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Artificial Neural Network with Firefly Algorithm-Based Collaborative Spectrum Sensing in Cognitive Radio Networks

  • Velmurugan., S;P. Ezhumalai;E.A. Mary Anita
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.17 no.7
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    • pp.1951-1975
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    • 2023
  • Recent advances in Cognitive Radio Networks (CRN) have elevated them to the status of a critical instrument for overcoming spectrum limits and achieving severe future wireless communication requirements. Collaborative spectrum sensing is presented for efficient channel selection because spectrum sensing is an essential part of CRNs. This study presents an innovative cooperative spectrum sensing (CSS) model that is built on the Firefly Algorithm (FA), as well as machine learning artificial neural networks (ANN). This system makes use of user grouping strategies to improve detection performance dramatically while lowering collaboration costs. Cooperative sensing wasn't used until after cognitive radio users had been correctly identified using energy data samples and an ANN model. Cooperative sensing strategies produce a user base that is either secure, requires less effort, or is faultless. The suggested method's purpose is to choose the best transmission channel. Clustering is utilized by the suggested ANN-FA model to reduce spectrum sensing inaccuracy. The transmission channel that has the highest weight is chosen by employing the method that has been provided for computing channel weight. The proposed ANN-FA model computes channel weight based on three sets of input parameters: PU utilization, CR count, and channel capacity. Using an improved evolutionary algorithm, the key principles of the ANN-FA scheme are optimized to boost the overall efficiency of the CRN channel selection technique. This study proposes the Artificial Neural Network with Firefly Algorithm (ANN-FA) for cognitive radio networks to overcome the obstacles. This proposed work focuses primarily on sensing the optimal secondary user channel and reducing the spectrum handoff delay in wireless networks. Several benchmark functions are utilized We analyze the efficacy of this innovative strategy by evaluating its performance. The performance of ANN-FA is 22.72 percent more robust and effective than that of the other metaheuristic algorithm, according to experimental findings. The proposed ANN-FA model is simulated using the NS2 simulator, The results are evaluated in terms of average interference ratio, spectrum opportunity utilization, three metrics are measured: packet delivery ratio (PDR), end-to-end delay, and end-to-average throughput for a variety of different CRs found in the network.

A study on the improvement of safety management for large-scale of event site - on the focus of the improvement of security company's role - (대규모 공연장의 안전관리 개선방안 - 민간경비업체의 역할 개선을 중심으로 -)

  • Lee, Sun-Ki
    • Korean Security Journal
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    • no.33
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    • pp.163-195
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    • 2012
  • Various kinds of performances and events have been held by local governments along with the worldwide popularity of K-pop, and there is a growing concern about possible accidents. Actually, a large-scale of accident took place during the MBC pop song concert in Sangju Sports Stadium in October 3, 2005. And another great safety accident occurred during an open event in the Lotte World in Seoul in March 26, 2006. The purpose of this study is to propose improvement of security company that carry out security activity through the analysis of the cases of accidents and common causes in the event sites. The improvement of safety management for large-scale event site by the study are as followings; First, institutional measures should be taken to extend the size of private security companies. Second, more education and training should be provided for security personnels who work for the event. Third, private security companies should prepare for the security measures more thoroughly in advance. Fourth, private security companies should make every possible effort to maintain order in the event site. Fifth, private security companies should bolster their collaboration with relevant organizations. Sixth, security companies should take actions to make themselves completely ready for any possible unexpected situations.

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A Study on the Positive Signals of New Technology-Based Ventures to Entice Venture Capitals in Korea : Exploring Human Capitals and Strategic Endorsements? (벤처캐피탈 투자를 유치하는 신기술기반 벤처기업의 긍정 신호에 관한 연구 : 인적 자본과 전략적 보증효과에 관한 탐구)

  • Lee, Young Min;Choi, Yeounkeun
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.9 no.6
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    • pp.23-35
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    • 2014
  • In developing countries where many of these institutions exist in relatively weak form, the investment pattern of VCs in developing countries may differ from one of VCs in developed countries. Given this situation, the research question of this study is how venture capitals invest new technology based ventures in developing countries. To address the research question, our study employs insight from signaling theory and examines two ways. First, what are the internal value of new technology based ventures and the identity of endorsing organization signaling to venture capitals' investment in developing countries? Second, Do venture capitals play a pivotal role for the growth of new technology based ventures in developing countries? This study then tests these hypotheses using the new technology based ventures in Korea which is regarded as an example of developing countries in Northeas tern Asia. Entrepreneur's prior work experience in a related industry in the human capital variables and collaboration with business groups and certification of venture company in the endorsement variables result in obtaining venture capital's investment and superior new technology based venture's growth whereas entrepreneur's educational level has no effect on venture capital's investment and firm's growth.

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The Effects of Design Thinking-based Collaborative Workshop on Creative Problem Solving: Focused on the development case of SAP Smart Bulk Bin Monitoring System (디자인 사고 기반의 협력적 워크숍이 창의적 문제해결에 미치는 영향 : SAP 스마트 벌크빈 모니터링 시스템 개발 사례를 중심으로)

  • Jeon, Young-Ok;Choi, Hye-Jeong
    • Journal of Digital Convergence
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    • v.15 no.10
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    • pp.429-436
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    • 2017
  • A design thinking-based collaborative workshop in which various stakeholders in the milk processing industry circulation ecosystem participated shows a new problem innovation paradigm that encourages the spread of practical prototyping culture. in the expression of empathy and collective intelligence among members on facing issues, the conversion of collaboration and communication methods, the business handling of the organization based on the design work method as 'creativity mechanism'. In this workshop, which was promoted in three stages of 'approach to problems', 're-definition of problems', and 'experience-based future vision design', participants themselves redefine real problems in terms of the accuracy of feed orders between feed suppliers and livestock farmers, ordering of feeds on time, cost reduction of feed supply and present new alternatives and expanded business areas. The results suggested in this workshop suggest the usefulness of design thinking in business innovation in that they presented how to approach the problem and a creative thinking system to find its solution to direct and indirect stakeholders of the industry as well as the improvement of supply and demand rate of livestock feed and quality.

Application of the Principle of Trust to the Medical Service Division between Oriental and Western Medicine (한·양방 의료 사이에서 신뢰의 원칙이 적용되는 경우에 관한 고찰)

  • Bak, Cheol
    • The Korean Society of Law and Medicine
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    • v.16 no.1
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    • pp.125-151
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    • 2015
  • South Korea's medical system has dual systems-that is, Oriental and Western Medicine. Both are different from method for diagnosis or treatment of diseases and Scientific principle. Of the characteristics of Oriental medical practice in comparison with Western medical practice, notably, it is difficult to acknowledge specific constitutions, Oriental medical doctors' discretion is broad, and Oriental medical practice has a low invasiveness. Thus, it is difficult to acknowledge human specific constitutions when grounded on Oriental medical principles, thereby making it difficult for Oriental medical doctors to argue such specific constitutions as a means of defending against their medical negligence. And, it is difficult to prove Oriental medical doctors' negligence because Oriental medical doctors' scope of discretion is broad. Collaboration of Oriental medicine and western medicine can diagnose and treat the patient's diseases from a different viewpoint, making both medicines complementary. Oriental medicine and western medicine are independent of each other, equal, thus making them divided horizontally. Horizontal medical service division involves the principle of trust, but the principle of trust does not always apply to Oriental medicine and western medicine, because if patients shift from one area of medicine to another, the scientific principle, diagnostic method and treatment method of that medical area should be different. Application of the principle of trust to both of them needs to be analyzed according to types of medical institutions where transfers occur, and to the scope of work division between them.

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Case Study on Software Education using Social Coding Sites (소셜 코딩 사이트를 활용한 소프트웨어 교육 사례 연구)

  • Kang, Hwan-Soo;Cho, Jin-Hyung;Kim, Hee-Chern
    • Journal of Digital Convergence
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    • v.15 no.5
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    • pp.37-48
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    • 2017
  • Recently, the importance of software education is growing because computational thinking of software education is recognized as a key means of future economic development. Also human resources who will lead the 4th industrial revolution need convergence and creativity, computational thinking based on critical thinking, communication, and collaborative learning is known to be effective in creativity education. Software education is also a time needed to reflect social issues such as collaboration with developers sharing interests and open source development methods. Github is a leading social coding site that facilitates collaborative work among developers and supports community activities in open software development. In this study, we apply operational cases of basic learning of social coding sites, learning for storage server with sources and outputs of lectures, and open collaborative learning by using Github. And we propose educational model consisted of four stages: Introduction to Github, Using Repository, Applying Social Coding, Making personal portfolio and Assessment. The proposal of this paper is very effective for software education by attracting interest and leading to pride in the student.

Skills Development Programmes and Activities for LIS Professionals in India: A Road Map For South Asian Countries (문헌정보학 전문가를 위한 인도의 기술개발 프로그램과 활동 분석)

  • Ramesha, Ramesha
    • Journal of Information Management
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    • v.42 no.4
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    • pp.95-113
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    • 2011
  • The new millennium with mystifying convergence of IT has opened new challenges to LIS profession. This has resulted to continuous skill development and lifelong learning, for capacity building in consonant with contemporary changes. The LIS profession in India has created several mechanisms to organize and conduct several skills development programmes through which professionals are continuously enabled to update their professional knowledge and skills, in practice and teaching. There is a good organizational infrastructure and identified areas related to the recent developmental trends and as such LIS professionals and educators have facilities for updating their knowledge at veritable levels and intervals. The paper has surveyed programmes conducted by different organizations at different levels and highlights the aspects of the organizational infrastructure and the emergent areas of applications in LIS teaching, research and professional practices in India. The selection of areas and subjects for various skill development programmes suggest the competencies acquired by the LIS professionals from India, and the empowerment of their professional knowledge can be of immense value to its neighbouring countries. The paper highlights the knowledge and competencies of the LIS professionals in India and the broad-based facilities available here which can be a model for those countries which are seeking to utilize the LIS human resources from this part of the sub-continent. The paper in this circumstance surveyed on the institutional infrastructure for skill developmental opportunities available in India which would meet such requirements within and to the countries outside in the South Asian region seeking its collaboration in such manpower development work.

The Effect of Cooperative Learning on Middle School Girls' Science Preferences - Applying the STAD Model in the Unit of Crustal Deformation - (협동 학습이 중학교 여학생들의 과학 선호도에 미치는 효과 - 지각 변동 단원에 STAD 모델의 적용 -)

  • Cho, Kyu-Seong;Lee, Gwang-Ho;Yang, Su-Mi
    • Journal of the Korean earth science society
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    • v.27 no.3
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    • pp.279-288
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    • 2006
  • We incorporated cooperative learning focusing on the 'Crustal Deformation' in five classes of second grade students, at an all-girls' middle school of Gimje city. The groups of cooperative learning were composed of four members of students each, according to the heterogeneous level. We conducted a pretest on the students' preference before incorporating the cooperative learning. After ten weeks of cooperative school work, the students took a post test with the same questions as the pretest. The result of this method greatly impacted the change on the students' scientific preference. It means that the students showed a positive change in their awareness of and participation in science classes, compared to before. However it is difficult to distinguish the differences in their scientific attitude on the recognition about scientists and habits which make them think scientifically. This resulted from the short period of ten weeks which is not sufficient to carry out the study strategy effectively. Surveys of the students on cooperative learning indicates that the middle level students prefer this method unlike the higher or lower level students. we are convinced that they can learn from the students of higher level and are able to help the lower level with the interaction through cooperative learning. According to the result of the survey, the method has some weaknesses; it arouses the high noise levels and consequent disturbance due to verbal interaction and of conflicts due to disagreements when they discuss the process. On the contrary, advantages are developing the students's interest in science class, helping them to learn, creating positive participation in class, and fostering mutual collaboration with other students through cooperative learning.

A Study on the Analysis of Reflective Journal of the Character Development Program of Christian University (기독교 대학의 인성 함양 프로그램 성찰저널 분석 연구 : K대학교의 밀알훈련 사례를 중심으로)

  • Lee, Seong Ah
    • Journal of Christian Education in Korea
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    • v.66
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    • pp.383-412
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    • 2021
  • The purpose of this study is to analyze the journal of reflection of students who participated in the character improvement education program. And it is a study that suggests ways to develop the program according to the results of analysis. Then, by collecting 208 reflective journals of students who participated in Milal training at K University, After the analysis was performed in the process of transcription, coding, and subject discovery, reliability was secured by calculating the Kappa coefficient for the analysis frame and analysis suitability. According to the results of the analysis of reflection journal. Through Milal training, the Milal spirit was understood as sacrificial service (sacrifice, devotion, lowering, serving, death, decay) and Milal (reproduction). We confirmed that It will have a life attitude related to the themes of labor (hardwork, work, patience, patience, perseverance). It can be said that through Milal training, self-reflection activities can be promoted, community character and collaboration skills can be cultivated, and the spirit of sacrificial service can be acquired. Through the results of this reflection journal analysis, it is necessary to further enhance the Milal training program, and it will be possible to provide implications to the character cultivation programs of other universities.

Digital Platform Government Promotion and Response Direction as a National Task : Focusing on the Impact that Will Have on the Management of Public Records (국정과제로서의 디지털플랫폼정부 추진과 대응 방향 공공기록물 관리에 미치게 될 영향을 중심으로)

  • Jeong, SangMyung
    • The Korean Journal of Archival Studies
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    • no.77
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    • pp.37-74
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    • 2023
  • As the Yoon Seok-yeol administration enters its second year in office, it is beginning to vigorously promote policies related to the "digital platform government," which is the 11th of the 120 national tasks. Accordingly, the Digital Platform Government Committee established and reported the 'Digital Platform Government Realization Plan' to the President in April 2023, and the 「Act on Provision and Use of Public Data」 and 「Data An amendment to the Act on the Vitalization of Infrastructure Administration" was submitted to the National Assembly in June 2023. In addition, the 「Regulations on the Promotion of Administrative Efficiency and Collaboration」, which is a Presidential Decree, was revised to 「Regulations on Operation and Innovation of Administrative Affairs」, including the name change, to effectively promote innovation in administrative work, and was completed on June 27, 2023. Therefore, this study aims to examine the trends of public institutions related to the digital platform government as a government task, and discuss whether the recent trends will affect the management of institutional records. Indications to respond to the government's digital platform, which is leading the way, it was emphasized that the operation of the current Medical Records Act is strange.