• Title/Summary/Keyword: Shannon's Entropy

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Topic Modeling based Interdisciplinarity Measurement in the Informatics Related Journals (토픽 모델링 기반 정보학 분야 학술지의 학제성 측정 연구)

  • Jin, Seol A;Song, Min
    • Journal of the Korean Society for information Management
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    • v.33 no.1
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    • pp.7-32
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    • 2016
  • This study has measured interdisciplinarity using a topic modeling, which automatically extracts sub-topics based on term information appeared in documents group unlike the traditional top-down approach employing the references and classification system as a basis. We used titles and abstracts of the articles published in top 20 journals for the past five years by the 5-year impact factor under the category of 'Information & Library Science' in JCR 2013. We applied 'Discipline Diversity' and 'Network Coherence' as factors in measuring interdisciplinarity; 'Shannon Entropy Index' and 'Stirling Diversity Index' were used as indices to gauge diversity of fields while topic network's average path length was employed as an index representing network cohesion. After classifying the types of interdisciplinarity with the diversity and cohesion indices produced, we compared the topic networks of journals that represent each type. As a result, we found that the text-based diversity index showed different ranking when compared to the reference-based diversity index. This signifies that those two indices can be utilized complimentarily. It was also confirmed that the characteristics and interconnectedness of the sub-topics dealt with in each journal can be intuitively understood through the topic networks classified by considering both the diversity and cohesion. In conclusion, the topic modeling-based measurement of interdisciplinarity that this study proposed was confirmed to be applicable serving multiple roles in showing the interdisciplinarity of the journals.

Prioritizing the locations for hydrogen production using a hybrid wind-solar system: A case study

  • Mostafaeipour, Ali;Jooyandeh, Erfan
    • Advances in Energy Research
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    • v.5 no.2
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    • pp.107-128
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    • 2017
  • Energy is a major component of almost all economic, production, and service activities, and rapid population growth, urbanization and industrialization have led to ever growing demand for energy. Limited energy resources and increasingly evident environmental effects of fossil fuel consumption has led to a growing awareness about the importance of further use of renewable energy sources in the countries energy portfolio. Renewable hydrogen production is a convenient method for storage of unstable renewable energy sources such as wind and solar energy for use in other place or time. In this study, suitability of 25 cities located in Iran's western region for renewable hydrogen production are evaluated by multi-criteria decision making techniques including TOPSIS, VIKOR, ELECTRE, SAW, Fuzzy TOPSIS, and also hybrid ranking techniques. The choice of suitable location for the centralized renewable hydrogen production is associated with various technical, economic, social, geographic, and political criteria. This paper describes the criteria affecting the hydrogen production potential in the study region. Determined criteria are weighted with Shannon entropy method, and Angstrom model and wind power model are used to estimate respectively the solar and wind energy production potential in each city and each month. Assuming the use of proton exchange membrane electrolyzer for hydrogen production, the renewable hydrogen production potential of each city is then estimated based on the obtained wind and solar energy generation potentials. The rankings obtained with MCDMs show that Kermanshah is the best option for renewable hydrogen production, and evaluation of renewable hydrogen production capacities show that Gilangharb has the highest capacity among the studied cities.

A Study on the Multiresolutional Coding Based on Spline Wavelet Transform (스플라인 웨이브렛 변환을 이용한 영상의 다해상도 부호화에 관한 연구)

  • 김인겸;정준용;유충일;이광기;박규태
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.19 no.12
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    • pp.2313-2327
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    • 1994
  • As the communication environment evolves, there is an increasing need for multiresolution image coding. To meet this need, the entrophy constratined vector quantizer(ECVQ) for coding of image pyramids by spline wavelet transform is introduced in this paper. This paper proposes a new scheme for image compression taking into account psychovisual feature both in the space and frequency domains : this proposed method involves two steps. First we use spline wavelet transform in order to obtain a set of biorthogonal subclasses of images ; the original image is decomposed at different scale using a pyramidal algorithm architecture. The decomposition is along the vertical and horizontal directions and maintains constant the number of pixels required the image. Second, according to Shannon's rate distortion theory, the wavelet coefficients are vectored quantized using a multi-resolution ECVQ(entropy-constrained vector quantizer) codebook. The simulation results showed that the proposed method could achieve higher quality LENA image improved by about 2.0 dB than that of the ECVQ using other wavelet at 0.5 bpp and, by about 0.5 dB at 1.0 bpp, and reduce the block effect and the edge degradation.

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Comparison of Water Resources Vulnerability Index of South and North Korea Using TOPSIS (TOPSIS를 이용한 남·북한 지역별 기후변화에 대한 수자원 취약성 지수 비교)

  • Song, Jae Yeol;Chung, Eun-Sung;Jeong, Sunghun
    • Proceedings of the Korea Water Resources Association Conference
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    • 2015.05a
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    • pp.643-643
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    • 2015
  • 최근 북한의 수자원에 대한 관심과 연구가 활발히 이루어지고 있다. 또한, 수자원 취약성과 지속가능한 개발과 관련된 지수에 대한 연구도 꾸준히 이루어지고 있으며, 이 지수를 이용하여 현재 또는 미래의 수자원 취약성을 판단하고 대비하고 있다. 본 연구는 기상청, 통계청, 환경부에서 제공하는 자료 중에서 북한의 지역별 자료의 확보 가능한 자료를 대상으로 기후변화에 대한 기후노출, 민감도, 적응능력을 나타내는 지표들을 선정하여 남한과 북한의 26개 광역자치단체에 대하여 수자원 취약성 순위를 도출하였다. 기후변화를 고려한 지표들은 각각 홍수피해와 물부족을 반영하는 지표인 일최대강수량, 일강수량이 80mm 이상인 날의 수, 연최대 연속강우일수, 3일주기 최대 강수량, 6-9월 강수량, 12-2월 증발산량, 3-5월 증발산량, 12-2월 강수량, 3-5월 강수량, 연속적인 무강우일 수의 최대값, 총인구, 인구밀도를 선택하였으며, 변수들의 가중치 결정은 객관적 가중치 산정 방법인 Shannon의 entropy 기법과 주관적 가중치인 환경부(2012)에서 전문가를 대상으로 유도한 가중치를 적용하여 치수와 이수분야에 대한 취약성을 각각 평가하였다. 수자원 취약성의 정량적 평가를 위하여 TOPSIS (Technique for Order Preference by Similarity to Ideal Solution) 기법을 적용하여 남 북한 지역별 수자원 취약성을 지수화하고 취약성 순위를 도출하였다. 산정된 수자원 취약성 지수가 낮을수록 취약함의 정도가 심각한 것으로 정의할 수 있으며, 연구결과 남 북한을 통틀어서 서울이 가장 취약한 지역으로 나타났으며, 치수 분야에서는 북한의 양강도가 취약성이 낮은 것으로 나타났고, 이수분야에서는 북한의 양강도와 남한의 제주도가 취약성이 낮은 것으로 나타났다. 따라서 본 연구는 남 북한의 지역별 취약성 순위를 통해 우리나라와 북한 수자원의 현황을 제시하며, 미래의 국가 수자원 계획 수립 및 대책을 제시할 수 있는 자료로 활용할 수 있을 것이다.

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Assessment of water use vulnerability in the unit watersheds using TOPSIS approach with subjective and objective weights (주관적·객관적 가중치를 활용한 TOPSIS 기반 단위유역별 물이용 취약성 평가)

  • Park, Hye Sun;Kim, Jeong Bin;Um, Myoung-Jin;Kim, Yeonjoo
    • Journal of Korea Water Resources Association
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    • v.49 no.8
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    • pp.685-692
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    • 2016
  • This study aimed to develop the indicator-based approach to assess water use vulnerability in watersheds and applied to the unit watershed within the Han River watershed. Vulnerability indices were comprised of three sub-components (exposure, sensitivity, adaptive capacity) with respect to water use. The indicators were made up of 16 water use indicators. Then we estimated vulnerability indices using the Technique for Order of Preference by Similarity to Ideal Solution approach (TOPSIS). We collected environmental and socio-economic data from national statistics database, and used them for simulated results by the Soil and Water Assessment Tool (SWAT) model. For estimating the weighted values for each indicator, expert surveys for subjective weight and data-based Shannon's entropy method for objective weight were utilized. With comparing the vulnerability ranks and analyzing rank correlation between two methods, we evaluated the vulnerabilities for the Han River watershed. For water use, vulnerable watersheds showed high water use and the water leakage ratio. The indices from both weighting methods showed similar spatial distribution in general. Such results suggests that the approach to consider different weighting methods would be important for reliably assessing the water use vulnerability in watersheds.