• 제목/요약/키워드: Central Composite Method

검색결과 294건 처리시간 0.026초

Development of Cobalt Sulfide-graphene Composite for Supercapacitor Applications

  • Jana, Milan;Samanta, Pranab;Murmu, Naresh Chandra;Kim, Nam Hoon;Kuila, Tapas;Lee, Joong Hee
    • Composites Research
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    • 제29권4호
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    • pp.167-172
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    • 2016
  • $Co_9S_8/reduced$ graphene (CSRG) has been prepared by a facile two step hydrothermal method and used as a supercapacitor electrode material. It is anticipated that the $Co_9S_8$ and reduced graphene oxide (RGO) would serve as a spacer material to each other to stop the agglomeration and simultaneous contribution of electrical double layer capacitance (RGO) and pseudocapacitance ($Co_9S_8$) would provide high electrochemical properties. The chemical analysis has been done by Fourier transform infrared spectroscopy and the morphology is characterised by field emission scanning electron microscopy. CSRG shows a high electrical conductivity of $98S\;m^{-1}$. The symmetric supercapacitor shows a specific capacitance of ${\sim}728F\;g^{-1}$ with a current density of $2A\;g^{-1}$. CSRG also showed an energy density of $25.2Wh\;kg^{-1}$ with a power density of $1000W\;kg^{-1}$.

TiO2-Coconut Shell Powder Carbon 복합체 (TCSPC) 제조 및 흡착 광촉매 산화 활성 평가 (Preparation and Adsorption-photocatalytic Activity Evaluation of TiO2-Coconut Shell Powder Composite (TCSPC))

  • 이민희;김종규
    • 대한환경공학회지
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    • 제37권6호
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    • pp.357-362
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    • 2015
  • 새로운 형태의 $TiO_2$가 합성된 코코넛 껍질 분말 복합체를 제조하기 위해 솔-젤 합성법과 열처리를 사용하였고, 제조된 TCSPC는 MB를 대상으로 제거효율을 평가하였다. TCSPC를 제조하기 위한 최적의 조건은 반응표면분석법의 중심합성설계법을 사용하여 조사하였다. 소성온도가 $400^{\circ}C$에서 $600^{\circ}C$ 증가함에 따라 BET 비표면적은 $254m^2/g$에서 $398m^2/g$로 증가하고 기공용적, 기공률 또한 증가하며, 그 이유는 소성공정 시 발생한 열분해(pyrolysis)에 의해 코코넛 껍질 분말이 가지고 있는 헤미셀룰로우스, 셀룰로우스, 그리고 리그닌과 같은 물질들의 polymerization 반응 때문인 것으로 판단된다. 코코넛 껍질 분말의 양이 10 g에서 20 g으로 증가 할수록 BET 비표면적은 $303m^2/g$에서 $398m^2/g$로 증가하였으며, 30 g으로 증가 시에는 BET 비표면적은 $345m^2/g$으로 감소하는 경향을 나타내었다. Response optimization을 사용하여 얻은 최적의 합성조건은 소성온도 $642^{\circ}C$, 코코넛 껍질 분말 주입량이 22.7 g으로 나타났다.

Optimization of Medium Composition for Production of the Antioxidant Substances by Bacillus polyfermenticus SCD Using Response Surface Methodology

  • Lee, Jang-Hyun;Chae, Mi-Seung;Choi, Gooi-Hun;Lee, Na-Kyoung;Paik, Hyun-Dong
    • Food Science and Biotechnology
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    • 제18권4호
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    • pp.959-964
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    • 2009
  • Production of the antioxidant substances by Bacillus polyfermenticus SCD was investigated using shake-flask fermentation. The one-factor-at-a-time method was first employed to determine the key ingredients for optimal medium composition, then further investigation of the medium composition was performed using response surface methodology (RSM). The antioxidant activity was measured using 2,2-diphenyl-1-picryl-hydrazyl-hydrate (DPPH) assays. After screening various elements, fructose, tryptone, and $MgSO_4\;7H_2O$ were chosen as the main factors for study in the statistical experimental design. Central composite design (CCD) was then used to determine the optimal concentrations of these 3 components. Under the proposed optimized medium containing 2.8% fructose, 1.34% tryptone, 0.015% $MgSO_4\;7H_2O$), 0.5% NaCl, and 0.25% $K_2HPO_4$, the model predicted an antioxidant activity of 80.5% ($R^2=0.9421$. The actual experimental results were in agreement with the prediction.

반응표면모델에 의한 철도 차량 대차의 탄성조인트 최적설계 (Optimization of the Elastic Joint of Train Bogie Using by Response Surface Model)

  • 박찬경;이광기
    • 대한기계학회논문집A
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    • 제24권3호
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    • pp.661-666
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    • 2000
  • Optimization of the elastic joint of train is performed according to the minimization of ten responses which represent driving safety and ride comfort of train and analyzed by using the each response se surface model from stochastic design of experiments. After the each response surface model is constructed, the main effect and sensitivity analyses are successfully performed by 2nd order approximated regression model as described in this paper. We can get the optimal solutions using by nonlinear programming method such as simplex or interval optimization algorithms. The response surface models and the optimization algorithms are used together to obtain the optimal design of the elastic joint of train. the ten 2nd order polynomial response surface models of the three translational stiffness of the elastic joint (design factors) are constructed by using CCD(Central Composite Design) and the multi-objective optimization is also performed by applying min-max and distance minimization techniques of relative target deviation.

가압경수로용 환형 핵연료의 간극 크기 다중목적 근사최적설계 (Approximate Multi-Objective Optimization of Gap Size of PWR Annular Nuclear Fuels)

  • 도재혁;권영두;이종수
    • 한국정밀공학회지
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    • 제32권9호
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    • pp.815-824
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    • 2015
  • In this study, we conducted the approximate multi-objective optimization of gap sizes of pressurized-water reactor (PWR) annular fuels. To determine the contacting tendency of the inner-outer gaps between the annular fuel pellets and cladding, thermoelastic-plastic-creep (TEPC)analysis of PWR annular fuels was performed, using in-house FE code. For the efficient heat transfer at certain levels of stress, we investigated the tensile, compressive hoop stress and temperature, and optimized the gap sizes using the non-dominant sorting genetic algorithm (NSGA-II). For this, response surface models of objective and constraint functions were generated, using central composite (CCD) and D-optimal design. The accuracy of approximate models was evaluated through $R^2$ value. The obtained optimal solutions by NSGA-II were verified through the TEPC analysis, and we compared the obtained optimum solutions and generated errors from the CCD and D-optimal design. We observed that optimum solutions differ, according to design of experiments (DOE) method.

Evaluation of Structural Design Enhancement and Sensitivity of Automatic Ocean Salt Collector According to Design of Experiments

  • Song, Chang Yong;Lee, Dong-Jun;Lee, Jin Sun;Kim, Eun Mi;Choi, Bo-Youp
    • 한국해양공학회지
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    • 제34권4호
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    • pp.253-262
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    • 2020
  • This study provides a comparative analysis of experiments-based enhancements and sensitivity evaluations for the structural design of an automatic ocean salt collector under various load conditions. The sizing variables of the structural members were considered as design factors. The strength and weight performances were selected as output responses. The design of experiments used in the comparative study consisted of the orthogonal array design, Box-Behnken design, and central composite design. The response surface model, one of the metamodels, was applied to the approximate model generation. The design enhancement performance metrics, including numerical costs and weight minimization, according to the design of experiments, were compared from the best design case results. The central composite design method showed the most enhanced design results for the structural design of the automatic ocean salt collector.

반응표면법 및 비지배 분류 유전자 알고리즘을 이용한 취배수문의 응력 및 변형 최적화 (Optimization of Stress and Deformation of Culvert Gate by using RSM and NSGA-II)

  • 김동수;이종수;최하영
    • 한국해양공학회지
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    • 제27권2호
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    • pp.27-32
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    • 2013
  • A valve is a marine structure that is subjected to multiple seawater loads. Therefore, it is necessary to define the kind of loads applied to it to confirm whether the structure has sufficient strength. In this research, we aimed to find the optimal solution for the stress and deformation of valves under various loads. We first selected design variables and implement a finite element analysis according to changes in the thickness of each component of a valve based on a central composite design. Next we developed a regression model of the response surface. Using this model, we calculated the optimal objective value based on NSGA-II. Finally, to confirm the correspondence between the optimal objective value and the real FEM value, we compared the optimal result and structural analysis result to verify the performance of NSGA-II.

Statistical Optimization of Chitinase Production by Pantoea dispersa to Enhance Degradation of Crustacean Chitin Waste

  • GOHEL;VIPUL;DERICK JIWAN;PRANAV VYAS;H. S. CHHATPAR
    • Journal of Microbiology and Biotechnology
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    • 제15권1호
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    • pp.197-201
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    • 2005
  • A novel chitinase-producing bacterial strain of Pantoea dispersa was isolated from the sea near Bhavnagar, India for efficient disposal of chitinous waste from the seafood processing industry. The medium components were optimized by using a cubic model in the central composite design for increasing chitinase production. The optimal concentrations for higher production of chitinase were (g l-1) chitin, 10.0; urea, 0.35; MgSO4 7H2O, 0.08, and CaCl2, 0.15. Here, peptone (0.05 g l-1) was used as a constant variant in all trials. Using a statistical optimization method, the chitinase production was found to increase from 108 to 486.4 units ml-1. Chitin was prepared from the crustacean waste, and Fourier Transform Infrared (FTIR) Spectroscopy was used to characterize the isolated chitin. Chitinous waste degradation was studied in terms of chitinase production.

Geometrically nonlinear thermo-mechanical bending analysis of deep cylindrical composite panels reinforced by functionally graded CNTs

  • Salami, Sattar Jedari;Boroujerdy, Mostafa Sabzikar;Bazzaz, Ehsan
    • Advances in nano research
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    • 제10권4호
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    • pp.385-395
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    • 2021
  • This research concentrates on the effects of distributions and volume fractions of carbon nanotubes (CNT) on the nonlinear bending behavior of deep cylindrical panels reinforced by functionally graded carbon nanotubes under thermo-mechanical loading, hitherto not reported in the literature. Assuming the effects of shear deformation and moderately high value of the radius-to-side ratio (R/a), based on the first-order shear deformation theory (FSDT) and von Karman type of geometric nonlinearity, the governing system of equations is obtained. The analytical solution of field equations is carried out using the Ritz method together with the Newton-Raphson iterative scheme. The effects of radius-to-side ratio, temperature change, and boundary conditions on the nonlinear response of the functionally graded carbon nanotubes reinforced composite deep cylindrical panel (FG-CNTRC) are investigated. It is concluded that, among the five possible distribution patterns of CNT, FG-V CNTRC deep cylindrical panel is strongest with the highest bending moment and followed by UD, X, O, and Ʌ-ones. Also, considering the present deep cylindrical panel formulation increases the accuracy of the results. Hence, according to the noticeable amount of R/a in FG-CNTRC cylindrical panels, it is mandatory to apply strain-displacement relations of deep cylindrical panels for bending analysis of FG-CNTRC which certainly is desirable for industrial application.

반응표면법을 이용한 대형 L-type 자동화용접장치의 구조최적화 연구 (The structure Optimization Research of the Automation Welding Equipment of the Large L-type Using the Response Surface Method)

  • 장준호;정원지;이동선;정장식;정성호
    • 한국생산제조학회지
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    • 제22권1호
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    • pp.138-144
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    • 2013
  • The automation technology for overlay welding is needed due to the occurrence of severe corrosion and abrasion on the surface of internal contact in different shape of fittings. In Korea, different shapes of fittings have been manufactured by using the imported equipment of overlay welding automation at some companies. Thus the research on the development of overlay welding automation system (in short, OWAS) for a large L-type tube is urgently needed. In this paper, the investigation is focused on the optimal design of a supporting base for the (currently developing) OWAS of large L-type tube. Specifically we assume that the base which supports the equipment during the process of overlay welding is loaded as self-weight in the direction of gravity through static analysis especially when it is rotated 180 degree on the OWAS. For optimal design of a supporting base for OWAS of large L-type tube, Solidworks(R) (for 3-dimensional modelling) and ANASYS Workbench(R) (for structural analysis) are incorporated so as to proceed an optimization routines based on Response Surface Method (RSM) and Design of Experiment (DOE). In more specific, DOE finds out major factors (or dimensions) of the supporting base by using MINITAB(R). Then the regression equations between design variables (the major factors of supporting base) and response variables (deformation, stress and safety factor for the supporting base), which will be resulted in by RSM, verify the major factors of DOE. In the next step, Central Composite Design (CCD) plans 20 simulations of ANASYS Workbench(R) and then figures out the optimal values of design variables which will be reflected on the manufacturing of supporting base. Finally welding experiment is conducted to figure out the influence of overlay welding quality in applying the optimized design values of supporting base to the actual OWAS.