In this work, we used coarse-grained molecular dynamics simulation methods to investigate the dispersion and percolation behavior of nanoparticles in polymer nanocomposite. Our aim was to investigate the correlation between particle arrangement in nearby layers and the stretching performance in composite systems by exploring the stress transfer processes during different stages of the stretching process. The machine learning technique of linear regression was used to quantitatively measure the efficiency of stress transfer between particles nearby. According to our research, increasing the strength of attraction can significantly enhance the particle dispersion and affect the percolation threshold. We also noticed a non-monotonic relationship between the interaction strength and the tensile stress. Additionally, we quantified the efficiency of nanoparticles and polymers at transferring stress to nearby nanoparticles. As a result, the stress value provided by each particle in the aggregation body is significantly increased by the aggregation behavior of nanoparticles. The non-monotonic behavior is caused by two variables: the rapid disintegration of aggregates and the improved stress transfer efficiency from polymers to nanoparticles. Significantly, it was discovered that the structural rearrangement of nanoparticles during stretching is the main reason that causes the yield-like behavior seen in poorly dispersed systems.
机构:
Cadbury UK Ltd, Birmingham B30 2LU, England
Univ Strathclyde, Dept Pure & Appl Chem, Glasgow G1 1XL, ScotlandCadbury UK Ltd, Birmingham B30 2LU, England
Cordina, Robert J.
Smith, Beccy
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Cadbury UK Ltd, Birmingham B30 2LU, EnglandCadbury UK Ltd, Birmingham B30 2LU, England
Smith, Beccy
Tuttle, Tell
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Univ Strathclyde, Dept Pure & Appl Chem, Glasgow G1 1XL, ScotlandCadbury UK Ltd, Birmingham B30 2LU, England
机构:
Chinese Acad Sci, Lanzhou Inst Chem Phys, State Key Lab Solid Lubricat, Lanzhou 730000, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Lanzhou Inst Chem Phys, State Key Lab Solid Lubricat, Lanzhou 730000, Peoples R China
Chen Jingfei
Hao Jingcheng
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机构:
Chinese Acad Sci, Lanzhou Inst Chem Phys, State Key Lab Solid Lubricat, Lanzhou 730000, Peoples R China
Shandong Univ, Key Lab Colloid & Interface Chem, Minist Educ, Jinan 250100, Peoples R ChinaChinese Acad Sci, Lanzhou Inst Chem Phys, State Key Lab Solid Lubricat, Lanzhou 730000, Peoples R China
机构:
South China Univ Technol, Sch Chem & Chem Engn, Guangzhou, Guangdong, Peoples R ChinaSouth China Univ Technol, Sch Chem & Chem Engn, Guangzhou, Guangdong, Peoples R China
Wang, Li
Zhong, Tianping
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South China Univ Technol, Sch Chem & Chem Engn, Guangzhou, Guangdong, Peoples R ChinaSouth China Univ Technol, Sch Chem & Chem Engn, Guangzhou, Guangdong, Peoples R China
Zhong, Tianping
Quan, Xuebo
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South China Univ Technol, Sch Chem & Chem Engn, Guangzhou, Guangdong, Peoples R ChinaSouth China Univ Technol, Sch Chem & Chem Engn, Guangzhou, Guangdong, Peoples R China
Quan, Xuebo
Zhou, Jian
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South China Univ Technol, Sch Chem & Chem Engn, Guangzhou, Guangdong, Peoples R ChinaSouth China Univ Technol, Sch Chem & Chem Engn, Guangzhou, Guangdong, Peoples R China
机构:
Chinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R China
Univ Gustave Eiffel, Ecole Ponts, CNRS, Navier, F-77420 Marne La Vallee, FranceChinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R China
Tong, Kai-wen
Yu, Fei
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Chinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R ChinaChinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R China
Yu, Fei
Wang, Hao
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h-index: 0
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Univ Gustave Eiffel, Ecole Ponts, CNRS, Navier, F-77420 Marne La Vallee, FranceChinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R China
Wang, Hao
Huang, Kang
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h-index: 0
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Chinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R China
Huang, Kang
Dai, Zhang-jun
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机构:
Chinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R ChinaChinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R China
Dai, Zhang-jun
Chen, Shan-xiong
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机构:
Chinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R ChinaChinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R China
机构:
Cadbury UK Ltd, Birmingham B30 2LU, England
Univ Strathclyde, Dept Pure & Appl Chem, Glasgow G1 1XL, ScotlandCadbury UK Ltd, Birmingham B30 2LU, England
Cordina, Robert J.
Smith, Beccy
论文数: 0引用数: 0
h-index: 0
机构:
Cadbury UK Ltd, Birmingham B30 2LU, EnglandCadbury UK Ltd, Birmingham B30 2LU, England
Smith, Beccy
Tuttle, Tell
论文数: 0引用数: 0
h-index: 0
机构:
Univ Strathclyde, Dept Pure & Appl Chem, Glasgow G1 1XL, ScotlandCadbury UK Ltd, Birmingham B30 2LU, England
机构:
Chinese Acad Sci, Lanzhou Inst Chem Phys, State Key Lab Solid Lubricat, Lanzhou 730000, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Lanzhou Inst Chem Phys, State Key Lab Solid Lubricat, Lanzhou 730000, Peoples R China
Chen Jingfei
Hao Jingcheng
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Lanzhou Inst Chem Phys, State Key Lab Solid Lubricat, Lanzhou 730000, Peoples R China
Shandong Univ, Key Lab Colloid & Interface Chem, Minist Educ, Jinan 250100, Peoples R ChinaChinese Acad Sci, Lanzhou Inst Chem Phys, State Key Lab Solid Lubricat, Lanzhou 730000, Peoples R China
机构:
South China Univ Technol, Sch Chem & Chem Engn, Guangzhou, Guangdong, Peoples R ChinaSouth China Univ Technol, Sch Chem & Chem Engn, Guangzhou, Guangdong, Peoples R China
Wang, Li
Zhong, Tianping
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, Sch Chem & Chem Engn, Guangzhou, Guangdong, Peoples R ChinaSouth China Univ Technol, Sch Chem & Chem Engn, Guangzhou, Guangdong, Peoples R China
Zhong, Tianping
Quan, Xuebo
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, Sch Chem & Chem Engn, Guangzhou, Guangdong, Peoples R ChinaSouth China Univ Technol, Sch Chem & Chem Engn, Guangzhou, Guangdong, Peoples R China
Quan, Xuebo
Zhou, Jian
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, Sch Chem & Chem Engn, Guangzhou, Guangdong, Peoples R ChinaSouth China Univ Technol, Sch Chem & Chem Engn, Guangzhou, Guangdong, Peoples R China
机构:
Chinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R China
Univ Gustave Eiffel, Ecole Ponts, CNRS, Navier, F-77420 Marne La Vallee, FranceChinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R China
Tong, Kai-wen
Yu, Fei
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R ChinaChinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R China
Yu, Fei
Wang, Hao
论文数: 0引用数: 0
h-index: 0
机构:
Univ Gustave Eiffel, Ecole Ponts, CNRS, Navier, F-77420 Marne La Vallee, FranceChinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R China
Wang, Hao
Huang, Kang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R China
Huang, Kang
Dai, Zhang-jun
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h-index: 0
机构:
Chinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R ChinaChinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R China
Dai, Zhang-jun
Chen, Shan-xiong
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R ChinaChinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R China