• Title/Summary/Keyword: LCM

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Latent class model for mixed variables with applications to text data (혼합모드 잠재범주모형을 통한 텍스트 자료의 분석)

  • Shin, Hyun Soo;Seo, Byungtae
    • The Korean Journal of Applied Statistics
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    • v.32 no.6
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    • pp.837-849
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    • 2019
  • Latent class models (LCM) are useful tools to draw hidden information from categorical data. This model can also be interpreted as a mixture model with multinomial component distributions. In some cases, however, an available dataset may contain both categorical and count or continuous data. For such cases, we can extend the LCM to a mixture model with both multinomial and other component distributions such as normal and Poisson distributions. In this paper, we consider a LCM for the data containing categorical and count data to analyze the Drug Review dataset which contains categorical responses and text review. From this data analysis, we show that we can obtain more specific hidden inforamtion than those from the LCM only with categorical responses.

Estimation of Carbon Emissions and Energy Self-Sufficiency in Sewage Treatment plant's Improvement by using Life Cycle Management Tool (LCM 기법을 이용한 하수처리장 개선에 따른 탄소배출량 및 에너지 자립율 평가)

  • Moon, Jin-Young;Park, Ji-Hyoung;Hwang, Yong-Woo;Park, Kwang-Ho
    • Journal of Korean Society of Water and Wastewater
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    • v.27 no.2
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    • pp.223-232
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    • 2013
  • In this study, carbon emissions and energy consumption were evaluated to establish a design strategy which has low energy consumption and carbon emission production, by using life cycle energy (LCE) and life cycle $CO_2(LCCO_2)$ calculation methods in life cycle management(LCM) tools. After improvement design projects, the energy consumption and $CO_2$ emission were calculated and compared in three sewage treatment plants (STPs), which are A STP, B STP, and C STP. The reduction of carbon emissions was 28,020.1 ton $CO_{2-}e/yr$, 37,399.6 ton $CO_{2-}e/yr$ and 8,788.3 ton $CO_{2-}e/yr$, respectively. Production of energy was 792 TOE/yr, 1,235 TOE/yr and 1,023 TOE/yr, respectively. As a result, the estimation of energy and energy self-sufficiency was 5.1 %, 14.5 % and 23.5 %, respectively. The result of this study shows the LCM can be contributed to establish strategy for energy and carbon emission reduction in sewage treatment plants.

Effect of Growth Temperature on the Luminescence Properties of InP/GaP Short-Period Superlattice Structures

  • Byun, Hye Ryoung;Ryu, Mee-Yi;Song, Jin Dong;Lee, Chang Lyul
    • Applied Science and Convergence Technology
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    • v.24 no.1
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    • pp.22-26
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    • 2015
  • The optical properties of InP/GaP short-period superlattice (SPS) structures grown at various temperatures from $400^{\circ}C$ to $490^{\circ}C$ have been investigated by using temperature-dependent photoluminescence (PL) and emission wavelength-dependent time-resolved PL measurements. The PL peak energy for SPS samples decreases as the growth temperature increases. The decreased PL energy of ~10 meV for the sample grown at $425^{\circ}C$ compared to that for $400^{\circ}C$-grown sample is due to the CuPt-B type ordering, while the SPS samples grown at $460^{\circ}C$ and $490^{\circ}C$ exhibit the significant reduction of the PL peak energies due to the combined effects of the formation of lateral composition modulation (LCM) and CuPt-B type ordering. The SPS samples with LCM structure show the enhanced carrier lifetime due to the spatial separation of carriers. This study represents that the bandgap energy of InP/GaP SPS structures can be controlled by varying growth temperature, leading to LCM formation and CuPt-B type ordering.

Latral Composition Modulation 기법으로 성장된 InP/GaP 초격자의 분광특성

  • Sin, Yong-Ho;Kim, Yong-Min;Song, Jin-Dong
    • Proceedings of the Korean Vacuum Society Conference
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    • 2013.02a
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    • pp.483-483
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    • 2013
  • Latral Composition Modulation (LCM)으로 성장한 InP/GaP 초격자(Superlattice)의 선편광된 광발광(Photoluminescence) 특성을 저온(5 K)에서 측정하였다. LCM 기법은 z-축 방향으로 InP와 GaP를 단층 초격자(monolayer supperlattice)로 성장하는 과정에서 strain에 의해 x-y 평면으로 초격자가 형성되는 특별한 경우이다. 이렇게 성장된 LCM 초격자의 경우 In-rich 영역과 Ga-rich 영역이 교차로 성장되는 구조를 가지며 가전자대역(valence band)에서 무거운 양공과 가벼운 양공의 band mixing 이 일어나게 되어 선평광된 발광특성을 가진다. 우리는 저온 발광실험에서 In-rich 영역과 Ga-rich 영역의 재결합에 의해 나타나는 두 개의 독립된 전이 피크를 측정하였다. 이 두 피크는 [110] 방향의 편광에서 발광 강도가 최대치를 가지며 [1-10] 방향에서 최소값을 가짐을 보였다. 이때 전이 에너지의 경우 [110] 방향에서 [1-10] 방향으로 편광이 바뀔 때 Ga-rich 영역의 전이의 경우 적색편이를 나타낸 반면 In-rich 영역의 경우 청색편이를 보이는 현상을 발견하였다. 이러한 상반된 편이 현상은 서로 다른 3족 물질의 영역에 따라 격자 상수가 바뀌며 tensile strss와 compressive stress에 따른 가전자 대역의 band mixing 변화에 기인하는 것으로 여겨진다.

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Effect of Nitrogen Fertilization and Stage of Maturity of Mottgrass (Pennisetum purpureum) on its Chemical Composition, Dry Matter Intake, Ruminal Characteristics and Digestibility in Buffalo Bulls

  • Sarwar, M.;Mahr-un-Nisa, Mahr-un-Nisa
    • Asian-Australasian Journal of Animal Sciences
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    • v.12 no.7
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    • pp.1035-1039
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    • 1999
  • Four ruminally cannulated buffalo bulls were fed mottgrass diets using a $4{\times}4$ Latin square design. Treatments were arranged factorially and consisted of mottgrass fertilized with 0 for Kg nitrogen (N) per acre and harvested at 40 and 60 days of age. Nitrogen fertilization improved the concentrations of neutral detergent fiber (NDF), and acid detergent fiber (ADF) in early-cut mottgrass (ECM) but, the acid detergent lignin (ADL) contents were higher in the late-cut mottgrass (LCM). The crude protein (CP) contents of the mottgrass decreased with advancing maturity, but N fertilization increased CP at both maturities. The intake of dry matter (DM), organic matter (OM), CP, NDF and ADF were higher by buffalo bulls fed ECM than those fed LCM. The ruminal pH increased in first 6 hours post feeding in animals fed N fertilized mottgrass and may be due to higher concentration of ruminal ammonia. The digestibilities of DM, OM, CP, NDF and ADF were higher by buffalo bulls fed ECM than those fed LCM. However, the application of N fertilizer did not affect the digestibilities of these nutrients.

A Lightweight Real-Time Small IR Target Detection Algorithm to Reduce Scale-Invariant Computational Overhead (스케일 불변적인 연산량 감소를 위한 경량 실시간 소형 적외선 표적 검출 알고리즘)

  • Ban, Jong-Hee;Yoo, Joonhyuk
    • IEMEK Journal of Embedded Systems and Applications
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    • v.12 no.4
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    • pp.231-238
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    • 2017
  • Detecting small infrared targets from the low-SCR images at a long distance is very hard. The previous Local Contrast Method (LCM) algorithm based on the human visual system shows a superior performance of detecting small targets by a background suppression technique through local contrast measure. However, its slow processing speed due to the heavy multi-scale processing overhead is not suitable to a variety of real-time applications. This paper presents a lightweight real-time small target detection algorithm, called by the Improved Selective Local Contrast Method (ISLCM), to reduce the scale-invariant computational overhead. The proposed ISLCM applies the improved local contrast measure to the predicted selective region so that it may have a comparable detection performance as the previous LCM while guaranteeing low scale-invariant computational load by exploiting both adaptive scale estimation and small target feature feasibility. Experimental results show that the proposed algorithm can reduce its computational overhead considerably while maintaining its detection performance compared with the previous LCM.

Aggregate Planning Using Least Cost First Assignment Algorithm of Transportation Problem (운송 문제의 최소비용 우선 배정 알고리즘을 적용한 총괄계획)

  • Lee, Sang-Un
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.21 no.5
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    • pp.181-188
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    • 2021
  • In preparing a aggregate production plan(APP), the transportation method generally uses a linear planning(LP) software package for TSM(transportation simplex method), which seeks initial solutions with either NCM, LCM, or VAM specialized in transportation issues and optimizes them with either SSM or MODI. On the other hand, this paper proposes a transportation method that easily, quickly, and accurately prepares a APP without software package assistance. This algorithm proposed simply assigned to least cost-first, and minimized the inventory periods. Applying the proposed algorithm to 6-benchmarking data, this algorithm can be obtained better optimal solution than VAM or LP for 4 data, and we obtain the same results for the remained 2 data.

Effect of Carbohydrate Sources and Levels of Cotton Seed Meal in Concentrate on Feed Intake, Nutrient Digestibility, Rumen Fermentation and Microbial Protein Synthesis in Young Dairy Bulls

  • Wanapat, Metha;Anantasook, N.;Rowlinson, P.;Pilajun, R.;Gunun, P.
    • Asian-Australasian Journal of Animal Sciences
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    • v.26 no.4
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    • pp.529-536
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    • 2013
  • The objective of this study was to investigate the effect of levels of cottonseed meal with various carbohydrate sources in concentrate on feed intake, nutrient digestibility, rumen fermentation and microbial protein synthesis in dairy bulls. Four, 6 months old dairy bulls were randomly assigned to receive four dietary treatments according to a $2{\times}2$ factorial arrangement in a $4{\times}4$ Latin square design. Factor A was carbohydrate source; cassava chip (CC) and cassava chip+rice bran in the ratio of 3:1 (CR3:1), and factor B was cotton seed meal levels in the concentrate; 109 g CP/kg (LCM) and 328 g CP/kg (HCM) at similar overall CP levels (490 g CP/kg). Bulls received urea-lime treated rice straw ad libitum and were supplemented with 10 g of concentrate/kg BW. It was found that carbohydrate source and level of cotton seed meal did not have significant effects on ruminal pH, ammonia nitrogen concentration, microbial protein synthesis or feed intake. Animals which received CC showed significantly higher BUN concentration, ruminal propionic acid and butyric acid proportions, while dry matter, organic matter digestibility, populations of total viable bacteria and proteolytic bacteria were lower than those in the CR3:1 treatment. The concentration of total volatile fatty acids was higher in HCM than LCM treatments, while the concentration of butyric acid was higher in LCM than HCM treatments. The population of proteolytic bacteria with the LCM treatments was higher than the HCM treatments; however other bacteria groups were similar among the different levels of cotton seed meal. Bulls which received LCM had higher protein digestibility than those receiving HCM. Therefore, using high levels of cassava chip and cotton seed meal might positively impact on energy and nitrogen balance for the microbial population in the rumen of the young dairy bull.

WEAR AND CHEMICAL DEGRADATION OF ESTHETIC RESTORATIVE MATERIALS (차세대 레진 개발을 위한 광중합형 복합레진의 화학적 분해와 마모에 관한 연구)

  • Yang, Kyu-Ho;Choi, Eun-Young;Choi, Nam-Ki;Kim, Seon-Mi
    • Journal of the korean academy of Pediatric Dentistry
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    • v.32 no.3
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    • pp.557-568
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    • 2005
  • The aim of this study was to evaluate the resistance to degradation and to compare the wear resistance characteristics of four esthetic restorative materials in an alkaline solution(0.1N NaOH). The brands studied were MetafilCX(Sun medical, Japan) Solitaire 2(Heraeus Kulzer, USA), Composan LCM(Promedica, Germany), DenFil(Vericom, Korea). The results were as follows: 1. The mass loss of each brand was 0.74~7.94% and highest value in Metafil($7.94{\pm}0.39%$). 2. The sequence of the degree of degradation layer depth was in descending order by Metafil, Solitaire 2, DenFil, Composan LCM. There were significant differences between Metafil and the others(p<0.05). 3. The sequence of the Si loss was in descending order by Metafil, Solitaire 2, Composan LCM, DenFil. There were significant differences among the materials(p<0.05). 4. On SEM, destruction of bonding between matrix and filler and on CLSM, the depth of degradation layer of specimen surface was observed. 5. The sequence of maximum wear depth was in descending order by Metafil, Solitaire 2, Composan LCM and DenFil. There were significant differences among the materials(p<0.05). 6. The correlation coefficient between Si loss and degradation layer depth (r=0.491, p<0.05) and Vicker's hardness number and maximum wear depth (r=-0.942, p<0.05) were relatively high. These results indicate that hydrolytic degradation and wear may consider as a evaluation factors of composite resins.

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