• 제목/요약/키워드: vehicle counting

검색결과 55건 처리시간 0.037초

UAV Utilization for Efficient Estimation of Earthwork Volume Based on DEM

  • Seong, Jonghyeun;Cho, Sun Il;Xu, Chunxu;Yun, Hee Cheon
    • 한국측량학회지
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    • 제39권5호
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    • pp.279-288
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    • 2021
  • In the era of the 4th industrial revolution, smart construction, in which new technologies such as UAV (Unmanned Aerial Vehicle) are fused, is attracting attention in the construction field. However, the method of estimating earthwork volume using DEM generated by UAV survey according to practical regulations such as construction design guidelines or standard product counting is not officially recognized and needs to be improved. In this study, different types of UAV were measured and DEM was obtained using this data. The DEM (Digital Elevation Model) thus obtained was analyzed for changes in the amount of earthworks according to the size of the GSD (Ground Sample Distance). In addition, the amount of earthwork by DEM and the amount of earthwork by existing design drawings were compared and analyzed. As a result of the study, it was suggested that images with a GSD of 5cm or less are effective to generate a high-quality DEM. Next, as a result of comparing the earthwork volume calculation method using DEM and the earthwork volume based on the existing 2D design drawings, a difference of about 1% was shown. In addition, when the design earthwork amount calculated by the double-section averaging method was compared with the designed earthwork amount using DEM data by UAV survey, a difference of about 1% was found. Therefore, it is suggested that the method of calculating the amount of earthworks using UAV is an efficient method that can replace the existing method.

Automatic Counting of Rice Plant Numbers After Transplanting Using Low Altitude UAV Images

  • Reza, Md Nasim;Na, In Seop;Lee, Kyeong-Hwan
    • International Journal of Contents
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    • 제13권3호
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    • pp.1-8
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    • 2017
  • Rice plant numbers and density are key factors for yield and quality of rice grains. Precise and properly estimated rice plant numbers and density can assure high yield from rice fields. The main objective of this study was to automatically detect and count rice plants using images of usual field condition from an unmanned aerial vehicle (UAV). We proposed an automatic image processing method based on morphological operation and boundaries of the connected component to count rice plant numbers after transplanting. We converted RGB images to binary images and applied adaptive median filter to remove distortion and noises. Then we applied a morphological operation to the binary image and draw boundaries to the connected component to count rice plants using those images. The result reveals the algorithm can conduct a performance of 89% by the F-measure, corresponding to a Precision of 87% and a Recall of 91%. The best fit image gives a performance of 93% by the F-measure, corresponding to a Precision of 91% and a Recall of 96%. Comparison between the numbers of rice plants detected and counted by the naked eye and the numbers of rice plants found by the proposed method provided viable and acceptable results. The $R^2$ value was approximately 0.893.

수명 예측 기법을 이용한 도시형 전기자동차 BMS 모듈 개발 및 차량 성능에 관한 실험 연구 (Development and Performance of BMS Modules for Urban Electric Car Using Life Prediction Method)

  • 이정호;박찬희;양균의;심강구;배철민
    • 한국자동차공학회논문집
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    • 제21권6호
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    • pp.147-154
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    • 2013
  • This study reports on the development and investigation of a BMS module using a new algorithm on the driving performance and battery life of electric vehicles. Here, the initial SOC was calculated using an open circuit voltage (OCV) method and a current integral method was later applied to the BMS module. We verified the performance of the BMS module by comparing both the results of the in-vehicle test and the BMS simulator test. Our verification test showed good agreement between the results of experiments and simulation with a small error of ${\pm}0.8%$. Here, we confirmed that the present, newly-developed BMS module not only can predict the battery life but can also monitor SOC, pack voltage, and current temperature.

자동변속기 윤활용 기어펌프의 가속 수명시험 설계에 관한 연구 (Study on Accelerated Life Test Design for a Gear Type Lubrication Pump for Automatic Transmission)

  • 박종원;정동수
    • 한국신뢰성학회지:신뢰성응용연구
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    • 제12권3호
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    • pp.201-213
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    • 2012
  • A gear type lubrication pump is an essential component of the powertrain and has a major role for supplying oil to the gears and bearings in automatic transmission with a hydraulic clutch. Therefore, the durability test code design of lubrication pump is very important to ensure the reliability of the entire transmission and the vehicle. In this study, the design process for the life testing of lubrication pump has been generalized by four steps. The four design steps of the life testing of lubrication pump consist of the configuration of load spectrum, rain flow counting and analysis of load level, the equivalent damage assessment and test code generation. In fact, the load spectrum should be obtained from the field operating condition but that kind of data is the top secret of manufacturers. This is not open to the public in general. So we could use the artificially simulated load spectrum instead of field obtained one and focused on the development of the general process for designing the life test of a gear type lubrication pump. Reliability goals for lubrication pump, pressure, torque, temperature and load spectrum, if present, as appropriate for the given test conditions, accelerated life testing for the lubrication pump can be designed by the developed design steps.

복합 스펙트럼 패턴의 진동 시험을 위한 가속도 응답 데이터 기반의 피로 손상도 계산 방법 (Damage Count Method Using Acceleration Response for Vibration Test Over Multi-spectral Loading Pattern)

  • 김찬중
    • 한국소음진동공학회논문집
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    • 제25권11호
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    • pp.739-746
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    • 2015
  • Several damage counting methods can be applied for the fatigue issues of a ground vehicle system using strain data and acceleration data is partially used for a high cyclic loading case. For a vibration test, acceleration data is, however, more useful than strain one owing to the good nature of signal-to-random ratio at acceleration response. The test severity can be judged by the fatigue damage and the pseudo-damage from the acceleration response stated in ISO-16750-3 is one of sound solutions for the vibration test. The comparison of fatigue damages, derived from both acceleration and strain, are analyzed in this study to determine the best choice of fatigue damage over multi-spectral input pattern. Uniaxial excitation test was conducted for a notched simple specimen and response data, both acceleration and strain, are used for the comparison of fatigue damages.

Comparison of estimating vegetation index for outdoor free-range pig production using convolutional neural networks

  • Sang-Hyon OH;Hee-Mun Park;Jin-Hyun Park
    • Journal of Animal Science and Technology
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    • 제65권6호
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    • pp.1254-1269
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    • 2023
  • This study aims to predict the change in corn share according to the grazing of 20 gestational sows in a mature corn field by taking images with a camera-equipped unmanned air vehicle (UAV). Deep learning based on convolutional neural networks (CNNs) has been verified for its performance in various areas. It has also demonstrated high recognition accuracy and detection time in agricultural applications such as pest and disease diagnosis and prediction. A large amount of data is required to train CNNs effectively. Still, since UAVs capture only a limited number of images, we propose a data augmentation method that can effectively increase data. And most occupancy prediction predicts occupancy by designing a CNN-based object detector for an image and counting the number of recognized objects or calculating the number of pixels occupied by an object. These methods require complex occupancy rate calculations; the accuracy depends on whether the object features of interest are visible in the image. However, in this study, CNN is not approached as a corn object detection and classification problem but as a function approximation and regression problem so that the occupancy rate of corn objects in an image can be represented as the CNN output. The proposed method effectively estimates occupancy for a limited number of cornfield photos, shows excellent prediction accuracy, and confirms the potential and scalability of deep learning.

Calcium-doped zinc oxide nanocrystals as an innovative intracanal medicament: a pilot study

  • Gabriela Leite de Souza;Thamara Eduarda Alves Magalhaes;Gabrielle Alves Nunes Freitas;Nelly Xiomara Alvarado Lemus;Gabriella Lopes de Rezende Barbosa;Anielle Christine Almeida Silva;Camilla Christian Gomes Moura
    • Restorative Dentistry and Endodontics
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    • 제47권4호
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    • pp.38.1-38.15
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    • 2022
  • Objectives: This study investigated the cytotoxicity, radiopacity, pH, and dentinal tubule penetration of a paste of 1.0% calcium-doped zinc oxide nanocrystals (ZnO:1.0Ca) combined with propylene glycol (PRG) or polyethylene glycol and propylene glycol (PEG-PRG). Materials and Methods: The pastes were prepared by mixing calcium hydroxide [Ca(OH)2] or ZnO:1.0Ca with PRG or a PEG-PRG mixture. The pH was evaluated after 24 and 96 hours of storage in deionized water. Digital radiographs were acquired for radiopacity analysis and bubble counting of each material. The materials were labeled with 0.1% fluorescein and applied to root canals, and images of their dentinal tubule penetration were obtained using confocal laser scanning microscopy. RAW264.7 macrophages were placed in different dilutions of culture media previously exposed to the materials for 24 and 96 hours and tested for cell viability using the MTT assay. Analysis of variance and the Tukey test (α = 0.05) were performed. Results: ZnO:1.0Ca materials showed lower viability at 1:1 and 1:2 dilutions than Ca(OH)2 materials (p < 0.0001). Ca(OH)2 had higher pH values than ZnO:1.0Ca at 24 and 96 hours, regardless of the vehicle (p < 0.05). ZnO:1.0Ca pastes showed higher radiopacity than Ca(OH)2 pastes (p < 0.01). No between-material differences were found in bubble counting (p = 0.0902). The ZnO:1.0Ca pastes had a greater penetration depth than Ca(OH)2 in the apical third (p < 0.0001). Conclusions: ZnO:1.0Ca medicaments presented higher penetrability, cell viability, and radiopacity than Ca(OH)2. Higher values of cell viability and pH were present in Ca(OH)2 than in ZnO:1.0Ca.

Calcium sulfate와 혈소판 유래성장인자의 혼합사용이 치주인대세포에 미치는 영향 (The effects of a combination of calcium sulfate and platelet-derived growth factor on periodontal ligament cells in vitro)

  • 김준성;최성호;유윤정;채중규;김종관;조규성
    • Journal of Periodontal and Implant Science
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    • 제27권4호
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    • pp.785-804
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    • 1997
  • It was well known that calcium sulfate was biocompatible, resorbed rapidly in the body, had potential as a good barrier membrane. Platelet-derived growth factor(PDGF) was one of polypeptide growth factor that had been reported as a biological mediator which regulates activities of wound healing process including the cell proliferation, migration and metabolism. The purpose of this study was to evaluate the effects of a combination of calcium sulfate and PDGF on periodontal ligament cells in vitro to use as a regeneration promoting agent of periodontal tissue. Human periodontal ligament cells were prepared from the premolar tooth extracted for the orthodontic treatment. Cells were cultured in ${\alpha}-MEM$ contained with 20% FBS, at the $37^{\circ}C$, 100% of humidity, 5% $Co_2$ incubator. Cells were inoculated and cultured into 96 well culture plate with $1{\times}10^4cells/well$ of ${\alpha}-MEM$ for 1 day. After discarding the medium, those cells were cultured in ${\alpha}-MEM$ contained with 10% FBS alone(control group), in calcium sulfate(calcium sulfate group), in calcium sulfate treated with 15ng/ml of PDGF-BB(calcium sulfate+PDGF group), in ${\alpha}-MEM$ contained with 10% FBS treated with 15ng/ml of PDGF-BB(PDGF group) for 1, 2, 3 day respectively. And then each group was characterized by examining of the cell counting, MTT assay, collagen synthesis. The results were as follows. 1. In the analysis of cell proliferation by cell counting, both calcium sulfate group and calcium sulfate plus PDGF group showed no stastically significant difference compared to control group, but there was stastically significant difference between PDGF group and calcium sulfate group at 1, 2 day(P<0.05). 2. In the analysis of cell proliferation by MTT assay in calcium sulfate extracts, both calcium sulfate group and calcium sulfate plus PDGF group showed no stastically significant difference compared to control group, but there was stastically significant difference between PDGF group and calcium sulfate group at 2, 3 day, and between calcium sulfate plus PDGF group and calcium sulfate group at 2 day(P

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차량검지기자료를 이용한 고속도로 설계시간계수 산정 연구 (Design Hourly Factor Estimation with Vehicle Detection System)

  • 백승걸;김범진;이정희;손영태
    • 대한교통학회지
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    • 제25권6호
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    • pp.79-88
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    • 2007
  • 설계시간교통량(DHV: Design Hourly Volume)은 도로설계의 기본이 되는 장래시간 교통량으로, 계획목표년도에 대상 도로구간을 통과할 것으로 예상되는 한 시간 교통량을 말한다. 설계시간계수(K)는 "계획목표연도의 연평균 일교통량에 대한 설계시간 교통량의 비율(DHV/AADT)"로 정의되며, 30번째 시간 교통량을 이용할 경우 설계시간계수는 $K_{30}$으로 나타낸다. 적정규모의 도로를 설계하기 위해서는 합리적인 교통량의 예측 및 도로의 지역특성과 교통특성을 반영한 설계시간계수(DHF : Design Hour Factor)를 산출하는 것이 중요하다. 본 연구에서는 고속도로를 지역적 특성별로 유형분류한 후, 서해안 고속도로 차량검지기자료의 연간 시간대별 교통량자료를 이용하여 고속도로 설계시간계수를 구하였다. 분석결과 정기교통량조사 자료와 차량검지기자료에서 연평균일교통량은 유사한 반면, 첨두시간교통량은 특히 관광부에서 상당한 차이를 나타냈다. 정기교통량조사 자료는 실제 시간교통량 특성을 반영하기가 어려워 정기교통량조사 자료를 이용한 평균설계시간계수는 기존 지침이나 연구에서 제시되었던 결과와 다르게 산출되었으며, 기존 지침과 상반되게 도시부가 지방부와 관광부보다 더 높게 나타났다. 반면 차량검지기자료를 이용하여 구한 설계시간계수는 기존 지침에서 제시되고 있는 설계시간계수와 비교하여 도시부는 유사하게, 지방부는 약간 높게 산출되었다. 따라서 서해안고속도로에 대한 분석결과만을 이용하여 해석할 때 정기교통량 자료를 이용하는 것보다 차량검지기 자료를 이용하여 산정한 설계시간계수가 기존 관련지침에 제시된 값들과 비교적 유사하며, 합리적인 결과를 도출하여 신뢰성을 갖는 것으로 분석되었다.

Induction of DNA Damage in L5178Y Cells Treated with Gold Nanoparticle

  • Kang, Jin-Seok;Yum, Young-Na;Kim, Joo-Hwan;Song, Hyun-A;Jeong, Jin-Young;Lim, Yong-Taik;Chung, Bong-Hyun;Park, Sue-Nie
    • Biomolecules & Therapeutics
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    • 제17권1호
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    • pp.92-97
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    • 2009
  • As nanomaterials might enter into cells and have high reactivity with intracellular structures, it is necessary to assay possible genotoxic risk of them. One of these approaches, we investigated possible genotoxic potential of gold nanoparticle (AuNP) using L5178Y cells. Four different sizes of AuNP (4, 15, 100 or 200 nm) were synthesized and the sizes and structures of AuNP were analyzed using transmission electron microscopy (TEM), scanning electron microscopy (SEM) and stability was analyzed by a UV/Vis. Spectrophotometer. Cytotoxicity was assessed by direct cell counting, and cellular location was detected by dark field microscope at 6, 24 and 48 h after treatment of AuNP. Comet assay was conducted to examine DNA damage and tumor necrosis factor (TNF)-${\alpha}$ mRNA level was assay by real-time reverse transcription polymerase chain reaction. Synthetic AuNP (4, 50, 100 and 200 nm size) had constant characteristics and stability confirmed by TEM, SEM and spectrophotometer for 10 days, respectively. Dark field microscope revealed the location of AuNP in the cytoplasm at 6, 24 and 48 h. Treatment of 4 nm AuNP induced dose and time dependent cytotoxicity, while other sizes of AuNP did not. However, Comet assay represented that treatment of 100 nm and 200 nm AuNP significantly increased DNA damage compared to vehicle control (p <0.01). Treatment of 100 nm and 200 nm AuNP significantly increased TNF-${\alpha}$ mRNA expression compared to vehicle control (p<0.05, p<0.01, respectively). Taken together, AuNP induced DNA damage in L5178Y cell, associated with induction of oxidative stress.