inland area and waterside area to consider regional disparities. To develop indicators, a draft of the indicators was estimated with collected research materials and 52 experts reviewed this draft three times with Modified Delphi Technique to check the validity and revise the draft. As a result, the inland indicators were settled with 4 domains 8 items 20 indicators and the waterside indicators were 4 domains 8 items 22 indicators. The final indicators will be used to realize low carbon rural village planning in future which the government is pushing forward with construction of six-hundred low carbon green village.