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A Detailed Review on Recognition of Plant Disease Using Intelligent Image Retrieval Techniques

  • Gulbir Singh;Kuldeep Kumar Yogi
    • International Journal of Computer Science & Network Security
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    • 제23권9호
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    • pp.77-90
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    • 2023
  • Today, crops face many characteristics/diseases. Insect damage is one of the main characteristics/diseases. Insecticides are not always effective because they can be toxic to some birds. It will also disrupt the natural food chain for animals. A common practice of plant scientists is to visually assess plant damage (leaves, stems) due to disease based on the percentage of disease. Plants suffer from various diseases at any stage of their development. For farmers and agricultural professionals, disease management is a critical issue that requires immediate attention. It requires urgent diagnosis and preventive measures to maintain quality and minimize losses. Many researchers have provided plant disease detection techniques to support rapid disease diagnosis. In this review paper, we mainly focus on artificial intelligence (AI) technology, image processing technology (IP), deep learning technology (DL), vector machine (SVM) technology, the network Convergent neuronal (CNN) content Detailed description of the identification of different types of diseases in tomato and potato plants based on image retrieval technology (CBIR). It also includes the various types of diseases that typically exist in tomato and potato. Content-based Image Retrieval (CBIR) technologies should be used as a supplementary tool to enhance search accuracy by encouraging you to access collections of extra knowledge so that it can be useful. CBIR systems mainly use colour, form, and texture as core features, such that they work on the first level of the lowest level. This is the most sophisticated methods used to diagnose diseases of tomato plants.

장기요양서비스 종사자 교육과정개발을 위한 요구분석 : 활동이론(Activity Theory)을 중심으로 (Reinforcement of Long-term Care Service Specialization Need Analysis for Curriculum Development: Focused on Activity Theory)

  • 서용완;최동연
    • 한국산학기술학회논문지
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    • 제21권4호
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    • pp.428-436
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    • 2020
  • 본 연구는 장기요양서비스 종사자 전문성 강화 교육과정 개발을 위한 요구분석을 통해 온라인 학습으로 성인학습자 직무역량 교육과정의 운영에 대한 시사점을 도출하기 위함을 목적으로 실시되었다. 구체적으로, 장기요양서비스 관련 선행 연구와 정부정책 자료를 분석하고, 유관근무기관의 전문가 14명을 대상으로 2019년 3월에 초점집단 인터뷰(Focus Group Interview)를 실시하여 활동이론(Activity Theory)을 분석의 틀로 활용하여 정리하였으며, 추가적으로 요양시설 종사자 25명을 대상으로 필요 교과목의 중요성과 난이도에 대한 설문인 양적자료를 기술통계 분석을 통해서 질적자료 분석의 결과를 타당화 하고자 하였다. 활동시스템의 주체-목표-도구의 윗부분을 주된 행위의 영역으로 보고, 아래의 규칙-공동체-분업을 행동을 위한 맥락적 부분으로 구분하여 요구분석과 추후 온라인 교육과정의 운영에 대한 시사점을 정리하였다. 연구결과, 기초 과목으로 '노인상담기술과 의사소통', 기본과목으로 '요양케어지도론', '현장에 필요한 치매케어기술', '케이기술과 식이요법', '근로기준법과 인사관리', 그리고 심화과정으로 '장기요양사례 관리의 활용'이라는 6개의 과목이 개발이 필요한 것으로 도출되었다. 한편 이러한 과목은 다양한 형태의 집체교육과 보수교육에 활용되어 다양한 장기요양서비스 봉사자를 위한 학습자 중심의 플립러닝으로 활용되는 방안이 제안되었다. 연구의 말미에서는 본 연구의 결과를 바탕으로 교과목의 효과적인 운영을 위한 교육현장에서 적용의 시사점을 제안하였다.

현용기록의 활용성 증진을 위한 지능형 기록관리시스템 구축: 한국중부발전 사례중심으로 (Case Study of Intelligence Record Management System Focus on Improving the Use of Current Record: The Case of Korea Midland Power Company (KOMIPO))

  • 주현우
    • 한국기록관리학회지
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    • 제19권4호
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    • pp.221-230
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    • 2019
  • 본고는 표준기록관리시스템과는 차별화하여, 전자결재시스템과 기록관리시스템을 하나의 시스템으로 운영하고, 기록관리 보조도구로 인공지능, 챗봇 등의 지능형서비스를 접목한 한국중부발전의 기록관리시스템 구축을 위한 준비과정을 소개함을 목적으로 한다. 기록관리 전 생애주기를 관리하는 것은 물론이고, 현용기록의 활용성을 높이기 위한 실시간 이관 및 기능분류체계 활용에 대해 심도있게 검토하여 설계하였으며, 폭증하는 전자기록물의 효율적 관리를 위하여 인공지능 등 신기술을 도입하였다. 기록관리행위의 첫 단추이자 가장 중요한 시작인 분류의 정확성을 높이고자, 기계학습을 통한 기록물분류를 추천하여 처리과에서의 무분별한 오분류를 사전에 차단했으며, 업무관련 규정 및 기록의 활용을 위하여 챗봇을 도입하는 등 기록관리 분야에서 신기술을 적극 도입하였다. 또한 시스템 간 이관에 따라 생기는 열람권한 문제를 전자결재시스템 및 기록관리시스템의 열람권한을 모두 확인하여 권한을 부여하는 등 기록물의 적극적 활용을 위해 많은 노력을 하였다.

수지침 경험자들의 수지침에 대한 효율성과 효과성 인식정도 (Recognition of Efficiency and Effectiveness of the Experiences with Hand Acupuncture)

  • 이연주;박경민
    • 지역사회간호학회지
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    • 제12권1호
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    • pp.278-287
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    • 2001
  • The purpose of this study is to provide with basic information on application of hand acupuncture as a complementary and alternative therapy by giving some recognition of efficiency and effectiveness of hand acupuncture. And so, answers for questionnaires of 290 respondents were used for this research and collected from June 5 through 13, 1999 from adults twenty and over who were participating in the hand acupuncture training program in Seoul and had some direct experiences with hand acupuncture therapy, whatever they had been treated and/or had treated. To secure reliability of measurement tool. Cronbach'a has been calculated and Factor Analysis was done as Validity Analysis of question classification. Demograprucal characteristics of hand acupuncture experienced people and factors related to hand acupuncture experiences are calculated based on the real number and percentage. The degree of recognition of efficiency and effectiveness of hand acupuncture is made as average and standard deviation, while the degree of recognition of efficiency and effectiveness based on general characteristics come from one-way ANOVA. 1. According to socio-demographical analysis. the questioned could be classified firstly as age (40-49 : 32.5%. 30-39 : 24.9%. 50-59 : 21.9%. 60-69 : 14.7%. 20-29 : 6.0%). secondly gender (male 36.6%. female 63.4%). thirdly occupation (housewife: 43.8%. self-employed: 15.5%. company-employee: 14.8%). fourthly education (high school graduate: 41.9%, college graduate: 37.9%), and lastly monthly-income (1 to 2 million: 51.4%. 2 to 3 million: 20,3%) 2, As for the general aspects related to hand acupuncture. 80,0% of the respondents answered almost zero for the monthly average number of visit to hospital and 15.5% responded 1 to 2 visits, 6,2% of the respondents is complaining of a disorder of digestive system. 19,0% circulatory disease, 10.7% bad nervous system. By utilizing hand acupuncture, 84% of the questioned have following experiences in curing diseases: digestive system 47.3%, circulatory system 9.3%, nervous system 8.3%, 54,1% are curing 1 to 2 and 10.3% 3 to 4 patients on a daily basis with hand acupuncture. Research on the demerits of giving medical treatment with hand acupuncture shows 23,8% are feeling economic burden. 16.6% difficulty of learning and 16.2% weak theoretical backgrounds. 3. Among the efficiency recognition, possibility of general application is average 4,29 and simple treatment is 4,19. economic merits 4.36. possibility of establishment with supplementary and alternative medicine 4.17, medical effectiveness 4.09. 4, As a result of demographical analysis on the efficiency and effectiveness of hand acupuncture therapy, it appears that the recognition of efficiency based on occupation and the recognition of effectiveness based on monthly income are most significant to be noticed. In an orderly fashion. government-employee, self-employed, company-employee. and then housewife have perceived hand acupuncture very efficiently, And those who recognize hand acupuncture to be most effective are people earn 1 million to 2 million won a month, 5. The efficiency(p = .003) and effectiveness (p= .049) of hand acupuncture therapy by number of visit to hospital were statiscally significant, and effectiveness of hand acupuncture therapy by disease exist was statiscally significant (p= .033).

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