• International Journal of Computer Science & Network Security
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• 제21권12호
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• pp.175-182
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• 2021

Deadlock is a situation in which two or more processes competing for resources are waiting for the others to finish, and neither ever does. There are two different forms of systems, multi-unit and single-unit resource systems. The difference is the number of instances (or units) of each type of resource. Deadlock problem can be modeled as a constrained combinatorial problem that seeks to find a possible scheduling for the processes through which the system can avoid entering a deadlock state. To solve deadlock problem, several algorithms and techniques have been introduced, but the use of metaheuristics is one of the powerful methods to solve it. Genetic algorithms have been effective in solving many optimization issues, including deadlock Problem. In this paper, an improved parallel framework of the genetic algorithm is introduced and adapted effectively and efficiently to deadlock problem. The proposed modified method is implemented in java and tested on a specific dataset. The experiment shows that proposed approach can produce optimal solutions in terms of burst time and the number of feasible solutions in each advanced generation. Further, the proposed approach enables all types of crossovers to work with high performance.

• 융합보안논문지
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• 제24권3호
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• pp.203-208
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• 2024

군 경계지역에 피아식별 분류는 중요한 이슈 중에 하나이다. 군 경계지역에 나타날 수 있는 인원으로 북한군, 미군, 한국군, 일반인으로 구성하였고 현재 cctv를 통해 확인하고 있지만, 이를 더욱 효율적이고 체계적으로 구분하기 위해 North Korean Army, South Korean Army, American Army, People의 4진분류로 구분해 전이학습을 통해 학습시켰다. 파이토치 머신러닝 라이브러리를 사용하였고, 데이터셋은 구글에 공유된 각 항목에 해당하는 이미지들을 크롤링하여 활용하였다. 실험결과는 98.75%의 정확도로 각 항목을 구분하는 것을 볼 수 있다. 향후 이미지를 넘어서 동영상이나 음성 인식을 추가해 더욱 체계적이고 구체적으로 구분할 수 있는 연구가 지속될 수 있을 것이다.

• International Journal of Computer Science & Network Security
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• 제21권2호
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• pp.181-187
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• 2021

The purpose of this study is to examine empirically the short- and long-run determinants of entrepreneurial activity in a sample of 15 the Middle East and North African economies between 2006 and 2018. More specifically, four groups of determinants are considered in the analysis, namely economic, demographic, business environment, and institutional. Given the autoregressive feature of the entrepreneurial activity process, a dynamic panel data model is estimated using the system GMM estimator. Findings reveal that unemployment, trade openness, population density, and economic freedom are the main drivers of new business creation in the short-run, while the cost and number of procedures to start a new business negatively affect entrepreneurship. In the long-run, the same findings hold true. Moreover, education and political stability and the absence of violence/terrorism positively affect entrepreneurial activity. Policy recommendations are accordingly designed.

• International Journal of Computer Science & Network Security
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• 제22권3호
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• pp.89-94
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• 2022

The Saudi Vision 2030 defined the directions of the national economy and market towards diversifying sources of income, and developing energy to become less dependent on oil. The study sought through a theoretical review to identify the reality of the energy sector and the areas of investment available in the field of renewable energy. Findings showed that investment in the renewable energy sector is a promising source according to solar, wind, hydrogen, geothermal energy and burning waste than landfill to extract biogas for less emission. The renewable energy sector faces challenges related to technology, production cost, price, quantity of production and consumption, and markets. The study revealed some recommendations providing and suggested electronic marketing system to provide investors and consumers with energy available from renewable sources.

• International Journal of Computer Science & Network Security
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• 제22권3호
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• pp.292-302
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• 2022

The radar tomographic imaging is based on the Radar Cross-Section "RCS" of the materials of a shape under examination and investigation. The RCS varies as the conductivity and permittivity of a target, where the target has a different material profile than other background objects in a scene. In this research paper, we use Hierarchical Performance Modeling "HPM" and a framework developed earlier to determine/spot bottleneck(s) for pattern recognition of materials using a combination of the Single Layer Perceptron (SLP) technique and tomographic images in radar systems. HPM provides mathematical equations which create Objective Functions "OFs" to find an average performance metric such as throughput or response time. Herein, response time is used as the performance metric and during the estimation of it, bottlenecks are found with the help of OFs. The obtained results indicate that processing images consumes around 90% of the execution time.

• International Journal of Computer Science & Network Security
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• 제24권3호
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• pp.29-37
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• 2024

Resorting to electronic arbitration to resolve disputes in international trade contracts is the most important reflection of technological progress on the reality of international commercial arbitration. Electronic is a modern image of traditional arbitration, and this type of arbitration provides many advantages that are not provided by any legal system for resolving disputes, including speed, effectiveness and lower costs. What will this development produce? Through technical progress in the means of communication, it has become conceivable that international trade dealers agree to arbitration via electronic means of communication, followed by the completion of the arbitration process via the Internet, leading to the issuance of the electronic arbitration award in an electronic manner as well.

• International Journal of Computer Science & Network Security
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• 제22권9호
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• pp.189-194
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• 2022

The formation of a new world order is primarily caused by new conditions and military operations on the European continent. The intensification of military-political tension led to the formation of new centers of power and gravity, which in turn led to the concentration of weapons and general militarization. Changes in the world order as a result of military conflicts and an increase in hot spots in the world, an increase in threats and the formation of centers of military gravity, the inability of existing institutions to resolve the situation lead to the need to develop new security mechanisms. Studies show that in the current situation, the countries of the Baltic countries are especially actively increasing their level of technologization of the army and militarization in general. The creation of any alliance is always conditioned by the presence of external threats. Naturally, the increase in the number of threats creates preconditions for the development of new forms of cooperation within existing military alliances. It seems obvious that due to the current situation in the context of the military conflict and military aggression of Russia in Ukraine, as well as its constant threats, including to the Baltic countries, there is a need to form a certain alliance that can protect the eastern border of Europe and form a certain border between European countries and aggressor countries. The Baltic countries are actively involved in these processes, in addition, it is the Baltic countries that can enter the new military alliance proposed by Britain, which will unite Poland, Ukraine, the Baltic countries and, possibly, Great Britain.

• International Journal of Computer Science & Network Security
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• 제22권8호
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• pp.217-221
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• 2022

The article analyzes the main theoretical approaches to the formation of managerial competencies and establishes the degree of development of the problem. The content of the concept of "managerial competence" has been clarified, to determine the structure of managerial competencies of a future specialist in the education system and indicators of the formation of managerial competencies. The organizational and pedagogical conditions necessary for the effective process of forming the managerial competencies of future specialists are revealed. The following research methods were used in the work: theoretical (analysis of regulatory documents and scientific literature on the problem under study, comparison, generalization, modeling), empirical (diagnostics of the level of formation of managerial competencies of students of the system, questioning, observation, peer review, comparative qualitative and quantitative analysis of diagnostic results the level of formation of managerial competencies).

• 융합보안논문지
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• 제13권5호
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• pp.19-26
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• 2013

1953년 7월 27일 한국정전협정 체결시 육상에서의 경계는 쌍방 간의 군사 접촉선을 중심으로 군사분계선이 합의되었으나 해상경계에 관하여 아무런 근거규정을 두고 있지 않다. 다만 정전협정 제2조 13항목에서 "백령도 등 서해 5도만 유엔군 사령관 통제 하에 둔다"라는 내용만 명시되어 있을 뿐이다. 이러한 입법적 흠결로 북한은 서해북방한계선을 비합법적인 선으로 그 법적 효력을 부인하고 있다. 그러나 서해 북방한계선은 1953년 8월 30일에 유엔군과 한국군의 북쪽 해상으로 월선(越線)을 방지하기 위해 설정되었다. 간헐적으로 무력충돌은 있었으나 쌍방 간의 무력적 충돌방지역할은 물론 평화와 군사적 안정을 유지시켜 온 사실상 남북한 간의 해상경계선이다. 특히 서해 북방한계선은 한국해군에게 북한의 해주 및 옹진반도, 장산곶을 연하는 해역을 통제함으로써 북한 해군의 활동 영역을 제한시키고 있기 때문에 대한 민국의 안보에 중대한 역할을 하고 있다. 따라서 북한은 서해5도의 주변 해역을 자기들의 영해라고 주장하지만 서해5도를 위시하여 38도선 이남에 있는 영역과 섬들은 대한민국이 주권을 중단 없이 행사해온 곳이다. 우리는 실효적 지배를 강화함으로써 서해북방한계선에 대한 영토관할권 행사를 해야 할 것이다.

• International Journal of Computer Science & Network Security
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• 제21권4호
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• pp.19-27
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• 2021

Tasks scheduling have been gaining attention in both industry and research. The scheduling that ensures independent task execution is critical in real-time systems. While task scheduling has gained a lot of attention in recent years, there have been few works that have been implemented into real-time architecture. The efficiency of the classical scheduling strategy in real-time systems, in particular, is still understudied. To reduce total waiting time, we apply three scheduling approaches in this paper: First In/First Out (FIFO), Shortest Execution Time (SET), and Shortest-Longest Execution Time (SLET). Experimental results have demonstrated the efficacy of the SLET in comparison with the others in most cases in a wide range of configurations.