• Title/Summary/Keyword: autoML

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Study on the Physical Properties of Cellular Rubber Products (국산(國産) 스폰지류(類)의 물성연구(物性硏究))

  • Paik, Nam-Chul;Ryu, Woon-Young;Choi, Sei-Young
    • Elastomers and Composites
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    • v.15 no.3
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    • pp.147-154
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    • 1980
  • The cellular rubber products for industrial purpose have been applied in many fields such as auto-motive parts, ship-building, machinery, sports goods, diving suit or interior housings etc. The purpose of this dissertation is to study the physical properties of celluar rubber products particulary for those elastomers such as EPDM, CR and NBR with heat resistance property, weather proofness, and oil resistance characteristics respectively, aiming at improving their quality, and renovating the manufacturing know-how which is beyond our technical power at the present time in Korea. In order to meet this requirement an ideal recipe is being shown for the three elastomers, and also a practical recipe which is easily available in terms of compounding ingredients in domestic market has set up as shown in Table 1. for the investigation of vulcanization characteristics by means of Rheometer. The optimum Mooney viscosity of compounded rubber was found to be approximately $ML_{1+4}(100^{\circ}C)$ $30\sim45$. Excess mustication makes a dispersion of ingredients worse, consequently it causes deformation of shapes and heterogenous cell distribution. In other words the articles are rejected because of its insufficient workmanship. The results of physical properties of the products are indicated in Table 3. It has shown that the quality meet requirement when tested in accordance with ASTM D572, 573 and D 395. The test results o CR/IR blends in terms of hardness, volume change by blowing, tensile strength and elongation have been shown.

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Development of Prediction Models for Fatal Accidents using Proactive Information in Construction Sites (건설현장의 공사사전정보를 활용한 사망재해 예측 모델 개발)

  • Choi, Seung Ju;Kim, Jin Hyun;Jung, Kihyo
    • Journal of the Korean Society of Safety
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    • v.36 no.3
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    • pp.31-39
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    • 2021
  • In Korea, more than half of work-related fatalities have occurred on construction sites. To reduce such occupational accidents, safety inspection by government agencies is essential in construction sites that present a high risk of serious accidents. To address this issue, this study developed risk prediction models of serious accidents in construction sites using five machine learning methods: support vector machine, random forest, XGBoost, LightGBM, and AutoML. To this end, 15 proactive information (e.g., number of stories and period of construction) that are usually available prior to construction were considered and two over-sampling techniques (SMOTE and ADASYN) were used to address the problem of class-imbalanced data. The results showed that all machine learning methods achieved 0.876~0.941 in the F1-score with the adoption of over-sampling techniques. LightGBM with ADASYN yielded the best prediction performance in both the F1-score (0.941) and the area under the ROC curve (0.941). The prediction models revealed four major features: number of stories, period of construction, excavation depth, and height. The prediction models developed in this study can be useful both for government agencies in prioritizing construction sites for safety inspection and for construction companies in establishing pre-construction preventive measures.

Design and Implementation of a ML-based Detection System for Malicious Script Hidden Corrupted Digital Files (머신러닝 기반 손상된 디지털 파일 내부 은닉 악성 스크립트 판별 시스템 설계 및 구현)

  • Hyung-Woo Lee;Sangwon Na
    • Journal of Internet of Things and Convergence
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    • v.9 no.6
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    • pp.1-9
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    • 2023
  • Malware files containing concealed malicious scripts have recently been identified within MS Office documents frequently. In response, this paper describes the design and implementation of a system that automatically detects malicious digital files using machine learning techniques. The system is proficient in identifying malicious scripts within MS Office files that exploit the OLE VBA macro functionality, detecting malicious scripts embedded within the CDH/LFH/ECDR internal field values through OOXML structure analysis, and recognizing abnormal CDH/LFH information introduced within the OOXML structure, which is not conventionally referenced. Furthermore, this paper presents a mechanism for utilizing the VirusTotal malicious script detection feature to autonomously determine instances of malicious tampering within MS Office files. This leads to the design and implementation of a machine learning-based integrated software. Experimental results confirm the software's capacity to autonomously assess MS Office file's integrity and provide enhanced detection performance for arbitrary MS Office files when employing the optimal machine learning model.

Physiologic Changes During Bronchoscopy in Mechanically Ventilated Patients (기계환기중인 환자에서 기관지내시경 검사에 따른 생리적 변화)

  • Pyun, Yu Jang;Suh, Gee Young;Koh, Won-Jung;Yu, Chang-Min;Jeon, Kyeongman;Jeon, Ik Soo;Ham, Hyoung Suk;Kang, Eun Hae;Chung, Man Pyo;Kim, Hojoong;Kown, O Jung
    • Tuberculosis and Respiratory Diseases
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    • v.56 no.5
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    • pp.523-531
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    • 2004
  • Background : Bronchoscopy in patients on mechanical ventilation is being performed much more frequently. However, there is little data on the changes in physiologic parameters and no established mechanical ventilation protocol during bronchoscopy. A decreasing or the removal of positive end-expiratory pressure (PEEP) during bronchoscopy may precipitate severe hypoxemia and/or derecruitment. Methods : Our standardized mechanical ventilation protocol, without changing the PEEP level, was used during bronchoscopy. The physiological parameters were measured during the bronchoscopic procedure. Results : During bronchoscopy, respiratory acidosis, elevation of peak pressure, elevation of heart rate and auto-PEEP were developed, but were reversible changes. Procedure-related gross barotraumas or other severe complications did not developed. Conclusion : No serious complications developed during bronchoscopy under our standardized mechanical ventilation protocol when the PEEP level remained unchanged. The procedure time should be kept to a minimum to decrease the exposure time to undesirable physiological changes.

Full validation of high-throughput bioanalytical method for the new drug in plasma by LC-MS/MS and its applicability to toxicokinetic analysis

  • Han, Sang-Beom
    • Proceedings of the Korean Society of Toxicology Conference
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    • 2006.11a
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    • pp.65-74
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    • 2006
  • Modem drug discovery requires rapid pharmacokinetic evaluation of chemically diverse compounds for early candidate selection. This demands the development of analytical methods that offer high-throughput of samples. Naturally, liquid chromatography / tandem mass spectrometry (LC-MS/MS) is choice of the analytical method because of its superior sensitivity and selectivity. As a result of the short analysis time(typically 3-5min) by LC-MS/MS, sample preparation has become the rate- determining step in the whole analytical cycle. Consequently tremendous efforts are being made to speed up and automate this step. In a typical automated 96-well SPE(solid-phase extraction) procedure, plasma samples are transferred to the 96-well SPE plate, internal standard and aqueous buffer solutions are added and then vacuum is applied using the robotic liquid handling system. It takes only 20-90 min to process 96 samples by automated SPE and the analyst is physically occupied for only approximately 10 min. Recently, the ultra-high flow rate liquid chromatography (turbulent-flow chromatography)has sparked a huge interest for rapid and direct quantitation of drugs in plasma. There is no sample preparation except for sample aliquotting, internal standard addition and centrifugation. This type of analysis is achieved by using a small diameter column with a large particle size(30-5O ${\mu}$m) and a high flow rate, typically between 3-5 ml/min. Silica-based monolithic HPLC columns contain a novel chromatographic support in which the traditional particulate packing has been replaced with a single, continuous network (monolith) of pcrous silica. The main advantage of such a network is decreased backpressure due to macropores (2 ${\mu}$m) throughout the network. This allows high flow rates, and hence fast analyses that are unattainable with traditional particulate columns. The reduction of particle diameter in HPLC results in increased column efficiency. use of small particles (<2 urn), however, requires p.essu.es beyond the traditional 6,000 psi of conventional pumping devices. Instrumental development in recent years has resulted in pumping devices capable of handling the requirements of columns packed with small particles. The staggered parallel HPLC system consists of four fully independent binary HPLC pumps, a modified auto sampler, and a series of switching and selector valves all controlled by a single computer program. The system improves sample throughput without sacrificing chromatographic separation or data quality. Sample throughput can be increased nearly four-fold without requiring significant changes in current analytical procedures. The process of Bioanalytical Method Validation is required by the FDA to assess and verify the performance of a chronlatographic method prior to its application in sample analysis. The validation should address the selectivity, linearity, accuracy, precision and stability of the method. This presentation will provide all overview of the work required to accomplish a full validation and show how a chromatographic method is suitable for toxirokinetic sample analysis. A liquid chromatography/tandem mass spectrometry (LC-MS/MS) method developed to quantitate drug levels in dog plasma will be used as an example of tile process.

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Antioxidative Effects and Chemical Characteristics of Annona muricata Leaf Extracts (그라비올라 잎 추출물의 이화학적 특성 및 항산화 활성)

  • Kim, Young Wan;Kim, Tae Hoon;Ahn, Hee Young;Cho, Young Su
    • Journal of Life Science
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    • v.28 no.5
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    • pp.540-546
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    • 2018
  • Annona muricata, generally known as soursop, graviola, or sirsak, is native to the warmest tropical areas of North and South America and is now widely distributed throughout tropical and subtropical parts of the world, including India and Nigeria. This study tested the contents of polyphenolic compounds, flavonoids, and minerals, as well as the antioxidative effects of DPPH radical-scavenging activity, Fe/Cu-reducing power, linoleic-acid peroxidation using thiobarbituric-acid (TBA) methods and peroxidation of rat-hepatocyte microsomes, and ${\beta}$-carotene bleaching assay. These were tested with in-vitro experimental models using water, ethanol, and methanol extracts of the Annona muricata leaf (AMl). Water extracts of AMl showed the highest extraction yield (1.76%). The total polyphenol-compound concentration was the highest in the methanol extract of AMl. However, the flavonoids concentration was the highest in the ethanol extracts of AMl. AMlMl major minerals were Ca, K, and Mg. In DPPH radical-scavenging activity, the contents exhibited a strong scavenging effect on the ethanol and methanol extracts of AMl. Additionally, the Fe/Cu-reducing power was strong in ethanol and methanol extracts of AMl. $Fe^{2+}$/ascorbate-induced linoleic-acid peroxidation using TBA methods and auto-oxidation of rat-hepatic microsomes showed strong antioxidative activities in ethanol extracts of AMl. ${\beta}$-Carotene bleaching was also highest in the ethanol extracts of AMl. These results may provide the basic data to understand the chemical characteristics and antioxidative effects of Annona muricata leaf extract for the development of functional foods.

An Experimental Study for Performance Evaluation in Dogs of Preventive Contrast Media Extravasation with a Strain Gage Based Prototype Extravasation Detection Accessory System (잡견에서 조영제 혈관외유출 예방을 위한 스트레인 게이지 기반의 EDA 시스템 성능 평가를 위한 실험적 연구)

  • Kweon, D.C.;Yoo, B.G.;Lee, J.S.;Cho, M.S.;Yang, S.H.
    • Journal of Biomedical Engineering Research
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    • v.29 no.1
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    • pp.66-72
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    • 2008
  • The major risk associated with the use of automated power injectors is the well known complication of contrast material extravasation at the injection site. Automated injection of computed tomography (CT) contrast media can produce the compartment syndrome. The purpose of this study was to assess the ability of this device during clinically important episodes of extravasation. The extravasation detection accessory (EDA) system was composed of a strain gage, an amplifier and a computer based system. A strain gage pliable adhesive patch was applied to the skin aver the intravenous catheter and the catheter was connected to the power injector with a cable to monitor the resolution data. If the programmed monitoring, which was developed with MS Visual C++, at the extravasation occurred, then the injection was interrupted the auto injector. CT was used to demonstrate the clinically important extravasation. This study was a prospective, observational study in which the EDA system was used to monitor the automated mechanical injection of contrast material in 7 dogs. There were two true-positive cases (range of extravasation volumes: $18{\sim}22ml$), twenty three true-negative cases, three false-positive cases and no false-negative cases. The EDA system had a sensitivity of 100% and a specificity of 88% for the detection of clinically important extravasation. The EDA system had good sensitivity for the detection of clinically important extravasation and the EDA system has the clinical potential for the early detection of extravasation of the contrast medium that is administered with power injectors. The EDA system is easy to use safe and accurate for the monitoring extravasation of the intravenous injections, and this system may prove especially useful in CT applications.

In vitro Antioxidant Activity of Mentha viridis L. and Mentha piperita L. (박하의 in vitro 항산화활성)

  • Lee, Seung-Eun;Han, Hee-Sun;Jang, In-Bok;Kim, Geum-Soog;Shin, Yu-Su;Son, Yeong-Deck;Park, Chung-Berm;Seong, Nak-Sul
    • Korean Journal of Medicinal Crop Science
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    • v.13 no.6
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    • pp.255-260
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    • 2005
  • For selecting a new candidate as functional material, this study was conducted on in vitro antioxidant activity and total phenol content of methanol and water extracts prepared from two Mentha species (M viridis L. (M spicata L.) and Mentha piperita L, Extracts of M. viridis showed more efficient scavenging activity on superoxide and DPPH ${({\alpha},{\alpha}-diphenyl-{\beta}-picrylhydrazyl)}$ radical and inhibitory activity on oxidation of human low density lipoprotein (LDL) induced by $CuSO_4$ and auto-oxidation of linoleic acid than those of M piprita. Methanol extract $(65.88%{\sim}77.59%)$ and water extract $(37.69%{\sim}87.21%)$ of M. viridis also exhibited more potent inhibitory activity on LDL oxidation than that of ${{\alpha}-tocopherol\;(28.37%{\sim}66.54%)}$ at ${1{\sim}100\;{\mu}g/ml}$ of final concentration. The total phenol contents of methanol extract and water extract of Mviridis (17.95% & 10.18%, respectively) as tannic acid equivalent were higher than those of M piperita (15.44% & 9.19%). But the yields of methanol and water extracts of M. viridis (13.3 % & 13.5%) were lower than those of M. piperita (14.1 % & 14.6%). The results implies that the extracts from M. viridis (spicata) is more useful material for industrialization as functional food than those from M. piperita.