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Lab Color Space based Rice Yield Prediction using Low Altitude UAV Field Image

  • Reza, Md Nasim;Na, Inseop;Baek, Sunwook;Lee, In;Lee, Kyeonghwan
    • 한국농업기계학회:학술대회논문집
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    • 한국농업기계학회 2017년도 춘계공동학술대회
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    • pp.42-42
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    • 2017
  • Prediction of rice yield during a growing season would be very helpful to magnify rice yield as it also allows better farm practices to maximize yield with greater profit and lesser costs. UAV imagery based automatic detection of rice can be a relevant solution for early prediction of yield. So, we propose an image processing technique to predict rice yield using low altitude UAV images. We proposed $L^*a^*b^*$ color space based image segmentation algorithm. All images were captured using UAV mounted RGB camera. The proposed algorithm was developed to find out rice grain area from the image background. We took RGB image and applied filter to remove noise and converted RGB image to $L^*a^*b^*$ color space. All color information contain in both $a^*$ and $b^*$ layers and by using k-mean clustering classification of these colors were executed. Variation between two colors can be measured and labelling of pixels was completed by cluster index. Image was finally segmented using color. The proposed method showed that rice grain could be segmented and we can recognize rice grains from the UAV images. We can analyze grain areas and by estimating area and volume we could predict rice yield.

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노후저층 공동주택의 재건축과 리모델링 사업의 비교 연구 (A Comparative Research on the Reconstruction and Remodeling of Low-rise, Dilapidated Apartment Buildings)

  • 이효진;김동훈;김진호;임남기
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2002년도 학술논문발표회
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    • pp.75-80
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    • 2002
  • The purpose of this study is to conduct researches on the aspects of reconstruction and remodeling of low-rise, dilapidated apartment buildings in the provinces, using comparative methodologies, consequently coming up with the findings in the following. 1) Unlike the rebuilding projects in which the movement process tends to be made in a bulk (in a simultaneous manner), it turns out that when it comes to remodeling, it would be advisable to attempt moving the inhabitants as a group either by the size of their residence or by the building. 2) Given the peculiarities of the construction management mechanism, remodeling projects might seem disadvantageous on the part of the management on account of inadequate accumulation of information and experience. Hence, based on the impeccable assessment of the current status of the subject buildings from the phase of planning, its imperative to closely look into and take into consideration a variety of direct and/or indirect factors in advance of the implementation. 3) A series of comparative researches from the perspective of economical efficiency that remodeling projects appear profitable considering the overall costs including financial expenses, varied taxes, and so on that will be eventually brought forth during the reconstruction period, and all the more so when allowing for the consequential effects which they ought to have upon the natural and human resources, environmental and ecological condition, business potentials, etc. Amelioration to be desired on the basis of the findings above.

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계절상품의 사전 예약판매가 물류비용에 미치는 영향에 관한 연구 (A Study on the Effects of Advance and Discount Sales of Seasonal Products by Subscription on Logistics Costs)

  • 김병찬
    • 디지털산업정보학회논문지
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    • 제11권3호
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    • pp.219-230
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    • 2015
  • It is difficult to make plans about the production schedule and volume of seasonal products due to the huge uncertainty in the prediction of their demands, which is why the amounts of carryover seasonal products increase after the peak season. Traditional models fail to meet the important requirements of production and stock plans related to the enhanced efficiency of logistics system due to the reduced value of carryover products by the disposal based on large discounts and deterioration, which poses considerable difficulties with actual problem solving. This study examined the stages of product storage from the specialized factory warehouses during a low season through the stores and the warehouses of local distribution centers during a high season to stock disposal and carryover product warehouses after a high season. The study developed a model for logistics rationalization plans to minimize carryover products by advance selling new products by subscription during a low season in anticipation of high season demands, increasing the accuracy of demands prediction, and making stable production plans, as well as demonstrated its excellence through numerical analysis.

차량 간 범퍼높이 차이가 수리비에 미치는 영향 (The Effect of Bumper Mismatch on Vehicle Repair Cost)

  • 최동원;박인송;홍승준
    • 한국자동차공학회논문집
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    • 제18권1호
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    • pp.99-104
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    • 2010
  • It is a frequent occurrence in urban traffic - a low-speed collision in which one vehicle hits the back of another. The vehicles often sustain expensive damage. Bumpers can reduce this damage, but only line up so the initial contact in an impact is bumper to bumper. Then the bumpers on the colliding vehicles have to absorb the crash energy, keeping damage away from expensive sheet metal, lights, and other components. In real world accidents, Bumper mismatches in crashes are increasing, and the resulting repair costs from low-speed collisions are escalating. In this study, we investigated the bumper rail height and analyzed their effects on repair cost. Futhermore, Our 16kph front-into-rear crash tests demonstrates bumper mismatch problem.

무선 센서 네트워크를 이용한 상시 사면 균열 예측시스템의 설계 및 구현 (Design and Implementation of the Slope-Crack Prediction System by Using Wireless Sensor Networks)

  • 임화정;차영환
    • 한국정보통신학회논문지
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    • 제13권1호
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    • pp.186-192
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    • 2009
  • 최근 유비쿼터스 컴퓨팅에 대한 연구가 활발해지면서 무선 센서 네트워크는 설치의 용이함과 저렴한 구축비용으로 다양한 분야에 널리 사용되고 있다. 현재 상용화 되어 있는 산간 지역에서 사용가능한 균열 예측 시스템은 구축 방법이나 비용면에서 많은 부담이 되고 있다. 이에 대한 대안으로 저비용의 상용화된 무선 센서 네트워크를 이용한 사면 균열 예측 시스템을 제안한다. 제안 시스템은 센서 노드를 절벽이나 사면, 바위, 둑 등에 부착하기 쉽고 지형물의 원형 손상을 최소화 할 뿐만 아니라 설치 및 유지 보수비용이 기존의 시스템에 비하여 약 50% 정도에 불과한 장점을 갖는다.

굴착잔토를 재활용한 지중전력구조물 급결성 유동화 뒷채움재의 최적배합비 (Optimal Mixture Contents of Accelerated Flowable Backfill Materials Using Surplus Soil for Underground Power Utilities)

  • 천선호;정상섬;이대수;조화경
    • 한국지반공학회:학술대회논문집
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    • 한국지반공학회 2005년도 지반공학 공동 학술발표회
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    • pp.395-404
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    • 2005
  • This study is to evaluate the physical and mechanical characteristics of flowable backfill and search for the optimal mixture contents of it used for constructing underground power utilities. flowable backfill is known as soil-cement slurry, void fill, and controlled low-strength material(CLSM). The benefits of CLSM include reduced equipment costs, faster construction, re-excavation in the future, and the ability to place material in confined spaces such as narrow parts nearly impossible for compaction or perimeter of underground power cables. The flowable slurry mixture made with 9 types of soil and 6 types of accelerated mixtures in the laboratory were evaluated for bleeding, flowability, heat resistance, and unconfined compressive strength to meet the aim values of this study.

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정전분무법을 이용한 염료감응형 태양전지의 $TiO_2$ 박막 특성에 관한 연구 (A study on the characteristics of $TiO_2$ electrode in dye-sensitized solar cells using electrospray method)

  • 장진주;홍지태;이동길;이경준;손민규;김진경;김희제
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2009년도 제40회 하계학술대회
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    • pp.1423_1424
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    • 2009
  • Dye sensitized solar cells(DSC) have been very economical and easy method to convert solar energy to electricity. DSC can reach low costs in future outdoor power applications. However, to commercialize the DSC, there are still many shortages to overcome such as a low efficiency in a large size DSC. In this study, DSCs were fabricated by an electrospray coating method for the $TiO_2$ thin film. They were compared with DSCs prepared by conventional coating methods. We conducted an experiment to obtain the optimized parameters of voltage, flow rate, incident angle and distance in the electrospray method. After we manufactured $TiO_2$ film using that way, we could analyze the characteristics of DSC through SEM, UV curve, EIS.

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마이크로 거울의 구동을 위한 저전압 비틀림형 열구동기의 설계 및 제작 (Design and Fabrication of Low-Voltage Twisting-Type Thermal Actuators for Micromirrors)

  • 김동현;박용철;박승호;권오명;최영기;이준식
    • 대한기계학회논문집B
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    • 제33권10호
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    • pp.803-810
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    • 2009
  • Micromirrors have a wide range of applications such as optical switches, laser scanners, and digital projection displays. Due to their low performances and high costs, however, practical applications of micromirrors are quite limited. At present micromirrors demand not only a better design but also a simple fabrication process. In this study a twisting-type micromirror that can be driven by two thermal bimorph actuators bending in opposite directions is designed from electro-thermo-mechanical theories and fabricated through a simple MEMS process. Each actuator consists of $SiO_2$ and gold thin-film layers. Simplified analytical model has been built to optimize the performance of micromirror. Due to unexpected resistance increase of metal film and alignment mismatch during fabrication process, experimental rotation angles of micromirrors are about $11^{\circ}$ at applied voltages less than 0.6V. From numerical simulation and analytical studies, however, the next design can provide rotation angles over $20^{\circ}$ at the same applied voltage.

보일러 연소관리를 위한 화염감시 시스템 개발에 관한 연구 (A Study on Flame Monitoring System Development for Combustion Management of Boilers)

  • 백운보;신진호
    • 대한기계학회논문집B
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    • 제27권11호
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    • pp.1587-1594
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    • 2003
  • Increased energy costs have placed demands for improved combustion efficiency, high equipment availability, low maintenance and safe operation. Furthermore low NO$_x\$ modification, installed due to strict environmental legislation, requires very careful combustion management. The flame monitoring system has been developed specially to satisfy these requirements. We aimed at gaining the relationship between the burner flame image and emissions such as NO$_x$ and unburned carbon in furnace by utilizing the image processing method. For the first step of development, its possibility test was undertaken with bench furnace. The test proceeded to the second step with pilot furnace and the system was observed to be effective for evaluating the combustion conditions. By using this technology, it is possible to perform continuous monitoring of the combustion conditions and instant detection of individual changes for each burner to prevent future loss of ignition. This may contribute to the saving of burner adjusting times for the changes of loads and fuels and to the reduction of the slagging as well.

지그비 계층적 라우팅의 성능 향상 기법 (Improvement of Hierarchical Routing in ZigBee Networks)

  • 김태홍;김대영;유성은;성종우;김영수
    • 대한임베디드공학회논문지
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    • 제1권2호
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    • pp.104-112
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    • 2006
  • ZigBee is the emerging industrial standard for ad hoc networks based on IEEE 802.15.4. It is used for low data rate and low power wireless network applications. Expected applications of ZigBee include wireless sensor networks for remote monitoring, home control, and industrial automation. Since one of the most important design goals of ZigBee is to reduce the installation and running costs, the ZigBee stack is embedded in the cheap and small micro-controller unit. The hierarchical routing algorithm is used for ZigBee end devices which have very limited resources. Using the block addressing scheme, end devices can send data to the destination without a routing table. However, hierarchical routing has the problem that the packets follow the tree hierarchy to the destination even if the destination is located nearby. In this paper, we propose a scheme to improve the hierarchical routing algorithm in ZigBee networks by employing the neighbor table that is originally used together with the routing table. We suggest selecting the neighbor node that has the minimum remaining hops to the destination as the next hop node. Simulation result shows that the proposed scheme saves more than 30% of the hop counts compared with the original hierarchical routing.

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