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딥러닝 기반 배추 심 중심 영역 및 깊이 분류 모델 개발 (Development of a deep learning-based cabbage core region detection and depth classification model)

  • 권기현;노종혁;김아나;김태형
    • 한국정보전자통신기술학회논문지
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    • 제16권6호
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    • pp.392-399
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    • 2023
  • 본 논문에서는 김치 제조 공정 중 배추 심 제거 공정의 로봇 자동화를 위한 배추 심 영역 및 깊이를 판별하는 딥러닝 모델을 제안하는 것이다. 또한 계측된 배추의 심 깊이를 예측하는 것이 아닌 discrete 클래스로 변환하여 영역 검출 및 분류를 동시에 하는 모델을 제시하였다. 딥러닝 모델 학습 및 검증을 위하여 전처리 과정을 거지치 않고 수확된 배추 522 포기에 대한 RGB 영상을 획득하였다. 획득한 영상으로부터 심 영역 및 깊이 라벨링 그리고 데이터 증강 기법을 적용하였다. 제안하는 YOLO-v4 딥러닝 모델 기반 배추 심 영역 검출 및 분류 모델의 성능을 평가하기 위하여 mAP, IoU, accuracy, sensitivity, specificity 그리고 F1-score로 선정하였다. 그 결과 배추 심 영역 검출은 mAP 그리고 IoU 값이 각각 0.97 그리고 0.91로 나타났으며, 심 깊이 분류의 경우 accuracy 그리고 F1-score 값이 각각 96.2% 그리고 95.5%로 나타났다. 본 연구 결과를 통하여 배추의 심 영역 검출 및 깊이 정보 분류가 가능하며, 추후 배추 심 제거 공정의 로봇-자동화 시스템 개발에 활용될 수 있는 가능성을 확인하였다.

자죽염이 백서의 혈압 변동에 미치는 영향에 대한 연구(I) (Effects of Purple Bamboo Salt(PB-salt) on the Blood Pressure in Rats)

  • 윤대환;박현철;조재우;김정상;장경선;나창수
    • 동의생리병리학회지
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    • 제16권1호
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    • pp.154-159
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    • 2002
  • There are several types of salts that can be classified into raw salt(Chunil salt), purified salts(NaCl reagent grade) and processed salts(Bamboo salt, Purple bamboo salt using in this study) in Korea. Salts has been utilized for the food as well as for the drug in the Oriental Medicine. Purple bamboo salt(PB-salt) was made by heating up to 1300℃ nine times after putting the raw salts in the bamboo. Since salt is generally known to cause the blood pressure to elevate, this study was conducted to investigate the effect of PB-salt on an adverse reaction of the blood pressure elevation. The experiment was performed with the 2 protocols ; 1. Effect of NaCl and PB-salt administration i.v. with the different the concentration(250, 500, 750, 1000mg/kg) on a mean artery blood pressure(MAP) change. 2. Effect of 500mg/kg NaCl and PB-salt administration p.o. for 6 days on the systolic blood pressure change. The results were as follows; The results were as follows; In a short minute change of blood pressure by direct method, PB-salt adminstration did not induced the hypertension unlike NaCl adminstration. In a date change of blood pressure by indirect method, systolic blood pressure was increased about 12-18% in the NaCl administration group, whereas within 6% in the PB-salt administration group from 2 days to 5 days. These results suggest that PB-salt might have some unidentified ingredient to be changed in the course of processing, making it superior to other salts.

광자극을 이용한 소동물 뇌 fMRI 연구 (Small animal brain functional MRI study using light stimulation)

  • 김욱;박용성;고인옥;강경준;강주현;임상무;우상근
    • 한국컴퓨터정보학회:학술대회논문집
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    • 한국컴퓨터정보학회 2016년도 제54차 하계학술대회논문집 24권2호
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    • pp.295-296
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    • 2016
  • 본 연구에서는 LED 광 자극이 뇌의 어느 영역을 자극하여 신경신호를 전달하는지에 관해서 관찰하고자 연구를 진행하였다. 광 자극에 의한 뇌 영역의 활성변화를 관찰하기 위하여 실험용 소동물과 영상장비인 9.4T MRI를 이용하여 연구를 수행 하였다. 실험용 소동물은 Balb/c 마우스를 이용하였으며 기능적 자기공명영상 획득 방법 중 하나인 에코평면영상 기법을 이용하여 뇌 영상을 획득 하였다. 획득한 영상을 바탕으로 뇌 영역의 자극 정도를 확인해보기 위해 영상처리기법인 재편성(realignment), 일치(co-registration), 표준화(normalization), 평활화(smoothing) 방법으로 영상을 전처리 하고, statistical parametric map (SPM12)을 사용하여 분석하였다. 본 연구에서는 광자극이 소동물 뇌 영역 중 하나인 상구(Superior colliculus)영역과 대뇌의 시각피질 (visual cortex, V1) 영역에서 자극을 일으키는 것을 확인할 수 있었다.

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Quality Control Usage in High-Density Microarrays Reveals Differential Gene Expression Profiles in Ovarian Cancer

  • Villegas-Ruiz, Vanessa;Moreno, Jose;Jacome-Lopez, Karina;Zentella-Dehesa, Alejandro;Juarez-Mendez, Sergio
    • Asian Pacific Journal of Cancer Prevention
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    • 제17권5호
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    • pp.2519-2525
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    • 2016
  • There are several existing reports of microarray chip use for assessment of altered gene expression in different diseases. In fact, there have been over 1.5 million assays of this kind performed over the last twenty years, which have influenced clinical and translational research studies. The most commonly used DNA microarray platforms are Affymetrix GeneChip and Quality Control Software along with their GeneChip Probe Arrays. These chips are created using several quality controls to confirm the success of each assay, but their actual impact on gene expression profiles had not been previously analyzed until the appearance of several bioinformatics tools for this purpose. We here performed a data mining analysis, in this case specifically focused on ovarian cancer, as well as healthy ovarian tissue and ovarian cell lines, in order to confirm quality control results and associated variation in gene expression profiles. The microarray data used in our research were downloaded from ArrayExpress and Gene Expression Omnibus (GEO) and analyzed with Expression Console Software using RMA, MAS5 and Plier algorithms. The gene expression profiles were obtained using Partek Genomics Suite v6.6 and data were visualized using principal component analysis, heat map, and Venn diagrams. Microarray quality control analysis showed that roughly 40% of the microarray files were false negative, demonstrating over- and under-estimation of expressed genes. Additionally, we confirmed the results performing second analysis using independent samples. About 70% of the significant expressed genes were correlated in both analyses. These results demonstrate the importance of appropriate microarray processing to obtain a reliable gene expression profile.

ECDIS에 의한 grab 준설작업의 실시간 모니터링에 관한 연구 (Real-time monitoring of grab dredging operation using ECDIS)

  • 정기원;이대재;정봉규;이유원
    • 수산해양기술연구
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    • 제43권2호
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    • pp.140-148
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    • 2007
  • This paper describes on the real-time monitoring of dredging information for grab bucket dredger equipped with winch control sensors and differential global positioning system(DGPS) using electronic chart display and information system(ECDIS). The experiment was carried out at Gwangyang Hang and Gangwon-do Oho-ri on board M/V Kunwoong G-16. ECDIS system monitors consecutively the dredging's position, heading and shooting point of grab bucket in real-time through 3 DGPS attached to the top bridge of the dredger and crane frame. Dredging depth was measured by 2 up/down counter fitted with crane winch of the dredger. The depth and area of dredging in each shooting point of grab bucket are displayed in color band. The efficiency of its operation can be ensured by adjusting the tidal data in real-time and displaying the depth of dredging on the ECDIS monitor. The reliance for verification of dredging operation as well as supervision of dredging process was greatly enhanced by providing three-dimensional map with variation of dredging depth in real time. The results will contribute to establishing the system which can monitor and record the whole dredging operations in real-time as well as verify the result of dredging quantitatively.

VLA AMMONIA LINE OBSERVATIONS OF THE YOUNG STELLAR OBJECT IRAS 19550+3248

  • LEE Ho-GYU;KOO BON-CHUL;PARK YONG-SUN;HO PAUL T. P.
    • 천문학회지
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    • 제35권2호
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    • pp.105-110
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    • 2002
  • We present the results of VLA $NH_3$ (1,1) and (2,2) line observations of the young-stellar object (YSO) IRAS 19550+3248. The integrated intensity map of the $NH_3$ (1,1) line shows that there are two ammonia cores in this region; core A which is associated with the YSO, and core B which is diffuse and located at the northeast of core A. Core A is compact and elongated along the east-west direction (0.07 pc$\times$0.05 pc) roughly perpendicular to the molecular outflow axis. Core B is diffuse and extended (0.18 pc$\times$0.07 pc). $NH_3$ (2,2) line is detected only toward core A, which indicates that it is hotter (~ 15 K), presumably due to the heating by the YSO. The $NH_3$ (1,1) line toward core A is wide (${\Delta}v{\ge} 3 km s^{-l}$) and appears to have an anomalous intensity ratio of the inner satellite hyperfine lines. The large line width may be attributed to the embedded YSO, but the hyperfine anomaly is difficult to explain. We compare the results of $NH_3$ observations with those of previous CS observations and find that the CS emission is detected only toward core A and is much more extended than the $NH_3$ emission.

5-축 CNC 밀링으로의 자유곡면 가공에 관한 연구 (I) 공구축 방향의 벡터와 포스트 프로세싱 (A Study on the Machining of Sculptured Surfaces by 5-Axis CNC Milling (l) Cutter Axis Direction Verctor and Post-Processing)

  • 조현덕;전용태;양민양
    • 대한기계학회논문집
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    • 제17권8호
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    • pp.2001-2011
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    • 1993
  • This study deals with the machining of sculptured surfaces on 5-axis CNC milling machine with end mill cutter. The study (I) has the following contents. In 5-axis CNC milling, CL-data consist of CC-data and cutter axis direction vector at the CC-point. Thus, in machining of the sculptured surface on 5-axis CNC milling machine, determination of the direction vector of the milling cutter is very important. The direction vector is obtained by the fact that bottom plane of the milling cutter must not interfere with the free-form surface being machined. The interference is checked by the z-map method which can be applied in all geometric types of the sculptured surfaces. After generating NC part programs from 5-axis post-processing algorithms, sculptured surfaces were machined with 5-axis CNC milling machine (CINCINNATI MILACRON, 20V-80). From these machining tests, it was shown that the machining of the free-form surfaces on 5-axis CNC milling machine with the end mill has smaller cusp heights and shorter cutting time than on 3-axis CNC milling machine with the ball-end mill. Thus, 5-axis CNC end milling was effective machining method for sculptured surfaces. The study (II) deals with the prediction of cusp height and the determination of tool path interval for the 5-axis machining of sculptured surfaces on the basis of study(I).

Molecular Cloning of Chitinase Genes Family from Serratia marcescens

  • Song, Young-Hwan;Kweon, Oh-Gun
    • 한국어병학회지
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    • 제6권2호
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    • pp.103-110
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    • 1993
  • Sau3AI으로 부분절단한 Serratia marcescens genomic DNA(5Kb 이상)을 pUC19의 BamHI site에 삽입하여 total genomic library를 준비하였다. Swollen colloidal chitin media에서 halo를 형성하는 2개의 E.coli 형질전환주를 선별하였다. 이들 colony가 chitinase 유전자를 갖음을 재확인하기 위하여 4-methylumbelliferyl N-acetyl-$\beta$-D-glucosaminide(4-MuFGlcNAc)를 이용하였다. 4-MuFGlcNAc는 chitinase에 대한 기질특이성을 나타내며 형광을 나타내는 기질로서 positive clone들은 360nm의 자외선을 조사하였을 경우 밝은 형광을 나타낸다. pUC19으로 부터 유래된 2 종류의 다른 chitinase clone, pCH1(11.0Kb) 및 pCH2(7.5Kb)를 genomic DNA library로 부터 분리하였으며, 이들의 제한효소지도를 작성한 결과 서로 다른 제한효소지도를 나타내었다. pCH1EA 및 pCH2로 부터 각각의 EcoRI-Xbal fragment를 subcloning함으로써 두개의 다른 chitinase 유전자의 위치를 결정하였다. pCH1EA 및 pCH2를 cross hybridization 한 결과 hybridization signal을 나타내지 않아 서로 유사성이 없는 것으로 사료된다.

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Mapping the water table at the Cheongju-Gadeok site of the Korea National Groundwater Monitoring Network using multiple geophysical methods

  • Ju, Hyeon-Tae;Sa, Jin-Hyeon;Kim, Ji-Soo
    • 지질공학
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    • 제27권3호
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    • pp.305-312
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    • 2017
  • The most effective way to distinguish subsurface interfaces that produce various geophysical responses is through the integration of multiple geophysical methods, with each method detecting both a complementary and unique set of distinct physical properties relating to the subsurface. In this study, shallow seismic reflection (SSR) and ground penetrating radar (GPR) surveys were conducted at the Cheongju-Gadeok site of the Korea National Groundwater Monitoring Network to map the water table, which was measured at 12 m depth during the geophysical surveys. The water table proved to be a good target reflector in both datasets, as the abrupt transition from the overlying unsaturated weathered rock to the underlying saturated weathered rock yielded large acoustic impedance and dielectric constant contrasts. The two datasets were depth converted and integrated into a single section, with the SSR and GPR surveys conducted to ensure subsurface imaging at approximately the same wavelength. The GPR data provided detailed information on the upper ~15 m of the section, whereas the SSR data imaged structures at depths of 10-45 m. The integrated section thus captured the full depth coverage of the sandy clay, water table, weathered rock, soft rock, and hard rock structures, which correlated well with local drillcore and water table observations. Incorporation of these two geophysical datasets yielded a synthetic section that resembled a simplified aquifer model, with the best-fitting seismic velocity, dielectric constant, and porosity of the saturated weathered layer being $v_{seismic}=1000m/s$, ${\varepsilon}_r=16$, and ${\phi}=0.32$, respectively.

Functional PstI/RsaI Polymorphisms in the CYP2E1 Gene among South Indian Populations

  • Lakkakula, Saikrishna;Maram, Rajasekhar;Munirajan, Arasambattu Kannan;Pathapati, Ram Mohan;Visweswara, Subrahmanyam Bhattaram;Lakkakula, Bhaskar V.K.S.
    • Asian Pacific Journal of Cancer Prevention
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    • 제14권1호
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    • pp.179-182
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    • 2013
  • Human cytochrome P4502E1 (CYP2E1) is a well-conserved xenobiotic-metabolizing enzyme expressed in liver, kidney, nasal mucosa, brain, lung, and other tissues. CYP2E1 is inducible by ethanol, acetone, and other low-molecular weight substrates and may mediate development of chemically-mediated cancers. CYP2E1 polymorphisms alter the transcriptional activity of the gene. This study was conducted in order to investigate the allele frequency variation in different populations of Andhra Pradesh. Two hundred and twelve subjects belonging to six populations were studied. Genotype and allele frequency were assessed through TaqMan allelic discrimination (rs6413419) and polymerase chain reaction-sequencing (-1295G>C and -1055C>T) after DNA isolation from peripheral leukocytes. The data were compared with other available world populations. The SNP rs6413419 is monomorphic in the present study, -1295G>C and -1055C>T are less polymorphic and followed Hardy-Weinberg equilibrium in all the populations studied. The -1295G>C and -1055C>T frequencies were similar and acted as surrogates in all the populations. Analysis of HapMap populations data revealed no significant LD between these markers in all the populations. Low frequency of $CYP2E1^*c2$ could be useful in the understanding of south Indian population gene composition, alcohol metabolism, and alcoholic liver disease development. However, screening of additional populations and further association studies are necessary. The heterogeneity of Indian population as evidenced by the different distribution of $CYP2E1^*c2$ may help in understanding the population genetic and evolutionary aspects of this gene.