• Title/Summary/Keyword: rheological properties

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Development of an integrated machine learning model for rheological behaviours and compressive strength prediction of self-compacting concrete incorporating environmental-friendly materials

  • Pouryan Hadi;KhodaBandehLou Ashkan;Hamidi Peyman;Ashrafzadeh Fedra
    • Structural Engineering and Mechanics
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    • v.86 no.2
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    • pp.181-195
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    • 2023
  • To predict the rheological behaviours along with the compressive strength of self-compacting concrete that incorporates environmentally friendly ingredients as cement substitutes, a comparative evaluation of machine learning methods is conducted. To model four parameters, slump flow diameter, L-box ratio, V-funnel time, as well as compressive strength at 28 days-a complete mix design dataset from available pieces of literature is gathered and used to construct the suggested machine learning standards, SVM, MARS, and Mp5-MT. Six input variables-the amount of binder, the percentage of SCMs, the proportion of water to the binder, the amount of fine and coarse aggregates, and the amount of superplasticizer are grouped in a particular pattern. For optimizing the hyper-parameters of the MARS model with the lowest possible prediction error, a gravitational search algorithm (GSA) is required. In terms of the correlation coefficient for modelling slump flow diameter, L-box ratio, V-funnel duration, and compressive strength, the prediction results showed that MARS combined with GSA could improve the accuracy of the solo MARS model with 1.35%, 11.1%, 2.3%, as well as 1.07%. By contrast, Mp5-MT often demonstrates greater identification capability and more accurate prediction in comparison to MARS-GSA, and it may be regarded as an efficient approach to forecasting the rheological behaviors and compressive strength of SCC in infrastructure practice.

Effects of Salts on Rheological Behaviour of Salvia Hydrogels

  • Yudianti, Rike;Karina, Myrtha;Sakamoto, Masahiro;Azuma, Jun-ichi
    • Macromolecular Research
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    • v.17 no.5
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    • pp.332-338
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    • 2009
  • Rheological behavior of natural hydrogel produced from seeds of three Salvia spp. (S. miltiorrhiza (SM), S. sclarea (SS), S. viridis (SV)) was investigated by using a Rheometer equipped with a cone and plate geometry measuring system under never-dried condition. Different chemical contents of such hydrogels give significant effects on their rheological properties. Because of incomplete penetration of water inside the hydrogels after drying before-dried hydrogels were used for rheological analysis. To know molecular interactions which predominated in the gel formation, some constituents were externally added to the 1.0% (w/w) hydrogel. Addition of urea to disrupt hydrogen bonds reduced 3.4-67% viscosity of the untreated hydrogels and changed viscoelastic properties from gel to liquid-like behavior. Neutral salts added to the hydrogel solution at 0.1 M also lowered the viscosity in a manner related with increase in size of cations and temperature. Changing from gel state to liquid-like state was also easily confirmed by oscillation measurement (storage, G', and loss, G", modulii) typically observed in the cases of potassium sulfate and potassium thiocyanate. Influence of pH variation on the viscosity explained that weak alkaline condition (pH 8-9) creates a higher resistance to flow due to increasingly electrostatic repulsions between negative charges ($COO^-$) Importance of calcium bridges was also demonstrated by recovery of viscosity of the hydrogels by addition of calcium after acidification. The summarized results indicate that electrostatic repulsion is a major contributor for production of hydrogel structure.

Electron Microscopic and Rheological Studies of Mozzarella Cheese Manufactured using Streptococcus macedonicus LC743 (Streptococcus macedonicus LC743으로 제조된 모짜렐라 치즈의 물성학적, 전자현미경적 연구)

  • Han, Noori;Park, Sun-Young;Lim, Sang-Dong
    • Journal of Dairy Science and Biotechnology
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    • v.33 no.4
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    • pp.247-252
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    • 2015
  • The aim of this study was to evaluate the electron microscopic and rheological properties of Mozzarella cheese manufactured using Streptococcus macedonicus LC743. The rheological properties of the pre-cut curd samples processed with S. macedonicus LC743 showed a weaker texture than those processed with a commercial starter, but showed a similar or stronger texture than those processed with mixed cultures (S. macedonicus LC743 plus the commercial starter). Cheese made with S. macedonicus LC743 showed higher values of hardness, springiness, cohesiveness, gumminess, and chewiness compared to those made with the commercial starter and mixed cultures. Scanning electron microscopy micrographs showed that the cheese manufactured with the commercial starter had a rough surface, whereas that manufactured with S. macedonicus LC743 had casein micelles that were agglomerated in small lumps and formed a small valley.

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A Study on the Rheological Behavior Properties of Short-term Aged Asphalt Binder (단기노화 된 아스팔트 바인더의 유변학적 거동 특성에 관한 연구)

  • Park, Tae-Soon
    • International Journal of Highway Engineering
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    • v.7 no.4 s.26
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    • pp.203-210
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    • 2005
  • The penetration and viscosity tests have been used for the evaluation of the aged asphalt binder performance change. The improved test method has been required because the conventional tests could not evaluate the viscoelastic characteristics and the real behaviour of the aged asphalt binder. The conventional test methods using a different short term aged asphalt binder were tested and the test results were expressed as the penetration index and the residual penetration. The oscillatory and rotational mode tests were performed to find out the rheological characteristics of the short term aged asphalt binder in this study. The test results showed that the change of testing frequency, the speed of the vehicle effects the complex modules and phase angles. The creep compliance and shear viscosity also showed the different test results when the short term aged asphalt binders were tested. The rheological behavior should consider when the pavement design is conducted.

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Effects of PVA and CMC addition on Rheological Characteristics and Curtain Stability of GCC Based Curtain Coating Colors (PVA와 CMC 첨가가 커튼 코팅용 GCC 도공액의 유변 특성 및 커튼 안정성에 미치는 영향)

  • Choi, Eun-Heui;Kim, Chae-Hoon;Lee, Hak-Lae
    • Journal of Korea Technical Association of The Pulp and Paper Industry
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    • v.42 no.5
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    • pp.74-82
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    • 2010
  • Curtain stability without curtain contraction is critical for a successful operation in curtain coating, and this can be influenced by the change in particle dynamics and rheological properties of coating colors. In this study, polyvinyl alcohol (PVA) and carboxymethyl cellulose (CMC) were added to control the rheology of GCC based curtain coating colors. Surface tension was increased slightly with increasing content of cobinder. Shear-thinning of viscosity was more pronounced for the CMC containing GCC coating colors. Complex modulus decreased when small amount of PVA was used as a cobinder, but it increased in other coating colors. Extensional viscosity was increased with increasing of the cobinder content, but CMC was more effective. Results indicate that pigment interaction with PVA is different from that with CMC. Dispersibility of coating colors was improved due to steric stabilization when small amounts of PVA was used, but flocculation occurred by bridging when the amount of PVA was increased. Dispersibility of coating colors was improved when small amount of CMC was added, while flocculation was observed by depletion effect when the concentration of CMC was increased in coating colors. Addition of cobinders at proper levels gave positive effects both in rheological properties and curtain stability. On the other hand, excessive amount of cobinders caused particle flocculation and this resulted in rheological and curtain stablity problems.

Thermo-rheological behaviors of Phenolic Resins Blended with Petroleum-based Pitches for High Temperature Carbon Composites (석유계 피치가 첨가된 고온 탄소복합재용 페놀수지의 열 유변학적 거동 연구)

  • Yang, Jae-Yeon;Kuk, Yun-Su;Seo, Min-Kang;Kim, Byoung-Suhk
    • Composites Research
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    • v.33 no.6
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    • pp.329-335
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    • 2020
  • In this study, the thermo-rheological behaivors of petroleum pitches with different softening points were studied, and a B-stage phenolic resins/petroleum pitches blends were prepared by adding petroleum pitches to the phenolic resins. As a result, the petroleum pitch with different softening points decreased the fluidity of the petroleum pitch as the Quinoline insoluble (QI) content increased and showed the viscous properties of the solid. In addition, the effect of adding petroleum pitches having different softening points on the thermo-rheological properties of phenolic resins was investigated. When petroleum pitch with a high softening point was added, the fluidity of the phenolic resin was reduced, and the hardening behavior was fast. It was possible to control the curing rate and curing behavior of the phenolic resin by adding petroleum pitches of different softening points. Among them, the phenolic resin mixture to which P-Pitch 2 was added has a higher fluidity than other blends under the same curing temperature condition.

Effect of Trehalose on Rheological Properties of Bread Flour Dough (Trehalose가 빵용 반죽의 Rheology 특성에 미치는 영향)

  • Kim, Young-Ja;Lee, Jeong-Hoon;Chung, Koo-Chun;Lee, Si-Kyung
    • Korean Journal of Food Science and Technology
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    • v.46 no.3
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    • pp.341-346
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    • 2014
  • This study was conducted to evaluate the effect of trehalose on the rheological properties of bread flour dough. Farinographic and viscographic properties, pH, total titratable acidity (TTA), and fermentation power were analyzed for flour dough rheology. Flour dough containing trehalose showed greater water absorption capacity and longer development time. However the stability, degree of softening, and farinograph quality number (FQN) were lower for the trehalose-containing flour dough, however, these factors decreased with increasing amounts of trehalose. Trehalose did not affect the beginning of gelatinization temperature and maximum viscosity temperature of flour. The maximum viscosity was the lowest with 6% trehalose, the end of final holding period, breakdown and setback values decreased with increasing amounts of trehalose. Flour dough with 4% trehalose had the lowest pH value for 120 min fermentation at $30^{\circ}C$, and the highest TTA value. Addition of 4% and 6% trehalose showed larger fermentation volume of dough than the control. The results suggested that trehalose positively affected the rheological properties of flour dough such as bread volume, softness, and staling delay.

Electrical and rheological properties of chitosan malonate suspension

  • Ko, Young-Gun;Choi, Ung-Su
    • Proceedings of the Korean Society of Tribologists and Lubrication Engineers Conference
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    • 2002.10b
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    • pp.345-346
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    • 2002
  • The electrical and rheological properties of a chitosan malonate suspension in silicone oil was investigated by varying the electric fields, volume fractions of particles, and shear rates, respectively. The chitosan malonate susepnsion showed a typical electrorheological (ER) response caused by the polarizability of an amide polar group and shear yield stress due to the formation of multiple chains upon application of an electric field. The shear stress for the suspension exhibited a linear dependence on the volume fraction and an electric field power of 1.88. On the basis of the results, the newly synthesized chitosan malonate suspension was found to be an anhydrous ER fluid.

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Time Dependence of the Rheological Properties of the Solutions of Polyacrylontrile and Acrylonitrile-Itaconic Acid Copolymer in Dimethyl sulfoxide (아크릴 중합체 및 아크릴-이타코닉산 공중합체/ 디메틸술폭시드 용액의 유변학적 특성의 시간의존성)

  • 이남순
    • Textile Coloration and Finishing
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    • v.13 no.6
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    • pp.435-440
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    • 2001
  • This study investigates the rheological properties of in-situ polymerized solutions of polyacrylonitrile(PAN) and acrylonitrile(AN) -itaconic acid(IA) in dimethyl sulfoxide(DMSO) in terms of temperature, concentration, and time. The complex viscosity and storage modulus of the solutions were generally increased with elapsing time, which is ascribable to the three-dimensional pseudostructures formed by strong inter- or Intra-molecular attractions through Polar -CN and -COOH groups. The three-dimensional pseudonetworks would lead to relation of the acrylic solutions in long term. This was more noticeable at higher temperature within the temperature range examined. In the case of 20% solutions one can not observe lower Newtonian flow region in the viscosity curve. Disappearance of lower Newtonian flow region is indicative of heterogeneity of the solution system. Casson Plot of the viscosity data revealed that 20% solutions of PAN and AN-IA copolymer in DMSO clearly demonstrated positive yield stress, ascertaining formation of pseudostructures in the solution systems.

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Time Dependence of the Rheological Properties of the Solutions of Polyacrylontrile and Acrylonitrile-Itaconic Acid Copolymer in Dimethyl sulfoxide (아크릴 중합체 및 아크릴-이타코닉산 공중합체/디메틸술폭시드 용액의 유변학적 특성의 시간의존성)

  • Lee, Nam Sun
    • Textile Coloration and Finishing
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    • v.13 no.6
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    • pp.77-77
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    • 2001
  • This study investigates the rheological properties of in-situ polymerized solutions of polyacrylonitrile(PAN) and acrylonitrile(AN)-itaconic acid(IA) in dimethyl sulfoxide(DMSO) in terms of temperature, concentration, and time. The complex viscosity and storage modulus of the solutions were generally increased with elapsing time, which is ascribable to the three-dimensional pseudostructures formed by strong inter- or intra-molecular attractions through Polar -CN and -COOH groups. The three-dimensional pseudonetworks would lead to gelation of the acrylic solutions in long term. This was more noticeable at higher temperature within the temperature range examined. In the case of 20% solutions one can not observe lower Newtonian flow region in the viscosity curve. Disappearance of lower Newtonian flow region is indicative of heterogeneity of the solution system. Casson Plot of the viscosity data revealed that 20% solutions of PAN and AN-IA copolymer in DMSO clearly demonstrated positive yield stress, ascertaining formation of pseudostructures in the solution systems.