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A Machine Learning-Based Encryption Behavior Cognitive Technique for Ransomware Detection (랜섬웨어 탐지를 위한 머신러닝 기반 암호화 행위 감지 기법)

  • Yoon-Cheol Hwang
    • Journal of Industrial Convergence
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    • v.21 no.12
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    • pp.55-62
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    • 2023
  • Recent ransomware attacks employ various techniques and pathways, posing significant challenges in early detection and defense. Consequently, the scale of damage is continually growing. This paper introduces a machine learning-based approach for effective ransomware detection by focusing on file encryption and encryption patterns, which are pivotal functionalities utilized by ransomware. Ransomware is identified by analyzing password behavior and encryption patterns, making it possible to detect specific ransomware variants and new types of ransomware, thereby mitigating ransomware attacks effectively. The proposed machine learning-based encryption behavior detection technique extracts encryption and encryption pattern characteristics and trains them using a machine learning classifier. The final outcome is an ensemble of results from two classifiers. The classifier plays a key role in determining the presence or absence of ransomware, leading to enhanced accuracy. The proposed technique is implemented using the numpy, pandas, and Python's Scikit-Learn library. Evaluation indicators reveal an average accuracy of 94%, precision of 95%, recall rate of 93%, and an F1 score of 95%. These performance results validate the feasibility of ransomware detection through encryption behavior analysis, and further research is encouraged to enhance the technique for proactive ransomware detection.

Accident Risk Consequences Analysis for Operating a Hydrogen Refueling Station in Urban Railway Site (도심 내 철도부지 수소충전소 운영을 위한 사고 위험 영향 분석)

  • Jae Yong Lee;Deokkyu Youn;Chul-Ho Lee;Jaeyoung Lee
    • Journal of the Korean Institute of Gas
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    • v.27 no.4
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    • pp.70-77
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    • 2023
  • In response to climate change, each country is proposing a goal to reduce greenhouse gases in its energy supply and demand plan, and the use of hydrogen gas is a topic that is always prioritized as an energy resource for implementation. A popular way to use this hydrogen gas is the use of hydrogen fuel cell vehicles, and expansion of hydrogen charging stations is essential for using these hydrogen fuel cell vehicles. However, there are several limitations to the expansion of hydrogen refueling stations, the most representative of which is resident acceptance. Most of the hydrogen charging stations currently built in Korea are located in the outskirts with low population density, so the inconvenience to hydrogen fuel cell vehicle users has not been resolved, and as a result, there has been no progress in the spread of hydrogen fuel cell vehicles. In this paper, we analyzed the consequences of accident damage to determine the risks of constructing a hydrogen charging station on a railroad site frequently used by citizens. The target hydrogen charging station site was a railroad depot in Busan, and there are trains, national highways, and commercial facilities around this site. Assuming the worst-case scenario, we would like to consider the safety of the hydrogen refueling station site by analyzing the area affected by the accident and its consequence.

Performance Evaluation of LSTM-based PM2.5 Prediction Model for Learning Seasonal and Concentration-specific Data (계절별 데이터와 농도별 데이터의 학습에 대한 LSTM 기반의 PM2.5 예측 모델 성능 평가)

  • Yong-jin Jung;Chang-Heon Oh
    • Journal of Advanced Navigation Technology
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    • v.28 no.1
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    • pp.149-154
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    • 2024
  • Research on particulate matter is advancing in real-time, and various methods are being studied to improve the accuracy of prediction models. Furthermore, studies that take into account various factors to understand the precise causes and impacts of particulate matter are actively being pursued. This paper trains an LSTM model using seasonal data and another LSTM model using concentration-based data. It compares and analyzes the PM2.5 prediction performance of the two models. To train the model, weather data and air pollutant data were collected. The collected data was then used to confirm the correlation with PM2.5. Based on the results of the correlation analysis, the data was structured for training and evaluation. The seasonal prediction model and the concentration-specific prediction model were designed using the LSTM algorithm. The performance of the prediction model was evaluated using accuracy, RMSE, and MAPE. As a result of the performance evaluation, the prediction model learned by concentration had an accuracy of 91.02% in the "bad" range of AQI. And overall, it performed better than the prediction model trained by season.

Evaluation of Wear Characteristics of Low-alloy Steel Brake Discs for High Energy Capacity (고에너지용 저합금강 제동디스크의 마모 특성 평가)

  • Dong-gyu Lee;Kyung-il Kim;Gue-Serb Cho;Kyung-taek Kim
    • Journal of Advanced Navigation Technology
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    • v.28 no.4
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    • pp.532-537
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    • 2024
  • In this study, wear characteristics and microstructure changes due to changes in alloy composition of Ni-Cr-Mo-V and Ni-Cr-Mo low-alloy steels used in brake discs for transportation system such as aircraft and high-speed trains. As a result of the hardness test, the hardness of C-Mo-V steel was the highest at 39.4±0.9HRc, and the hardness of Ni-Cr-Mo steel was the lowest at 32.4±0.6HRc. The friction coefficient tended to decrease as the vertical load increased. At a vertical load of 1 N, the friction coefficient of Ni-Cr-Mo steel was the highest at 0.842, and at a vertical load of 5 N, Mn-Cr-V steel was the highest at 0.696. Ni-Cr-Mo showed the largest wear scar width, depth, and wear amount, with a width of 711 ㎛, a depth of 8.24 ㎛, and a wear amount of 11 mg under a vertical load of 1 N, and a width of 1,017 ㎛, a depth of 19.17 ㎛, and a wear amount of 17 mg under a vertical load of 5 N. As a result of wear mechanism analysis, ploughing, delamination, and adhesion in all specimens, with plastic deformation being more prominently observed in Ni-Cr-Mo.

Study on Vibration Reduction Rates of Barrier Walls under Load Transmission of High-Speed Trains at 180 km/h (시속 180 km 고속열차 하중전달시 차단벽의 진동저감율 연구)

  • Young-Min Kim;Sung-Wook Choi;Kang-Il Lee
    • Journal of the Society of Disaster Information
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    • v.20 no.3
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    • pp.549-562
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    • 2024
  • Purpose: In this study, numerical analysis was conducted to verify the vibration reduction effect of installing vibration barriers under various installation conditions to mitigate train-induced vibrations from the GTX. Method: To identify the factors influencing vibration reduction among the installation conditions, the stiffness ratio of the filling material and the installation depth of the barrier were varied. Result: The study results indicated that using ductile filling materials provided superior vibration reduction compared to hard filling materials. The vibration reduction effect was found to be more significant when the stiffness ratio between the ground and the filling material was closer to zero. Additionally, the deeper the installation depth of the barrier, the better the vibration reduction effect. Conversely, if the barrier was installed too shallowly, vibration at the measurement point was amplified. Conclusion: The optimal installation condition for vibration reduction was found to be a stiffness ratio of 0.08 and an installation depth of 15 meters, resulting in a vibration reduction rate of 60.34% at a measurement point 10 meters away from the vibration source.

A Research on the Women's Costume on the Bigdata of Movie Napoleon

  • Weolkye KIM;Sangwon LEE
    • International Journal of Advanced Culture Technology
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    • v.12 no.3
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    • pp.21-28
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    • 2024
  • The public can access movies more easily than any other cultural genre. The film's costumes convey the social, political, and cultural climate of that time period. Additionally, it subtly conveys the message of the movie, including the intentions of the director and the characters. Filmmakers can now use fact-based materials to plan their films, and audiences can now watch costume in movies with objective standards, particularly in period dramas, thanks to the advancements in over-the-top (OTT) services. The 77th British Academy costume Award went to the movie Napoleon because of how much emphasis it placed on the outfit. Ninety-five percent of the costume was made by experts in military uniforms and costumery. In contrast to the previous aristocratic and exaggerated Rococo costume, Napoleonic clothing had a natural and common-class character. A natural-shaped Chemise dress composed of light, reflective material first appeared in the Directoire era, just after the French Revolution. Chemise dresses made of a variety of materials gained popularity during the Empire era. With Napoleon taking the throne and Josephine becoming the empress, the vibrant court culture resurfaced during the Empire era. The silk was embellished with gold thread and embroidery, train dangling forms, and different types of sleeves appeared in Empire styles. They wore Pellisse and shawls under the coat. The hair style had long, ancient hair and was adorned with fillets. They also wore straw hats, bonnets, and caps. Long gloves and parasols were also popular accessories, as were pearl or colored jewelry necklaces, earrings, bracelets, and rings. During the Empire era, tiaras were fashionable. Shoes were either low-heeled pumps or sandals. The movie uses Chemise and Empire costumes, which are versatile enough to be used in a range of settings and eras. When it came to details, the type of sleeve was employed without regard to time, such as when using those from an earlier or later period. Since jewelry was worn more often than not in that era, practically every character has earrings on their necklaces. Nearly exact replicas of the coronation costume can be found in paintings by Jacques-Louis David. The red trains, Josephine's Empire dress, the crown, the Tiara, and the costumes of every character in attendance were all clearly identifiable in terms of form and color. To further aid viewers in understanding and enhancing the film's overall coherence, a scene featuring David drawing the coronation was added. Overall, there were differences in that the historical costumes were accurately recreated, the materials and details were utilized without restriction, and some of the costumes were designed with modern materials or accessories that were used more than the historical costumes. This section appears to have been written to highlight the beauty of the characters' personalities or settings. There is a limitation to this study in that it only looked at aristocratic clothing, which includes Josephine's. We will concentrate on male clothing in future research.

The Effect of 「Introduction to Special Education」 on the Understanding of Integrated Education and the Performance of Integrated Education of Elementary School Pre-service Teachers (특수교육학개론 수강이 초등예비교사들의 통합교육 인식과 통합교육 수행 능력 인식에 미치는 영향)

  • Kyung-ho Lee
    • Journal of the Health Care and Life Science
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    • v.9 no.2
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    • pp.285-295
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    • 2021
  • In the university of education that trains teachers, elementary school pre-service teachers understand the importance of integrated education and complete 「Introduction to Special Education」 as an essential subject for teaching knowledge so that they can perform integrated education well in the school field. Therefore, this paper has examined whether elementary school pre-service teachers understand integrated education well through 「Introduction to Special Education」 and whether their ability to perform integrated education has improved. In this study, 55 fourth-grade students taking 「Introduction to Special Education」 at the university of education were selected as experimental groups and questioned their understanding of integrated education and their ability to perform integrated education twice before and after taking the class. The research results are as follows: First, the perception of elementary school pre-service teachers about the integrated education changed statistically significantly and positively in all areas and points. And next, the ability of elementary school pre-service teachers to conduct the integrated education improved statistically significantly. These findings show that elementary school pre-service teachers can better understand integrated education and provide a foundation for conducting integrated education well in the field by completing 「Introduction to Special Education」 at universities.

Natural Healing Potential of a Musical Instrument for Breathing Excise (호흡 훈련용 악기의 자연 치유적 유용성)

  • Kwang Hyuk Woo;Gum Na Hong;Min Joo Choi
    • Journal of Naturopathy
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    • v.13 no.2
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    • pp.112-117
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    • 2024
  • Background: Breathing, which can be voluntarily controlled, is understood to improve autonomic nervous system dysfunction caused by irregular lifestyle habits and stress. Purpose: This study aims to design a musical instrument for breathing excise and to present preliminary cases demonstrating the effectiveness of the breathing exercise with the instrument. Method: Based on a palm flute, a musical instrument was designed to produce the intended sound when exhaling softly, evenly, and for a long duration using the diaphragm. The instrument was applied to 4 individuals with symptoms of autonomic nervous system imbalance, and its effects were evaluated. Results: Case A (62 years old, male); After 1 hour of daily breathing excise for 2 weeks, the subject was able to discontinue the use of sleep-inducing medication, which had been taken for 5 years, and showed improvement in symptoms of overactive bladder. Case B (35 years old, male); After 30 minutes of breathing excise daily for 2 months, the subject's sleep patterns improved, and insomnia symptoms were alleviated. Case C (57 years old, female); After 30 minutes of breathing excise, 3 times per week for 4 weeks, the time required to fall asleep was significantly reduced, and sleep quality was enhanced. Case D (67 years old, male); After 1 hour of daily breathing excise for 1 week, the subject's insomnia improved. Conclusion: The proposed breathing excise instrument which efficiently trains exhalation is understood to positively influences the parasympathetic nervous system. The instrument is expected to hold potential for effective use in natural healing programs, aimed at restoring and maintaining autonomic nervous system balance.

FES Exercise Program for Independent Paraplegic Walking (하반신 마비환자의 FES 독립보행을 위한 근육 강화 프로그램)

  • Khang, Seon-Hwa;Khang, Gon;Choi, Hyun-Joo;Kim, Jong-Moon;Chong, Soon-Yeol;Chung, Jin-Sang
    • Journal of Biomedical Engineering Research
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    • v.19 no.1
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    • pp.69-80
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    • 1998
  • This research was designed to investigate how the exercise program affects paraplegic standing and walking employing functional electrical stimulation(FES). Emphasis was also given to fatigue of major lower extremity muscles induced by different types of electrical stimulation. We applied continuous and intermittent rectangular pulse trains to quadriceps of 10 normal subjects and 4 complete paraplegic patients. The frequencies were 20Hz and 80Hz, and the knee angle was fixed at 90$^{\circ}$and 150$^{\circ}$to investigate how muscle fatigue is related to muscle length. The knee extensor torque was measured and monitored. We have been training quadriceps and gastrocnemius of a male paraplegic patient by means of electrical stimulation for the past two year. FES standing was initiated when the knee extensors became strong enough to support the body weight, and then the patient started FES walking utilizing parallel bars and a walker. We used an 8-channel constant-voltage stimulator and surface electrodes. The experimental results indicated that paralyzed muscles fatigued rapidly around the optimal length contrary to normal muscles and confirmed that low frequency and intermittent stimulation delayed fatigue. Our exercise program increased muscle force by approximately 10 folds and decreased the fatigue index to half of the initial value. In addition, the exercise enabled the patient to voluntarily lift each leg up to 10cm, which was of great help to the swing phase of FES walking. Both muscle force and resistance to fatigue were significantly enhanced right after the exercise was applied every day instead of 6 days a week. Up to date, the patient can walk for more than two and half minutes at 10m/min while controlling the on/off time of the stimulator by pushing the toggle switch attached to the walker handle.

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$^{17}O$ NMR Study On Water Excharge Rate of Paramagnetic Contrast Agents ($^{17}O$ NMR 기법을 이용한 상자성 자기공명조영제의 물분자 교환에 관한 연구)

  • Yongmin Chang;Sung Wook Hong;Moon Jung Hwang;Il Soo Rhee;Duk-Sik Kang
    • Investigative Magnetic Resonance Imaging
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    • v.5 no.1
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    • pp.33-37
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    • 2001
  • Purpose : The water exchange rate between bulk water and bound water is an important parameter in deciding the efficiency of paramagnetic contrast agents. In this study, we evaluated the water exchange rates of various Gd-chelates using oxygen-17 NMR technique. Material and Methods : The samples (Gd-DTPA, Gd-DTPA-BMA, Gd-DOTA, Gd-EOB-DTPA) were prepared by mixing 5% $^{17}O-enriched$ water (Isotech, USA). The pH of the samples was adjusted to physiological value [pH=7.0] by buffer solution. The variable temperature $^{17}O-NMR$ measurements were performed using Bruker-600 (14.1 T, 81.3 MHz) spectrometer. Bruker VT-1000 temperature control units were used to stabilize the temperature. The $^{17}O$ spin-spin relaxation times (T2) were measured using Carr-Purcell-Meiboom-Gill (CPMG)I pulse sequence with 24 echo trains. The variable temperature T2 relaxation data were then fitted into Solomon-Bloembergen equations using least square fit algorithm to estimate the water exchange times. Results : From the measured $^{17}O-NMR$ relaxation rates, the determined water exchange rates at 300K are $0.42{\;}{\mu}s$ for Gd-DTPA, $1.99{\;}{\mu}s$ for Gd-DTPA-BMA, $0.27{\;}{\mu}s$ for Gd-DOTA, and $0.11{\;}{\mu}s$ for Gd-EOB-DTPA. The Gd-DTPA-BMA showed slowest exchange whereas Gd-EOB-DTPA had fastest water exchange rate. In addition, it was found that the water exchange rates (${\tau}_m$) of all samples had exponential temperature dependence with different decay constant. Conclusion : $^{17}O-NMR$ relaxation rate measurements, when combined with variable temperature technique, provide a solid tool for studying water exchange rate, which is very important in investigating the detailed mechanism of relaxation enhancement effect of the paramagnetic contrast agents.

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