• Title/Summary/Keyword: Experimental design

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Design of detection method for malicious URL based on Deep Neural Network (뉴럴네트워크 기반에 악성 URL 탐지방법 설계)

  • Kwon, Hyun;Park, Sangjun;Kim, Yongchul
    • Journal of Convergence for Information Technology
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    • v.11 no.5
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    • pp.30-37
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    • 2021
  • Various devices are connected to the Internet, and attacks using the Internet are occurring. Among such attacks, there are attacks that use malicious URLs to make users access to wrong phishing sites or distribute malicious viruses. Therefore, how to detect such malicious URL attacks is one of the important security issues. Among recent deep learning technologies, neural networks are showing good performance in image recognition, speech recognition, and pattern recognition. This neural network can be applied to research that analyzes and detects patterns of malicious URL characteristics. In this paper, performance analysis according to various parameters was performed on a method of detecting malicious URLs using neural networks. In this paper, malicious URL detection performance was analyzed while changing the activation function, learning rate, and neural network structure. The experimental data was crawled by Alexa top 1 million and Whois to build the data, and the machine learning library used TensorFlow. As a result of the experiment, when the number of layers is 4, the learning rate is 0.005, and the number of nodes in each layer is 100, the accuracy of 97.8% and the f1 score of 92.94% are obtained.

The Estimation of Appropriate Mixing Amount of Cement-Bentonite Cutoff Walls for Repair and Reinforcement of Reservoir Embankments (저수지 제체의 보수·보강용 Cement-Bentonite 벽체의 적정혼합량 산정)

  • Kim, Taeyeon;Lee, Bongjik
    • Journal of the Korean GEO-environmental Society
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    • v.22 no.6
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    • pp.27-32
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    • 2021
  • Due to heavy rainfall and typhoons caused by climate change, it has become common to witness heavy rain that exceeds the design frequency of agricultural reservoirs. This has brought greater attention to the safety of irrigation facilities including agricultural reservoirs. Out of approximately 17,740 reservoirs available in Korea, 83.87% were built before 1970. To ensure the safety of these old reservoirs, their embankments are being repaired and reinforced using various techniques. Among these techniques, using the cement-bentonite cutoff wall makes it possible to construct diaphragm walls with slurry composed of cement and bentonite, while excavation. The advantages of this technique include that it is simple and fast, and ensures the uniformity of cutoff walls by enabling the immediate application of the replacement method to excavation areas; thus excellent performance is guaranteed. However, despite these advantages, the technique is not commonly used in Korea. Thus, this study investigated the changes in strength and permeability by varying the mix ratio of cement and bentonite. As a major experimental results, when the cement of 200 kg/m3 and the bentonite of 60 to 80 kg/m3 is most suitable for the repair and reinforcement of the reservoir embankments.

An Experimental Study to Establish a System for Vertifying the Insulation Performance of Buildings (건축물의 단열성능 검증 시스템 구축을 위한 실험적 연구)

  • Kim, Hyun-Jin;Choi, Se-Jin
    • Journal of the Korea Institute of Building Construction
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    • v.21 no.3
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    • pp.203-211
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    • 2021
  • Recently, the insulaton design standards for reducing the energy use of buildings have been strengthened. Althoug insulation work is the most cost-effective method for reducing the primary energy consumption per unit area of a building, there are no evaluation criteria for insulation performance at the time of construction and completion inspection. The purpose of this study is to provide objective data by establishing a standard for an analysis method and a method for easily experimenting with the exterior wall thermal transmittance of an apartment house using a thermal transmittance measuring device(TESTO 435). For the exterior wall of the test subject, the specific heat per unit area exceeded 20kJ/(m2·K), and the data at the end point suitable for ISO 9869-1 were analyzed by the average method. The measured values of the thermal transmittance for 3 consecutive days converged within +5% of the desing value, and the standard deviation of the thermal transmittance by day decreased in the order of 1-Day > 3-Day > 2-Day. The standard deviation of the thermal transmittance by time period decreased in the order of 00:00~24:00 < 19:00~07:00 < 00:00~07:00. The measured value of the thermal transmittance for the time perion of 00:00 to 07:00 per day almost coincided with an error of -3% to + 2% compare to the desing value.

The Effect of Theratainment Swiss Ball Exercise on the Upper Limb Function, Pain and disability, Daily Activities of a Patient with Axillary Nerve Injury: Single Subject (테라테인먼트 스위스 볼 운동이 겨드랑신경 손상 환자의 상지기능, 통증 및 장애, 일상생활활동에 미치는 영향 : 개별대상연구)

  • Son, Bo-Young;Bang, Yo-Soon
    • Journal of Korea Entertainment Industry Association
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    • v.14 no.3
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    • pp.431-442
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    • 2020
  • This study examined the effect of the theratainment swiss ball exercise on the upper limb function, pain, and daily activities of a patient with axillary nerve injury. The research duration was from November 5th, 2019 to February 25th, 2020. The research subject was a 23-year-old female patient living in the metropolitan city of G in South Korea, and the A-B-A' type of single-subject experimental research design was used. In this study, repeated training was provided to the patient in the form of exercises employing different directions and gradually increased weights. The training increased the structural stability and mobility of the shoulder and was effective for pain relief as it strengthened shoulder function. The training helped the subject improve her posture change adaptability and reaction ability in different environments and ultimately enabled her to increase and maximize her performance of independent daily activities. This study thus demonstrated the positive effect of the Swiss ball exercise on the upper limb function, pain and disability, daily activities of a patient with axillary nerve injury and confirmed the potential of the exercise as an intervention method. Continued investigation to develop and test the effect of the Swiss ball exercise will be required for it to be used professionally as a therapeutic approach by occupational therapists in treating a variety of patients.

Evaluation of Structural Performance of RC Beam with Different Depths to Lap Splice Detail of SD700 Headed Bar (SD700 확대머리 철근의 겹침이음 상세를 적용한 단차가 있는 RC 보의 구조성능 평가)

  • Lee, Ji-Hyeong;Kim, Seung-Hun
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.25 no.6
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    • pp.262-269
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    • 2021
  • This paper conducts an evaluation of the structural performance of the lap splice detail of SD700 headed bar experiment for developing an RC beam with different depths joint details. The experiment variable is lap splice length, yield strength, and end anchorage of main reinforcements. For all specimens, a headed bar was applied to the main reinforcement of the beam with low depth (B2), and the beam with high depth (B1) was applied to the main reinforcement with two splice methods: straight headed bar and 90° hooked-headed bar. The experimental results were that specimens of applying SD500 and SD600 had the results of flexural fracture at the lap splice location, which maximum load was similar. For specimens of appling SD500, the 90° hooked-headed bar of B1, suppressed horizontal cracks in the lap splice section compared to the straight headed bar. Specimens of applying an SD 700 headed bar had the results of brittle anchorage failure. In addition, maximum load was increased with the lap splice length increasing. For specimens of applying SD700 headed bar, test for test maximum load/theoretical load for test development length/design development length were estimated to be 1.30~1.48 for the ACI 318-19 equation, and 1.14~1.30 for the KDS-2021 equation. Thus, ACI 318-19 equation had conservatively greater safety factors as estimated development lengththened.

An Experimental Study of Demountable Bolted Shear Connectors for the Easy Dismantling and Reconstruction of Concrete Slabs of Steel-Concrete Composite Bridges (강합성 교량의 콘크리트 바닥판 해체 및 재시공이 용이한 분리식 볼트접합 전단연결재에 관한 실험적 연구)

  • Jung, Dae Sung;Park, Se-Hyun;Kim, Tae Hyeong;Kim, Chul Young
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.42 no.6
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    • pp.751-762
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    • 2022
  • Welded head studs are mainly used as shear connectors to bond steel girders and concrete slabs in steel-concrete composite bridges. For welded shear connectors, environmental problems include noise and scattering dust which are generated during the removal of damaged or aged slabs. Therefore, it is necessary to develop demountable shear connectors that can easily replace aged concrete slabs for efficient maintenance and thus for better management of environmental problems and life cycle costs. The buried nut method is commonly studied in relation to bolted shear connectors, but this method is not used in civil structures such as bridges due to low rigidity, low shear resistance, and increased initial slip. In this study, in order to mitigate these problems, a demountable bolted shear connector is proposed in which the buried nut is integrated into the stud column and has a tapered shape at the bottom of an enlarged column shank. To verify the performance of the proposed demountable stud bolts in terms of static shear strength and slip displacement, a horizontal shear test was conducted, with the performance outcomes compared to those of conventional welded studs. It was confirmed that the proposed demountable bolted shear connector is capable of excellent shear performance and that it satisfies the slip displacement and ductility design criteria, meaning that it is feasible as a replacement for existing welding studs.

Effects of β-glucan with vitamin E supplementation on the physiological response, litter performance, blood profiles, immune response, and milk composition of lactating sows

  • Tae Wook, Goh;Jinsu, Hong;Hong Jun, Kim;Sun Woo, Kang;Yoo Yong, Kim
    • Animal Bioscience
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    • v.36 no.2
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    • pp.264-274
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    • 2023
  • Objective: This study was conducted to evaluate the effects of β-glucan with vitamin E supplementation on the physiological response, litter performance, blood profiles, immune response, and milk composition of lactating sows. Methods: A total of 50 multiparous F1 sows (Yorkshire×Landrace) with an average body weight (BW) of 233.6±4.30 kg and an average parity of 4.00±0.307 and their litters were used in this experiment. All sows were allotted to one of five treatments, taking into consideration BW, backfat thickness, and parity in a completely randomized design with 10 replicates. The experimental diets included a corn-soybean meal-based basal diet with or without 0.1% or 0.2% β-glucan and 110 IU vitamin E/kg diet. Results: All treatments added with β-glucan or vitamin E were statistically higher in the average daily feed intake (ADFI) of lactating sows compared to those of the control (Diet, p<0.01). Additionally, the ADFI of lactating sows was significantly higher in the groups supplemented with 0.1% β-glucan compared to 0.2% β-glucan (BG, p<0.01). There was an increasing trend in piglet weight at weaning (BG, p = 0.07), litter weight at the 21st day of lactation (BG, p = 0.07) and litter weight gain (BG, p = 0.08) in groups supplemented with 0.1% β-glucan. The addition of 110 IU vitamin E/kg diet increased vitamin E concentration significantly in lactating sows (VE, p<0.01) and exhibited a trend for higher concentrations of vitamin E (VE, p = 0.09) in piglets. Adding 0.1% β-glucan compared to 0.2% β-glucan induced a decrease in the concentration of tumor necrosis factor-α in lactating sows (BG, p = 0.06) and in piglets (BG, p = 0.09) on the 21st day of lactation. There were no significant differences in the milk composition of sows. Conclusion: Adding 0.1% β-glucan and 110 IU vitamin E/kg to a lactating sow's diet was beneficial to the growth performance of piglets by leading to an increase in the feed intake of sows and efficiently supplying vitamin E to both the sows and piglets.

Studies on Antioxidant and Anti-hyperlipidemic Effects in Induced Hypercholesterolemic Rats of Steamed Achyranthis Bidentatae Radix (우슬(牛膝)의 증숙(蒸熟)에 따른 항산화 효능 및 고지혈증 유발 흰쥐에 대한 고지혈증 개선 효능에 대한 연구)

  • Kim, Jeong-Soo;Park, MyungJae;Kim, SuJi;Shin, Mi-Rae;Lee, AhReum;Park, Hae-Jin;Roh, Seong-Soo;Seo, Young Bae
    • The Korea Journal of Herbology
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    • v.33 no.6
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    • pp.43-60
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    • 2018
  • Objectives : This study was conducted to compare the effect of Achyranthis Bidentatae Radix on antioxidant changes and antihyperlipidemics in hypercholesterolemic rats according to changes in the number of steams. Methods : The experimental animals were divided into six groups: normal (Nor), high cholesterol diet (Veh), high cholesterol diet with Simvastatin 5 mg/kg (Sim), high cholesterol diet with AR0 extract 200 mg/kg (AR0), high cholesterol diet with AR6 extract 200 mg/kg (AR6) and high cholesterol diet plus AR9 extract 200 mg/kg (AR9). I measured HDL, LDL TC, TG contents and ROS from each serums and compared them. I analyzed antioxidant-related protein expressions and cholesterol-related protein expressions in each liver tissues. I also performed optical microscopic analysis through liver tissue staining. Results : The Antioxidant activity of Achyranthis Bidentatae Radix was increased by steaming processes. In vivo, AR0 decreased liver weight in hyperlipidemic rats. LDL TC, TG, AI and CRF were decreased but HDL was increased in AR0. AST, ALT, creatinine, and BUN were decreased in AR0. ROS was decreased in AR0, AR6, and AR9. SOD, catalase and GPx were decreased by steaming processes. p-AMPK was decreased but SREBP-2, p-ACC, and HMGCR were increased by steaming processes. Histologic analysis showed that AR0 decreased liver fat accumulation. Conclusion : In conclusion, AR0 can be developed as a treatment for hyperlipemia. And it is required to research on antioxidant effect changes among different times steamed Achyranthis Bidentatae Radix.

A Study on the Design and Implementation of a Thermal Imaging Temperature Screening System for Monitoring the Risk of Infectious Diseases in Enclosed Indoor Spaces (밀폐공간 내 감염병 위험도 모니터링을 위한 열화상 온도 스크리닝 시스템 설계 및 구현에 대한 연구)

  • Jae-Young, Jung;You-Jin, Kim
    • KIPS Transactions on Computer and Communication Systems
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    • v.12 no.2
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    • pp.85-92
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    • 2023
  • Respiratory infections such as COVID-19 mainly occur within enclosed spaces. The presence or absence of abnormal symptoms of respiratory infectious diseases is judged through initial symptoms such as fever, cough, sneezing and difficulty breathing, and constant monitoring of these early symptoms is required. In this paper, image matching correction was performed for the RGB camera module and the thermal imaging camera module, and the temperature of the thermal imaging camera module for the measurement environment was calibrated using a blackbody. To detection the target recommended by the standard, a deep learning-based object recognition algorithm and the inner canthus recognition model were developed, and the model accuracy was derived by applying a dataset of 100 experimenters. Also, the error according to the measured distance was corrected through the object distance measurement using the Lidar module and the linear regression correction module. To measure the performance of the proposed model, an experimental environment consisting of a motor stage, an infrared thermography temperature screening system and a blackbody was established, and the error accuracy within 0.28℃ was shown as a result of temperature measurement according to a variable distance between 1m and 3.5 m.

Effect of tension difference of kinesio tape applied to the tibialis anterior muscle on muscle strength, joint range of motion, and balance of the ankle joint in young college students (키네시오 테이프의 장력 차이가 젊은 대학생들의 발목 근력, 관절가동범위 및 균형에 미치는 영향)

  • Lee, Dae Hoon;Kim, Cho In;Shin, Gi Ha;Yeom, Yoo Jin;Kim, Ji Sung;Kim, Seong Ho
    • Journal of Korean Physical Therapy Science
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    • v.29 no.2
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    • pp.28-37
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    • 2022
  • Background: The purpose of this study was to investigate the effects of differences in the tension of Kinesio tape applied to the tibialis anterior muscle on muscle strength, joint range of motion and balance of ankle joint in young adults. Design: Randomized Controlled Trial. Methods: 41 young college students participated in this study. And the subjects were allocated randomly to two group. The experimental group had a tension difference (10%G, n=20). And there was no difference in tension in the control group (0%G, n=21). Jtech power track II, goniometer, and Biorescue were used to measure muscle strength, joint range of motion and balance. The paired t-test was performed to examine the differences within the groups before and after taping, and the independent t-test was performed to examine the differences between the groups. Result: 1) As a result of measuring muscle strength of each group, all measurements except 0%G of plantar flexion showed insignificant results. 2) Measurement of joint range of motion each group showed that neither 0%G nor 10%G was significant. 3) As a result of measuring the baladncing ability of each group there was a significant decrease in length, and average speed of the balancing capability (p<.05). 4) Comparisons between groups showed significant differences in the area among balance capability (p<.05). Conclusions: Based on these findings, the tension difference of Kinesio tape applied to the tibialis anterior muscle shows little effect on the muscle strength, range of motion, and balance of ankle joints. Given the current lack of research on the tension of kinesio tapes many studies are needed in the future to establish clear theories.