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The attacker group feature extraction framework : Authorship Clustering based on Genetic Algorithm for Malware Authorship Group Identification (공격자 그룹 특징 추출 프레임워크 : 악성코드 저자 그룹 식별을 위한 유전 알고리즘 기반 저자 클러스터링)

  • Shin, Gun-Yoon;Kim, Dong-Wook;Han, Myung-Mook
    • Journal of Internet Computing and Services
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    • v.21 no.2
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    • pp.1-8
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    • 2020
  • Recently, the number of APT(Advanced Persistent Threats) attack using malware has been increasing, and research is underway to prevent and detect them. While it is important to detect and block attacks before they occur, it is also important to make an effective response through an accurate analysis for attack case and attack type, these respond which can be determined by analyzing the attack group of such attacks. Therefore, this paper propose a framework based on genetic algorithm for analyzing malware and understanding attacker group's features. The framework uses decompiler and disassembler to extract related code in collected malware, and analyzes information related to author through code analysis. Malware has unique characteristics that only it has, which can be said to be features that can identify the author or attacker groups of that malware. So, we select specific features only having attack group among the various features extracted from binary and source code through the authorship clustering method, and apply genetic algorithm to accurate clustering to infer specific features. Also, we find features which based on characteristics each group of malware authors has that can express each group, and create profiles to verify that the group of authors is correctly clustered. In this paper, we do experiment about author classification using genetic algorithm and finding specific features to express author characteristic. In experiment result, we identified an author classification accuracy of 86% and selected features to be used for authorship analysis among the information extracted through genetic algorithm.

Improved Binarization and Removal of Noises for Effective Extraction of Characters in Color Images (컬러 영상에서 효율적 문자 추출을 위한 개선된 2치화 및 잡음 저거)

  • 이은주;정장호
    • Journal of Information Technology Application
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    • v.3 no.2
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    • pp.133-147
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    • 2001
  • This paper proposed a new algorithm for binarization and removal of noises in color images with characters and pictures. Binarization was performed by threshold which had computed with color-relationship relative to the number of pixel in background and character candidates and pre-threshold for dividing of background and character candidates in input images. The pre-threshold has been computed by the histogram of R, G, B In respect of the images, while background and character candidates of input images are divided by the above pre-threshold. As it is possible that threshold can be dynamically decided by the quantity of the noises, and the character images are maintained and the noises are removed to the maximum. And, in this study, we made the noise pattern table as a result of analysis in noise pattern included in the various color images aiming at removal of the noises from the Images. Noises included in the images can figure out Distribution by way of the noise pattern table and pattern matching itself. And then this Distribution classified difficulty of noises included in the images into the three categories. As removal of noises in the images is processed through different procedure according to the its classified difficulties, time required for process was reduced and efficiency of noise removal was improved. As a result of recognition experiments in respect of extracted characters in color images by way of the proposed algorithm, we conformed that the proposed algorithm is useful in a sense that it obtained the recognition rate in general documents without colors and pictures to the same level.

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Manufacturing of Meat Flavor Extract used for Browning Reaction (Browning Reaction을 이용한 Meat Flavor Extract의 개발)

  • Kim Duk-Sook;Kim Jong-Seung
    • The Korean Journal of Food And Nutrition
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    • v.17 no.3
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    • pp.313-321
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    • 2004
  • Separation-concentration of sulfur containing heterocyclic compounds(SCHC) from many reaction meat flavors manufactured with Maillard reaction was carried out. Profile of SCHC was identified and analyzed by GC and GC-MSD. The results were as follows. 1. Profile of SCHC could be identified 7 kinds thiazole and 11 kinds thiophene, the major produced compounds were thiophene, thiazolidine, 4-methyl-5-thiazole ethanol. 2. In the case of SCHC, relationship between changes of reaction conditions and the kind of produced components were as same, but produced amounts appeared the difference. Producing amount of complexed SCHC and caramellike note as well as oxygen containing heterocyclic compounds were high level more than high reaction temperature and long time reaction period. 3. Producing ratio of comparative simple structural SCHC were the highest level at reaction conditions of moisture content 50%, reaction temperature 100$^{\circ}C$ and reaction time 2 hours. Reaction conditions for the revelation of reaction meat flavor were below 110$^{\circ}C$ and less than 2 hours. 4. Relationship between moisture content and reaction temperature as well as reaction time had very relative relation. From the change of moisture content and reaction conditions could be obtained the simultaneously profile. Signal presentation for production of reaction meat flavor could be from extraction-separation-concentration of SCHC through simplification of raw-materials in the flavor and seasoning food industry.

Antibacterial Activities of Flower Tea Extracts against Oral Bacteria (꽃차용 꽃 추출물의 구강위생균에 대한 항균특성)

  • Han, Young-Sook;Kang, So-Jin;Pack, Se-A;Lee, Sun-Suk;Song, Hee-Ja
    • Korean journal of food and cookery science
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    • v.27 no.3
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    • pp.21-28
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    • 2011
  • In this study, we analyzed flower tea activity against oral bacteria. Lagerstroemia indica, Paeonia suffruticosa and Hemerocallis fulva showed high extract yields. Bellis perennis, Punica granatum and Cercis chinensis showed the high rates of yield by ethanol extraction. Extract yield seemed to be related to the characteristics of the specimens rather than to the solvent. Streptococcus mutans, Streptococcus obrinus, Porphyromonas gingivalis and Prevotella intermedia were used to investigate extracts activity against bacteria; the former two cause dental caries and the latter two cause halitosis. Cornus officinalis, L. indica, P. granatum and P.s uffruticosa showed high antibacterial activities against S. mutans. In specimens extracted with ethanol, P. suffruticosa, Camellia sinensis, Camellia japonica L. and Rosa hybrida showed high antibacterial activities. L. indica, P. granatum and C. officinalis showed high antibacterial activities against S. sobrinus. C. officinalis, P. granatum, L. indica and P. suffruticosa showed high activities for specimens extracted with ethanol. The results show that the warm extracts of C. officinalis, L. indica and P. granatum may be effective to prevent dental caries. In particular, the ethanol-based extracts of C. officinalis, P. suffruticosa and C. sinensis were effective to prevent dental caries and thus may be highly marketable. Chrysanthemum zawadskii, R. hybrida, P. granatum, C. japonica L. and Zinnia elegans showed high antibacterial activity against P.gingivalis. R. hybrida showed the highest ethanol extract activity, followed by P. suffruticosa, P. granatum, C. japonica L. and L. indica. R. hybrida, P. granatum, C. morifolium and C. japonica showed high activity against Pr.intermedia in the order named. C. zawadskii, P. granatum, L. indica, C. japonica and A. princeps showed high ethanol extract activity. Thus, the warm extracts of R. hybrida, P. granatum and C. japonica may be helpful to reduce halitosis. In addition, the ethanol-based extracts of P. granatum, C. japonica and L. indica are expected to be highly marketable as mouthwashes.

The Effect of Dispersion Medium on Intensity of Volatile Flavor Components and Recovery of Essential Oil from Capsella bursa-pastoris by Steam Distillation (수증기 증류시 분산매의 조성이 냉이의 휘발성 향기성분의 강도 및 정유 회수율에 미치는 영향)

  • Choi, Hyang-Sook;Lee, Mie-Soon
    • Korean Journal of Food Science and Technology
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    • v.28 no.5
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    • pp.827-833
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    • 1996
  • Along with the increased necessity for an efficient utilization of Korean wild edible plants growing in fields and mountains, attempts were made to investigate the patterns of flavor changes accompanied hy various conditions of dispersion medium. The effect of various pH values and concentration of sucrose or NaCl of dispersion medium on volatile flavor patterns was investigated to evaluate the applicability of flavor components extracted from Capsella bursa-pastoris for food industry. Essential oils from this wild plant were isolated by simultaneous steam distillation-extraction (SDE) method using diethyl ether as solvent. Concentrated samples were analyzed s chromatography (GC) and combined gas chromatography-mass spectrometry (GC-MS). Most volatile flavor components of Capsella bursa-pastoris showed good recovery when steam distilled at pH 7 by SDE method. Increasing concentration of sucrose and 15% by NaCl, resulted in greater numbers of identified flavor components from Capsella bursa-pastoris.

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Rapid Gas Chromatographic Screening of Vegetable Oils for Free Fatty Acids (기체크로마토그래피법에 의한 식물성 유지내 유리 지방산의 신속한 스크리닝)

  • Kim, Jung-Han;Kim, Kyoung-Rae;Chai, Jeong-Young;Oh, Chang-Hwan;Park, Hyung-Kook
    • Korean Journal of Food Science and Technology
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    • v.25 no.4
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    • pp.373-378
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    • 1993
  • A rapid gas chromatographic profiling method for the simultaneous analysis of free fatty and other acids was applied to vegetable oils. Oil samples were dissolved in dichloromethane and the free acids were extracted with saturated $NaHCO_3$ solution. The aqueous extract was acidified and then loaded onto the Chromosorb P column for the extraction. The acids were eluted with diethyl ether selectively from Chromosorb P column and were treated with triethylamine to prevent the losses of volatile acids. Several long chain fatty acids were detected from soybean oil, rice-bran oil, sesame oil and perilla oil. Various organic acids including odd number fatty acids were detected in crude oil, especially sesame oil. Arachidic acid from perilla oil and vanillic acid from sesame oil, which were not reported before were detected. The content ratio of free linoleic acid to oleic acid was $1.02{\sim}1.18$, which was similar to the reported data. When the GC profile of organic acids were simplified to their corresponding retention index spectra of bar graphical forms, they presented characteristic pattern of each vegetable oil that can be quickly recognized.

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Antioxidative Effect of us javanica Linne Extract by Various Solvents (붉나무 순차 용매 추출물의 항산화 효과 비교)

  • Lee, Yun-Jae;Shin, Dong-Hwa;Chang, Young-Sang;Kang, Woo-Suk
    • Korean Journal of Food Science and Technology
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    • v.25 no.6
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    • pp.677-682
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    • 1993
  • Hexane(Hx), ethyl acetate(EtoAc) methanol(MeOH) and 99% ethanol(EtOH) extract of Rhus javanicus Lines with synergists e.g. ascorbic acid(AA), citric acid(CA) and ${\delta}-tocopherol$(TO) were tested their antioxidative effect on palm oil and lard by Rancimat. The methanol showed the highest extraction yield as 14.53%(w/w). When each 600 ppm of Hx, EtOAc, MeOH and EtOH extract with 200 ppm of AA was added to palm oil, the antioxidative index(AI: induction time of oil containing of each extract/induction time of test oil) were 1.83, 2.25, 2.81 and 2.85 respectively which were higher than other treatments and 600 ppm of each extract with 200 ppm of TO to lard, the AI were 3.64, 7.83, 7.34 and 9.30 respectively. Each solvent fractionate of EtOH and EtOAc extracts resulted no higher antioxidative effect than crude whole extract. Palm oil and lard containing 600 ppm of methanol extract were very stable comparing with the control by POV and TBA at oven test($60^{\circ}C$).

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Antioxidative Activity of Heat Treated Licorice (Glycyrrhiza uralensis Fisch) Extracts (열처리한 감초추출물의 항산화활성)

  • Woo, Koan-Sik;Jang, Keum-Il;Kim, Kwang-Yup;Lee, Hee-Bong;Jeong, Heon-Sang
    • Korean Journal of Food Science and Technology
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    • v.38 no.3
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    • pp.355-360
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    • 2006
  • Antioxidative activity and physicochemical characteristics of heat-treated licorice extracted by ethyl-acetate (EtOAc) and ethyl-alcohol (EtOH) were evaluated at various treatment temperatures (110, 120, 130, 140, and $150^{\circ}C$), times (1, 2, 3, 4, and 5 hr), and moisture contents (10, 20, 30, 40, and 50%). Maximum extraction yields of EtOAc treated at $140^{\circ}C$, 2 hr, and 20% moisture content and EtOH extracts treated at $120^{\circ}C$, 2 hr, and 40% moisture content were 9.48 and 32.90%, whereas those of control were 3.74 and 14.60%, respectively. Highest total polyphenol content was obtained from 13.95 mg/g EtOH extract treated at $150^{\circ}C$, 3 hr, and 30% moisture content (control: 6.92 mg/g). Highest antioxidative activity $(IC_{50})$ was obtained from 0.32 g/L EtOAc treated at $140^{\circ}C$, 2 hr, and 20% moisture content (control: 0.57 g/L). Highest ascorbic acid equivalent antioxidant activity value of 2,112.61 mg ascorbic acid (AA) eq was obtained from EtOAc extract treated at $120^{\circ}C$, 2 hr, and 40% moisture content (control: 1,920.27 mg AA eq). Optimum heat treatment conditions were $130-140^{\circ}C$, 3 hr, and 30% moisture content.

A Study on the Proteolysis of Mussel Protein by a Commercial Enzyme Preparation (단백질 분해효소에 의한 홍합 단백질의 분해에 관한 연구)

  • Choi, In-Jae;Nam, Hee-Sop;Shin, Zae-Ik;Lee, Byong-Hoon
    • Korean Journal of Food Science and Technology
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    • v.24 no.6
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    • pp.519-523
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    • 1992
  • The patterns on the proteolysis of mussel protein using a commercial enzyme preparation were investigated. The best one among six commercial enzyme preparations for the manufacture of mussel extract was Corolase PP, based on the degree of hydrolysis (DH). When the raw mussel paste, without water addition, was adjusted to pH 6.5, added 0.1% (w/w dry basis) of Corolase PP. and reacted at $50^{\circ}C$ for four hours, it reached the maximum value of DH (79%). The precooking of raw mussel decreased the efficiency of extraction and hydrolysis of the protein, due to the inactivation of the autolytic enzymes contained in the mussel. During the course of proteolysis, major free amino acids such as glycine, alanine, glutamic acid and lysine, representing a characteristic brothy taste of mussel were replaced with free hydrophobic amino acids including valine, methionine, isoleucine, and leucine. The electrophoretic pattern and HPLC-GPC pattern of mussel protein hydrolysates during the hydrolysis were observed and also discussed.

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The effect of LH Receptor in the Pregnancy of Poor Responders (황체호르몬 수용체의 발현이 저반응 환자군의 임신에 미치는 영향)

  • Lee, Jung-Bok;Do, Byung-Rok;Kim, Eun-Soo;Kim, Myung-Hee;Chun, Eun-Kyung;Jeong, Hyeon-Jeong;Roh, Sung-Il;Kim, Moon-Kyoo;Yoon, Hyun-Soo
    • Clinical and Experimental Reproductive Medicine
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    • v.31 no.2
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    • pp.111-117
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    • 2004
  • Objectives: To investigate the effect of LH receptor in folliculogenesis, we confirm the expression level of LH receptor (LH-R) mRNA in human granulosa cells (GCs) and its expression levels were analyzed by comparison to embryo developmental rate and pregnancy rate. Materials and Methods: GCs were obtained at the time of oocyte retrieval from the patients undergoing IVF-ET program. The patients were divided into two groups: Group I (n=20) is poor responder (retrieved oocyte(s)$\leq$3ea), Group II (n=80) is normal responder (retrieved oocytes>3ea). After the extraction of total RNA, semiquantitative RT-PCR was performed and the expression level of LH-R mRNA was normalized by $\beta$-actin. Statistical analysis was performed by using $X^2$ test, Student's t-test and Pearson correlation. Results: In Group II, the relative values of LH-R mRNA (0.680 vs. 0.463, p<0.005) and pregnancy rate (54.7% vs. 23.1%, p<0.05) were significantly higher than in Group I. Number of retrieved oocyte(s) was gradually increased when the expression of LH-R mRNA was increased (p<0.05). But the quality of retrieved oocyte and transferred embryo were not related with the expression of LH-R mRNA. When the pregnancy rate was compared with FSH only group and FSH combined with hMG group in the ovarian stimulation protocol, FSH combined with hMG group was significantly higher than FSH only group in Group I (37.5% vs. 0%), and the expression of LH-R mRNA was significantly higher in hMG combined group than FSH only group (p<0.05). Conclusion: Expression level of LH-R mRNA has important role in ovarian function related with the response to gonadotrophin in human folliculogenesis. Furthermore these data might provide the evidence that additional use of hMG is helpful to poor responders.