• Title/Summary/Keyword: Maximum Entropy Distribution

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Comparison of Species Distribution Models According to Location Data (위치자료의 종류에 따른 생물종 분포모형 비교 연구)

  • Seo, Chang-Wan;Park, Yu-Ri;Choi, Yun-Soo
    • Journal of Korean Society for Geospatial Information Science
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    • v.16 no.4
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    • pp.59-64
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    • 2008
  • We need to use the strength of each Species Distribution Model(SDM) because presence location data were only collected due to time and economic limitations in Korea. This study investigated and compared GAM(Generalized Additive Model) which is one of presence-absence models with Maxent(Maximum Entropy Model) which is one of presence only models according to location data(presence/absence data). The target species was Fisher(Martes pennanti) which is an endangered species in California, USA. We implemented environmental data such as topography, climate and vegetation, and applied models to sub-regions and study area. The results of this study were as follows. Firstly, GAM which used real presence and absence data was better than GAM which used pseudo-absence data and Maxent which used presence-only data. Secondly, Maxent was better than GAM when presence-only data were used. Lastly, each model which applied to different regions didn't predict other area well due to the difference of habitat environment and over-predicted outside of study area. We need to select an optimal model to predict a suitable habitat according to the type and distribution of location data.

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Maximum Entropy Algorithm and its Implementation for the Neutral Beam Profile Measurement

  • Lee, Seung-Wook;Gyuseong Cho;Cho, Yong-Sub
    • Proceedings of the Korean Nuclear Society Conference
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    • 1997.10a
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    • pp.329-334
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    • 1997
  • A tomography algorithm to maximize the entropy of image using Lagrangian multiplier technique and conjugate gradient method has been designed for the measurement of 2D spatial distribution of intense neutral beams of KSTAR NBI(Korea Superconducting Tokamak Advanced Research Neutral Beam Injector) which is now being designed. A possible detection system was assumed and a numerical simulation has been implemented to test the reconstruction quality of given beam profiles. This algorithm has the good applicability for sparse projection data and thus, can be used for the neutral beam tomography.

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Families of Distributions Arising from Distributions of Ordered Data

  • Ahmadi, Mosayeb;Razmkhah, M.;Mohtashami Borzadaran, G.R.
    • Communications for Statistical Applications and Methods
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    • v.22 no.2
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    • pp.105-120
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    • 2015
  • A large family of distributions arising from distributions of ordered data is proposed which contains other models studied in the literature. This extension subsume many cases of weighted random variables such as order statistics, records, k-records and many others in variety. Such a distribution can be used for modeling data which are not identical in distribution. Some properties of the theoretical model such as moment, mean deviation, entropy criteria, symmetry and unimodality are derived. The proposed model also studies the problem of parameter estimation and derives maximum likelihood estimators in a weighted gamma distribution. Finally, it will be shown that the proposed model is the best among the previously introduced distributions for modeling a real data set.

A Study on the Maximum Velocity and the Surface Velocity (최대유속과 표면유속에 관한 연구)

  • Choo, Tai Ho;Je, Sung Jin
    • Proceedings of the Korea Contents Association Conference
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    • 2006.05a
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    • pp.351-355
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    • 2006
  • The purpose of this study is to develop an efficient and useful equation of discharge measurement which can calculate easily discharge using only the surface velocity in both channels and rivers. The research results show: (1) Natural river have a propensity to establish and maintain an equilibrium state the corresponds to a value of the entropy parameter M; (2) Velocity distribution estimated by the method using surface velocity was compared with that of actual survey. It shows fairly close agreements between the estimated and the observed; (3) Developed equations for calculating the discharge using the surface velocity at the spot of the maximum velocity in a river section were established and show that the method of using fairly acceptable. An entropy based method for determining the discharge using only surface velocity in the rivers has been developed. The method presented is also efficient and applicable in estimating the discharge in high flows during the flood season that are very difficult or impossible to measure before, due to technical or theoretical reasons.

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New record of a blood-feeding terrestrial leech, Haemadipsa rjukjuana Oka, 1910 (Haemadipsidae, Arhynchobdellida) on Heuksando Island and possible habitat estimation in the current and future Korean Peninsula using a Maxent model

  • Tae-Yeong Eom;Hyeon-Soo Kim;Yeong-Seok Jo
    • Journal of Species Research
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    • v.12 no.1
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    • pp.109-113
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    • 2023
  • To build a distribution model for Haemadipsa rjukjuana, we collected current occurrences of the species on Heuksando with adjacent islands. Based on current locations and 19 climate variables with DEM (digital elevation model), we built the MaxEnt (maximum entropy) species distribution model for H. rjukjuana in the islands. Then, we applied the MaxEnt model to the mainland of Korea with the current climate condition and topology. In addition to the current distribution scenario, we predicted the future distribution scenarios in Korea by Coupled Model Intercomparison Project Phase 6 (CMIP6) global climate models. Shared Socioeconomic Pathway (SSP) 585 of two CMIP6 models(GISS-E2-1 and INM-CM4-8) from 2040 to 2100 were used for the future projection.

Finite Element Analysis and Experimental Verification for the Cold-drawing of a FCC-based High Entropy Alloy (FCC계 고엔트로피 합금의 냉간 인발 유한요소해석 및 실험적 검증)

  • Cho, H.S.;Bae, S.J.;Na, Y.S.;Kim, J.H.;Lee, D.G.;Lee, K.S.
    • Transactions of Materials Processing
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    • v.29 no.3
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    • pp.163-171
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    • 2020
  • We present a multi-step cold drawing for a non-equiatomic Co10Cr15Fe25Mn10Ni30V10 high entropy alloy (HEA) with a simple face-centered cubic (FCC) crystal structure. The distribution of strain in the cold-drawn Co10Cr15Fe25Mn10Ni30V10 HEA wires was analyzed by the finite element method (FEM). The effective strain was expected to be higher as it was closer to the surface of the wire. However, the reverse shear strain acted to cause a transition in the shear strain behavior. The critical effective strain at which the shear strain transition behavior is completely shifted was predicted to be 4.75. Severely cold-drawn Co10Cr15Fe25Mn10Ni30V10 HEA wires up to 96% of the maximum cross-sectional reduction ratio were successfully manufactured without breakage. With the assistance of electron back-scattering diffraction and transmission electron microscope analyses, the abundant deformation twins were found in the region of high effective strain, which is a major strengthening mechanism for the cold-drawn Co10Cr15Fe25Mn10Ni30V10 HEA wire.

RELIABILITY ANALYSIS FOR THE TWO-PARAMETER PARETO DISTRIBUTION UNDER RECORD VALUES

  • Wang, Liang;Shi, Yimin;Chang, Ping
    • Journal of applied mathematics & informatics
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    • v.29 no.5_6
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    • pp.1435-1451
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    • 2011
  • In this paper the estimation of the parameters as well as survival and hazard functions are presented for the two-parameter Pareto distribution by using Bayesian and non-Bayesian approaches under upper record values. Maximum likelihood estimation (MLE) and interval estimation are derived for the parameters. Bayes estimators of reliability performances are obtained under symmetric (Squared error) and asymmetric (Linex and general entropy (GE)) losses, when two parameters have discrete and continuous priors, respectively. Finally, two numerical examples with real data set and simulated data, are presented to illustrate the proposed method. An algorithm is introduced to generate records data, then a simulation study is performed and different estimates results are compared.

Prediction of Potential Distributions of Two Invasive Alien Plants, Paspalum distichum and Ambrosia artemisiifolia, Using Species Distribution Model in Korean Peninsula (한반도에서 종 분포 모델을 이용한 두 침입외래식물, 돼지풀과 물참새피의 잠재적 분포 예측)

  • Lee, SeungHyun;Cho, Kang-Hyun;Lee, Woojoo
    • Ecology and Resilient Infrastructure
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    • v.3 no.3
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    • pp.189-200
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    • 2016
  • The species distribution model would be a useful tool for understanding how invasive alien species spread over the country and what environmental variables contribute to their distributions. This study is focused on the potential distribution of two invasive alien species, the common ragweed (Ambrosia artemisiifolia) and knotgrass (Paspalum distichum) in the Korean Peninsula. The maximum entropy (Maxent) model was used for the prediction of their distribution by inferring their climatic environmental requirements from localities where they are currently known to occur. We obtained their presence data from the Global Biodiversity Information Facility and the Korean plant species databases and bioclimatic data from the WorldClim dataset. As a results of the modelling, the potential distribution predicted by global occurrence data was more accurate than that by native occurrence data. The variables determining the common ragweed distribution were precipitation of the driest month and annual mean temperature. Both annual and the coldest quarter mean temperatures were critical factors in determining the knotgrass distribution. The Maxent model could be a useful tool for the prediction of alien species invasion and the management of their expansion.

Prediction of potential habitats and distribution of the marine invasive sea squirt, Herdmania momus

  • Park, Ju-Un;Lee, Taekjun;Kim, Dong Gun;Shin, Sook
    • Korean Journal of Environmental Biology
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    • v.38 no.1
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    • pp.179-188
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    • 2020
  • The influx of marine exotic and alien species is disrupting marine ecosystems and aquaculture. Herdmania momus, reported as an invasive species, is distributed all along the coast of Jeju Island and has been confirmed to be distributed and spread to Busan. The potential habitats and distribution of H. momus were estimated using the maximum entropy (MaxEnt) model, quantum geographic information system (QGIS), and Bio-ocean rasters for analysis of climate and environment(Bio-ORACLE), which can predict the distribution and spread based only on species occurrence data using species distribution model (SDM). Temperature and salinity were selected as environmental variables based on previous literature. Additionally, two different representative concentration pathway (RCP) scenarios (RCP 4.5 and RCP 8.5) were set up to estimate future and potential habitats owing to climate change. The prediction of potential habitats and distribution for H. momus using MaxEnt confirmed maximum temperature as the highest contributor(77.1%), and mean salinity, the lowest (0%). And the potential habitats and distribution of H. momus were the highest on Jeju Island, and no potential habitat or distribution was seen in the Yellow Sea. Different RCP scenarios showed that at RCP 4.5, H. momus would be distributed along the coast of Jeju Island in the year 2050 and that the distribution would expand to parts of the Korea Strait by the year 2100. RCP 8.5, the distribution in 2050 is predicted to be similar to that at RCP 4.5; however, by 2100, the distribution is predicted to expand to parts of the Korea Strait and the East Sea. This study can be utilized as basic data to effectively control the ecological injuries by H. momus by predicting its spread and distribution both at present and in the future.

Discharge Computation in Natural Rivers Using Chiu's Velocity Distribution and Estimation of Maximum Velocity (자연하천에서 Chiu의 유속분포와 최대유속 추정을 이용한 유량산정)

  • Kim, Chang-Wan;Lee, Min-Ho;Yoo, Dong-Hoon;Jung, Sung-Won
    • Journal of Korea Water Resources Association
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    • v.41 no.6
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    • pp.575-585
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    • 2008
  • It is essential to obtain accurate and highly reliable streamflow data for water resources planning, evaluation and management as well as design of hydraulic structures. A new discharge computation method proposed in this research uses Chiu's velocity distribution and estimation of maximum velocity. This method shows acceptable channel discharges comparing these by the exiting velocity-area method. When velocity-area method is used, it is required to observe velocities at every specified point and vertical line using a velocity meter like Price-AA. If the method proposed in this research, is used, however it is not necessary to observe all point velocities needed in the velocity-area method. But this method can not be applied for the cases of very complex and strongly asymmetric channel cross-sections because Chiu's velocity distribution using entropy concept may be quite biased from that of natural rivers.