• Title/Summary/Keyword: Optimal candidate

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Antioxidant Production by Bacillus methylotrophicus Isolated from Chungkookjang, Korean Traditional Fermented Food (한국 전통발효식품인 청국장에서 분리한 Bacillus methylotrophicus에 의한 항산화물질의 생산)

  • Lee, Na-Ri;Woo, Ga-Young;Jang, Jun-Hyeok;Lee, Sang-Mee;Go, Tae-Hun;Lee, Hee-Sup;Hwang, Dae-Youn;Son, Hong-Joo
    • Journal of Environmental Science International
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    • v.22 no.7
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    • pp.855-862
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    • 2013
  • Although antioxidant activities of Korean traditional fermented foods were reported by many researchers, study on antioxidant activity of microorganism originated from Korean traditional fermented foods was little. Therefore, we improved condition for antioxidant production by a bacterium isolated from home-made Chungkookjang. We selected a bacterial strain, which showed the highest antioxidative activity, from Chungkookjang and then named GJ. The selected GJ strain was identified as Bacillus methylotrophicus by alignment data of 16S rRNA gene nucleotide sequences. Improved medium compositions for DPPH radical scavenging activity were 0.25% sucrose, 1% peptone, 0.01% $MgSO_4{\cdot}7H_2O$ and initial pH 6.5, respectively. Optimal culture conditions were $30^{\circ}C$, 200 rpm and 4% inoculum volume, respectively. In improved conditions, DPPH radical scavenging activity of GJ reached to 91% in a short time. The strain GJ also possessed ACE inhibition and other antioxidative activities; ACE inhibition activity (49.4%), ABTS radical scavenging activity (99.8%), metal chelating activity (67.9%), SOD-like activity (36.5%) and reducing power ($A_{700}$ = 5.982) were observed, respectively. Therefore, our results suggest that B. methylotrophicus GJ strain may be potential candidate for functional foods, cosmetic products for anti-aging and medicine for diseases caused by oxidative stress.

Local Path Generation Method for Unmanned Autonomous Vehicles Using Reinforcement Learning (강화학습을 이용한 무인 자율주행 차량의 지역경로 생성 기법)

  • Kim, Moon Jong;Choi, Ki Chang;Oh, Byong Hwa;Yang, Ji Hoon
    • KIPS Transactions on Software and Data Engineering
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    • v.3 no.9
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    • pp.369-374
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    • 2014
  • Path generation methods are required for safe and efficient driving in unmanned autonomous vehicles. There are two kinds of paths: global and local. A global path consists of all the way points including the source and the destination. A local path is the trajectory that a vehicle needs to follow from a way point to the next in the global path. In this paper, we propose a novel method for local path generation through machine learning, with an effective curve function used for initializing the trajectory. First, reinforcement learning is applied to a set of candidate paths to produce the best trajectory with maximal reward. Then the optimal steering angle with respect to the trajectory is determined by training an artificial neural network. Our method outperformed existing approaches and successfully found quality paths in various experimental settings, including the cases with obstacles.

Economic Ship Routing System by a Path Search Algorithm Based on an Evolutionary Strategy (진화전략 기반 경로탐색 알고리즘을 활용한 선박경제운항시스템)

  • Bang, Se-Hwan;Kwon, Yung-Keun
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.39C no.9
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    • pp.767-773
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    • 2014
  • An economic ship routing means to sail a ship with a goal of minimizing the fuel consumption by utilizing weather forecast information, and there have been various systems which have been recently studied. For a successful economic ship routing system, it is needed to properly control an engine power or change a geographical path considering weather forecast. An optimal geographical path is difficult to be determined, though, because it is a minimal dynamic-cost path search problem where the actual fuel consumption is dynamically variable by the weather condition when the ship will pass the area. In this paper, we propose an geographical path-search algorithm based on evolutionary strategy to efficiently search a good quality solution out of tremendous candidate solutions. We tested our approach with the shortest path-based sailing method over seven testing routes and observed that the former reduced the estimated fuel consumption than the latter by 1.82% on average and the maximum 2.49% with little difference of estimated time of arrival. In particular, we observed that our method can find a path to avoid bad weather through a case analysis.

A Study on the isomerization reactions of Tricyclopentadiene Derivatives using aluminum chloride($AlCl_3$) catalyst(I) (알루미늄클로라이드 촉매를 이용한 Tricyclopentadiene 유도체의 이성화 반응 연구(I))

  • Joo, Hyun-Hye;Joo, Hyeong-Uk;Park, Chang-Sun;Han, Jeong-Sik
    • Proceedings of the Korean Society of Propulsion Engineers Conference
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    • 2010.11a
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    • pp.800-803
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    • 2010
  • Tetrahydrotricyclopentadiene(below THTCPD) isomer is a good candidate for the high performance liquid fuel component because of high density and heat of combustion value. But it has bad fluidity. The object of this study was to find out the optimal reaction condition to improve the fluidity of THTCPD because initial reactant is solid state, So we have carried out isomerization reactions using aluminum chloride catalyst under varying the reaction condition such as reaction temperature and reaction solvents. The results showed that when using aluminum chloride catalyst, isomerization reaction was more active in dichloromethane(methylene chloride: MC), 1,2-dichloroethane(ethylene chloride: EC) and chloroform than n-hexnae and toluene and was effected by reaction temperature.

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Predicted Performance of the Integrated Artificial Lighting System in Relation to Daylight Levels (채광시스템과 인공조명설비의 통합기술 및 성능평가연구)

  • Kim, G.;Kim, J.T.
    • Journal of the Korean Solar Energy Society
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    • v.22 no.3
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    • pp.47-56
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    • 2002
  • The office is an excellent candidate for implementing daylighting techniques because of the relatively high electric lighting power densities and long daytime use pattern. The quantity of light available for a space can be translated in term of the amount of energy savings through a process of a building energy simulation. To get significant energy savings in general illumination, the electric lighting system must be incorporated with a daylight - activated dimmer control. A prototype configuration of an office interior has been established and the integration between the building envelope and lighting and HVAC systems is evaluated based on computer modeling of a lighting control facility. First of all, an energy-efficient luminaire system is designed for both a totally open-plan office interior and a partitioned office. A lighting design and analysis program, Lumen-Micro 2000 predicts the optimal layout of a conventional fluorescent lighting fixture to meet the designed lighting level and calculates unit power density, which translates the demanded amount of electric lighting energy. A dimming control system integrated with the contribution of daylighting has been applied to the operating of the artificial lighting. Annual cooling load due to lighting and the projecting saving amount of cooling load due to daylighting under overcast diffuse sky are evaluated by a computer software, ENER-Win. In brief, the results from building energy simulation with measured daylight illumination levels and the performance of lighting control system indicate that daylighting can save over 70 percent of the required energy for general illumination in the perimeter zones through the year. A 25 % of electric energy for cooling may be saved by dimming and turning off the luminaires in the perimeter zones.

Analysis of Optimal Mixture Ratio for Extrudate of the Soymilk Residue and Corn Grits by Mixture Design (혼합물 실험 계획법에 의한 두유박과 옥분 압출성형물의 최적 혼합비 분석)

  • Han, Gyu-Hong;Kim, Byung-Yong
    • Korean Journal of Food Science and Technology
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    • v.35 no.4
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    • pp.617-622
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    • 2003
  • Experimental designs were applied to optimize the mixture ratio for the extrudate made by soymilk residue and corn grits. Nine candidate points were examined for their significance on extrudate using the modified distance design. Bending force, expansion ratio, bulk density, water solubility index (WSI), water absorption index (WAI) and color $(L^*,\;a^*,\;b^*)$ were the significant factors improving the extruded cereal production, and these values were applied to the mathematical models. Results showed that bending force, expansion ratio WSI, WAI and color $(L^*,\;b^*)$ increased with increasing the corn grits, whereas bulk density tended to decrease. The statistical study showed that the fitted models were adequate to describe the contour plot and all responses. Optimum mixture ratio allowing to maximize the two responses (expansion ratio and $b^*$) and minimize the response (WAI) were examined with a numerical optimization methods. The numerical optimization method was obtained as 53.18% : 46.19% (corn grits : soymilk residue).

Assessment of Offshore Wind Power Potential for Turbine Installation in Coastal Areas of Korea (터빈설치를 위한 한국 연안 해상풍력발전 부존량 평가)

  • Kang, Keum Seok;Oh, Nam Sun;Ko, Dong Hui;Jeong, Shin Taek;Hwang, Jae Dong
    • Journal of Korean Society of Coastal and Ocean Engineers
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    • v.30 no.4
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    • pp.191-199
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    • 2018
  • In this paper, wind data at 20 locations are collected and analyzed in order to review optimal candidate site for offshore wind farm around Korean marginal seas. Observed wind data is fitted to Rayleigh and Weibull distribution and annual energy production is estimated according to wind frequency. As the model of wind turbine generator, seven kinds of output of 1.5~5 MW were selected and their performance curves were used. As a result, Repower-5 MW turbines showed high energy production at wind speeds of 7.15 m/s or higher, but G128-4.5 MW turbines were found to be favorable at lower wind speeds. In the case of Marado, Geojedo and Pohang, where the rate of occurrence of wind speeds over 10 m/s was high, the capacity factor of REpower's 5 MW offshore wind turbine was 56.49%, 50.92% and 50.08%, respectively.

Cloning, Expression, and Characterization of a Cold-Active and Organic Solvent-Tolerant Lipase from Aeromicrobium sp. SCSIO 25071

  • Su, Hongfei;Mai, Zhimao;Yang, Jian;Xiao, Yunzhu;Tian, Xinpeng;Zhang, Si
    • Journal of Microbiology and Biotechnology
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    • v.26 no.6
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    • pp.1067-1076
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    • 2016
  • The gene encoding lipase (Lip98) from Aeromicrobium sp. SCSIO 25071 was cloned and functionally expressed in Escherichia coli. Lip98 amino acid sequence shares the highest (49%) identity to Rhodococcus jostii RHA1 lipase and contains a novel motif (GHSEG), which is different from other clusters in the lipase superfamily. The recombinant lipase was purified to homogeneity with Ni-NTA affinity chromatography. Lip98 showed an apparent molecular mass of 30 kDa on SDS gel. The optimal temperature and pH value for enzymatic activity were recorded at 30℃ and 7.5, respectively. Lip98 exhibited high activity at low temperatures with 35% maximum activity at 0℃ and good stability at temperatures below 35℃. Its calculated activation energy was 4.12 kcal/mol at the low temperature range of 15-30℃. Its activity was slightly affected by some metal ions such as K+, Ca2+, and Na+. The activity of Lip98 was increased by various organic solvents such as DMSO, ethanol, acetone, and hexane with the concentration of 30% (v/v) and retained more than 30% residual activity in neat organic solvent. The unique characteristics of Lip98 imply that it is a promising candidate for industrial application as a nonaqueous biocatalyst and food additive.

Low Complexity QRD-M Detection Algorithm Based on Adaptive Search Area for MIMO Systems (MIMO 시스템을 위한 적응형 검색범위 기반 저복잡도 QRD-M 검출기법)

  • Kim, Bong-Seok;Choi, Kwonhue
    • Journal of Satellite, Information and Communications
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    • v.7 no.2
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    • pp.97-103
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    • 2012
  • A very low complexity QRD-M algorithm based on limited search area is proposed for MIMO systems. The conventional QRD-M algorithm calculates Euclidean distance between all constellation symbols and the temporary detection symbol at each layer. We found that performance will not be degraded even if we adaptively restrict the search area of the candidate symbols only to the neighboring points of temporary detection symbol according to the channel condition at each layer. As a channel condition indicator, we employ the channel gain ratio among the layers without necessity of SNR estimation. The simulation results show that the proposed scheme effectively achieves near optimal performance while maintaining the overall average computation complexity much smaller than the conventional QRD-M algorithm.

Valuation of Architecture-based Deterministic Plan for Software Evolution (아키텍처 기반의 결정적 소프트웨어 진화계획의 가치 평가)

  • Kang, Sung-Won;Garlan, David
    • The KIPS Transactions:PartD
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    • v.16D no.5
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    • pp.755-766
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    • 2009
  • Software architecture allows us to make many decisions about a software system and analyze it even before it exists in order to make systematic and planned development possible. Similarly, architecture-based software evolution planningmakes planned evolution possible by allowing us to make many decisions about evolution of a software system and analyze its evolution at the level of architecture design before software evolution is realized. In this paper, we develop a framework for architecture-based software evolution planning for the class of deterministic evolution plans by defining and relating various essential concepts and developing its valuationmechanism so that a plan with the greatest value among candidate plans can be selected as an optimal plan. A case study is conducted for explicating the framework and exemplifying its usage.