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Wu Z, Sun S, Huang C, Zhou L, Luo Y, Wang X. Machine learning-assisted design of the molecular structure of p-phenylenediamine antioxidants. Phys Chem Chem Phys 2025. [PMID: 40434295 DOI: 10.1039/d5cp00483g] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/29/2025]
Abstract
This study employed machine learning to predict the solubility parameter (δ) and bond dissociation energy (BDE) of antioxidant molecules, focusing on p-phenylenediamine derivatives with varying carbon chain lengths, side group positions, and functional groups (-CH3, -OH, and -NH2). The multilayer perceptron (MLP) model, enhanced by data augmentation and genetic algorithms, was developed to correlate the "molecular structure-descriptor-target parameter" relationship. The model achieved high prediction accuracy (coefficient of determination >0.86, relative percent difference >2.62). SHapley Additive exPlanations analysis revealed molecular polarity as the key factor influencing antioxidant performance. Molecules with -NH2 side groups exhibited lower BDE values. A p-phenylenediamine derivative with 'CH3[CH2]13CH(NH2)-' connected to an aniline group showed optimal properties (Δδ = 0.02 (J cm-3)0.5, BDE = 289.46 kJ mol-1). Molecular simulations confirmed that the proposed antioxidant has excellent compatibility, anti-migration, and antioxidant activity in triglyceride oil. This study demonstrates the utility of MLP models for designing high-efficiency antioxidants for edible oils.
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Affiliation(s)
- Zongya Wu
- Key Laboratory of Advanced Rubber Material, Ministry of Education/Key Laboratory of Rubber-Plastics, Ministry of Education, Qingdao University of Science and Technology, Qingdao 266042, P. R. China.
| | - Shuai Sun
- Key Laboratory of Advanced Rubber Material, Ministry of Education/Key Laboratory of Rubber-Plastics, Ministry of Education, Qingdao University of Science and Technology, Qingdao 266042, P. R. China.
| | - Chaokun Huang
- Key Laboratory of Advanced Rubber Material, Ministry of Education/Key Laboratory of Rubber-Plastics, Ministry of Education, Qingdao University of Science and Technology, Qingdao 266042, P. R. China.
| | - Li Zhou
- Key Laboratory of Advanced Rubber Material, Ministry of Education/Key Laboratory of Rubber-Plastics, Ministry of Education, Qingdao University of Science and Technology, Qingdao 266042, P. R. China.
| | - Yanlong Luo
- College of Science, Nanjing Forestry University, Nanjing 210037, P. R. China
| | - Xiujuan Wang
- Key Laboratory of Advanced Rubber Material, Ministry of Education/Key Laboratory of Rubber-Plastics, Ministry of Education, Qingdao University of Science and Technology, Qingdao 266042, P. R. China.
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2
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Zhou Y, Qiu L, Xu Z, Huang S, Nie J, Yin H, Tu F, Zhao Z. Thermal Oxidative Aging and Service Life Prediction of Commercial Ethylene-Propylene-Diene Monomer Spacer Damping Composites for High-Voltage Transmission Lines. Polymers (Basel) 2024; 16:1186. [PMID: 38732655 PMCID: PMC11085669 DOI: 10.3390/polym16091186] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2024] [Revised: 04/15/2024] [Accepted: 04/18/2024] [Indexed: 05/13/2024] Open
Abstract
The aging behavior and life prediction of rubber composites are crucial for ensuring high-voltage transmission line safety. In this study, commercially available ethylene-propylene-diene monomer (EPDM) spacer composites were chosen and investigated to elucidate the structure and performance changes under various aging conditions. The results showed an increased C=O peak intensity with increasing aging time, suggesting intensified oxidation of ethylene and propylene units. Furthermore, the surface morphology of commercial EPDM composites displayed increased roughness and aggregation after aging. Furthermore, hardness, modulus at 100% elongation, and tensile strength of commercial EPDM composites exhibited a general increase, while elongation at break decreased. Additionally, the damping performance decreased significantly after aging, with a 20.6% reduction in loss factor (20 °C) after aging at 100 °C for 672 h. With increasing aging time and temperature, the compression set gradually rose due to the irreversible movement of the rubber chains under stress. A life prediction model was developed based on a compression set to estimate the lifetime of rubber composites for spacer bars. The results showed that the product's life was 8.4 years at 20 °C. Therefore, the establishment of a life prediction model for rubber composites can provide valuable technical support for spacer product services.
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Affiliation(s)
- Yutong Zhou
- State Grid Zhejiang Electric Power Co., Ltd. Research Institute, Hangzhou 310014, China
| | - Lvchao Qiu
- State Grid Zhejiang Electric Power Co., Ltd. Research Institute, Hangzhou 310014, China
| | - Zongchao Xu
- State Grid Smart Grid Research Institute Co., Ltd., Beijing 102209, China; (J.N.); (H.Y.)
| | - Shixuan Huang
- State Grid Zhejiang Electric Power Co., Ltd., Hangzhou 310007, China
| | - Jingkai Nie
- State Grid Smart Grid Research Institute Co., Ltd., Beijing 102209, China; (J.N.); (H.Y.)
| | - Hang Yin
- State Grid Smart Grid Research Institute Co., Ltd., Beijing 102209, China; (J.N.); (H.Y.)
| | - Feng Tu
- State Grid Zhejiang Electric Power Co., Ltd., Hangzhou 310007, China
| | - Zhoufeng Zhao
- State Grid Zhejiang Electric Power Co., Ltd. Research Institute, Hangzhou 310014, China
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Influence of Alternating Multi-Layered Design on Damping Characteristics of Butyl Rubber Composites and a New Idea for Achieving Wide Temperature Range and High Damping Performance. Polymers (Basel) 2022; 14:polym14245484. [PMID: 36559851 PMCID: PMC9783545 DOI: 10.3390/polym14245484] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Revised: 12/02/2022] [Accepted: 12/08/2022] [Indexed: 12/23/2022] Open
Abstract
This paper investigates the influence of an alternating multi-layered design on the material loss factor and effective temperature range of free/constrained-damping butyl rubber, and then proposes a new method of designing materials with high damping properties and a wide temperature range. First, the wide-temperature rubber IIR-0, the low-temperature rubber IIR-1, the medium-temperature rubber IIR-2, and the high-temperature rubber IIR-3 are prepared and characterized. Second, the influences of an alternating multi-layered design on the damping peak values and temperature range of free damping and micro-constrained damping of the rubber types are investigated. Finally, different methods for broadening the damping temperature range and improving the damping loss factor are discussed. The results show that the loss factor of the alternating multi-layered, constrained damping structure is increased to 0.488, while that of the free-damping structure is increased to 0.845. Their damping-temperature ranges are increased to 89.4 °C and 93.2 °C, respectively. A wide temperature range and high damping performance can be achieved by the alternating multi-layered design of rubber/plastic micro-constrained damping composites.
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Shou T, Zhai M, Wu Y, Wu S, Hu S, Zhao X, Zhang L. Bio-based, recyclable and self-healing polyurethane composites with high energy dissipation and shape memory. Macromol Rapid Commun 2022; 43:e2200486. [PMID: 35947533 DOI: 10.1002/marc.202200486] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Revised: 07/15/2022] [Indexed: 11/08/2022]
Abstract
Rubber composites make an important contribution to eliminating vibration and noise owing to their unique viscoelasticity. However, it is important to find alternative bio-based products with high damping properties owing to the shortage of petrochemical resources and poor performance. The ability to self-heal is an additional characteristic that is highly desirable because it can further increase the service life and safety of such products. In this study, a bio-based polylactic acid thermoplastic polyurethane (PLA-TPU) and its composites (PLA-TPU/AO-80) were synthesized. The reversible sacrificial hydrogen bonds in the composites increased the peak value of the loss factor (tan δmax ) from 0.87 to 2.12 with a high energy dissipation efficiency of 99% at 50% strain. After being heated for 15 min, the healed sample recovered 81.98% of its comprehensive mechanical properties due to the reorganization of the hydrogen bonds. Its tensile strength remained at 93.4% after recycling five times. Moreover, its shape memory properties showed a response temperature close to the human body temperature making it an ideal candidate for medical applications. This article is protected by copyright. All rights reserved.
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Affiliation(s)
- Tao Shou
- State Key Laboratory of Organic-Inorganic Composites, Beijing University of Chemical Technology, Beijing, 100029, China.,Beijing Engineering Research Center of Advanced Elastomers, Beijing University of Chemical Technology, Beijing, 100029, China
| | - Mengyao Zhai
- State Key Laboratory of Organic-Inorganic Composites, Beijing University of Chemical Technology, Beijing, 100029, China.,Beijing Engineering Research Center of Advanced Elastomers, Beijing University of Chemical Technology, Beijing, 100029, China
| | - Yaowen Wu
- State Key Laboratory of Organic-Inorganic Composites, Beijing University of Chemical Technology, Beijing, 100029, China.,Beijing Engineering Research Center of Advanced Elastomers, Beijing University of Chemical Technology, Beijing, 100029, China
| | - Sizhu Wu
- State Key Laboratory of Organic-Inorganic Composites, Beijing University of Chemical Technology, Beijing, 100029, China.,Key Laboratory of Carbon Fiber and Functional Polymers, Ministry of Education, Beijing University of Chemical Technology, Beijing, 10029, China.,Beijing Engineering Research Center of Advanced Elastomers, Beijing University of Chemical Technology, Beijing, 100029, China
| | - Shikai Hu
- State Key Laboratory of Organic-Inorganic Composites, Beijing University of Chemical Technology, Beijing, 100029, China.,Key Laboratory of Carbon Fiber and Functional Polymers, Ministry of Education, Beijing University of Chemical Technology, Beijing, 10029, China.,Beijing Engineering Research Center of Advanced Elastomers, Beijing University of Chemical Technology, Beijing, 100029, China
| | - Xiuying Zhao
- State Key Laboratory of Organic-Inorganic Composites, Beijing University of Chemical Technology, Beijing, 100029, China.,Key Laboratory of Carbon Fiber and Functional Polymers, Ministry of Education, Beijing University of Chemical Technology, Beijing, 10029, China.,Beijing Engineering Research Center of Advanced Elastomers, Beijing University of Chemical Technology, Beijing, 100029, China
| | - Liqun Zhang
- State Key Laboratory of Organic-Inorganic Composites, Beijing University of Chemical Technology, Beijing, 100029, China.,Key Laboratory of Carbon Fiber and Functional Polymers, Ministry of Education, Beijing University of Chemical Technology, Beijing, 10029, China.,Beijing Engineering Research Center of Advanced Elastomers, Beijing University of Chemical Technology, Beijing, 100029, China
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Su L, Wang Q, Xiang P, Yin D, Ding X, Liu L, Zhao X. Development of nitrile rubber/eucommia ulmoides gum composites for controllable dynamic damping and sound absorption performance. RSC Adv 2022; 12:21503-21511. [PMID: 35975054 PMCID: PMC9345298 DOI: 10.1039/d2ra03597a] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Accepted: 07/19/2022] [Indexed: 11/21/2022] Open
Abstract
Aiming at enhancing the damping and sound absorption performances of nitrile rubber (NBR) incorporated Eucommia ulmoides gum (EUG), a series of NBR/EUG composites were successfully fabricated using an open mixing mill. The co-vulcanization behaviors, fracture surface morphology observations, mechanical and thermal properties and damping and sound absorption performances of NBR/EUG composites were investigated systematically. It was shown that the crystalline area and the amorphous area in NBR/EUG composites displayed a sea-island phase distribution and most of the EUG crystals were β-form crystals. Compared to that of neat NBR, the tensile strength and storage modulus of NBR/EUG composites increased dramatically with the increasing EUG content, owing to the gradually increasing number of crystals in the NBR/EUG composites. In addition, the incorporation of EUG into the NBR matrix distinctly improved the sound absorption performance of NBR/EUG composites. This work is expected to provide a new insight into the fabrication of other composite materials with controllable damping and sound absorption properties. Nitrile rubber (NBR)/Eucommia ulmoides gum (EUG) composites were successfully fabricated with controllable dynamic damping and sound absorption performances, owing to the changeable EUG crystal number in different NBR/EUG composites.![]()
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Affiliation(s)
- Lin Su
- Systems Engineering Research Institute Beijing 100094 China
| | - Qi Wang
- Key Laboratory of Beijing City on Preparation and Processing of Novel Polymer Materials, Beijing University of Chemical Technology Beijing 100029 China
| | - Ping Xiang
- Systems Engineering Research Institute Beijing 100094 China
| | - Dexian Yin
- Key Laboratory of Beijing City on Preparation and Processing of Novel Polymer Materials, Beijing University of Chemical Technology Beijing 100029 China
| | - Xiaodong Ding
- Systems Engineering Research Institute Beijing 100094 China
| | - Li Liu
- Key Laboratory of Beijing City on Preparation and Processing of Novel Polymer Materials, Beijing University of Chemical Technology Beijing 100029 China
| | - Xiuying Zhao
- Key Laboratory of Beijing City on Preparation and Processing of Novel Polymer Materials, Beijing University of Chemical Technology Beijing 100029 China
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Bio-Based Polyurethane and Its Composites towards High Damping Properties. Int J Mol Sci 2022; 23:ijms23126618. [PMID: 35743060 PMCID: PMC9223548 DOI: 10.3390/ijms23126618] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Revised: 06/08/2022] [Accepted: 06/09/2022] [Indexed: 02/07/2023] Open
Abstract
The operation of mechanical equipment inevitably generates vibrations and noise, which are harmful to not only the human body but also to the equipment in use. Damping materials, which can convert mechanical energy into thermal energy, possess excellent damping properties in the glass transition region and can alleviate the problems caused by vibration and noise. However, these materials mainly rely on petroleum-based resources, and their glass transition temperatures (Tg) are lower than room temperature. Therefore, bio-based materials with high damping properties at room temperature must be designed for sustainable development. Herein, we demonstrate the fabrication of bio-based millable polyurethane (BMPU)/hindered phenol composites that could overcome the challenges of sustainable development and exhibit high damping properties at room temperature. BMPUs with a high Tg were prepared from modified poly (lactic acid)-based polyols, the unsaturated chain extender trimethylolpropane diallylether, and 4,4'-diphenylmethane diisocyanate, and 3,9-Bis-{1,1-dimethyl-2[β-(3-tert-butyl-4-hydroxy-5-methylphenyl-)propionyloxy]ethyl}-2,4,8,10-tetraoxaspiro [5,5]-undecane (AO-80) was added to prepare BMPU/AO-80 composites. Finally, the properties of the BMPUs and BMPU/AO-80 composites were systematically evaluated. After adding 30 phr of AO-80, the Tg and maximum loss factor (tan δmax) of BMPU/AO-80 composites increased from 7.8 °C to 13.5 °C and from 1.4 to 2.0, respectively. The tan δmax showed an improvement of 43%. Compared with other polyurethanes, the prepared BMPU/AO-80 composites exhibited higher damping properties at room temperature. This study proposes a new strategy to reduce society's current dependence on fossil resources and design materials featuring high damping properties from sustainable raw materials.
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Song M, Yue X, Chang C, Cao F, Yu G, Wang X. Investigation of the Compatibility and Damping Performance of Graphene Oxide Grafted Antioxidant/Nitrile-Butadiene Rubber Composite: Insights from Experiment and Molecular Simulation. Polymers (Basel) 2022; 14:polym14040736. [PMID: 35215649 PMCID: PMC8878373 DOI: 10.3390/polym14040736] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Revised: 02/10/2022] [Accepted: 02/12/2022] [Indexed: 02/06/2023] Open
Abstract
Rubber damping materials are widely used in electronics, electrical and other fields because of their unique viscoelasticity. How to prepare high-damping materials and prevent small molecule migration has attracted much attention. Antioxidant 4010NA was successfully grafted onto graphene oxide (GO) to prepare an anti-migration antioxidant (GO-4010NA). A combined molecular dynamics (MD) simulation and experimental study is presented to investigate the effects of small molecules 4010NA, GO, and GO-4010NA on the compatibility and damping properties of nitrile-butadiene rubber (NBR) composites. Differential scanning calorimetry (DSC) results showed that both 4010NA and GO-4010NA had good compatibility with the NBR matrix, and the Tg of GO-4010NA/NBR composite was improved. Dynamic mechanical analysis (DMA) data showed that the addition of GO-4010NA increased the damping performance of NBR than that of the addition of 4010NA. Molecular dynamics (MD) simulation results show GO-4010NA/NBR composites have the smallest free volume fraction (FFV) and the largest binding energy. GO-4010NA has a strong interaction with NBR due to the forming of hydrogen bonds (H-bonds). Grafting 4010NA onto GO not only inhibits the migration of 4010NA but also improves the damping property of NBR matrixes. This study provides new insights into GO grafted small molecules and the design of high-damping composites.
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Affiliation(s)
- Meng Song
- School of Materials and Chemical Engineering, Zhongyuan University of Technology, Zhengzhou 450007, China; (X.Y.); (C.C.); (F.C.); (G.Y.)
- Correspondence: (M.S.); (X.W.)
| | - Xiulin Yue
- School of Materials and Chemical Engineering, Zhongyuan University of Technology, Zhengzhou 450007, China; (X.Y.); (C.C.); (F.C.); (G.Y.)
| | - Chaokang Chang
- School of Materials and Chemical Engineering, Zhongyuan University of Technology, Zhengzhou 450007, China; (X.Y.); (C.C.); (F.C.); (G.Y.)
| | - Fengyi Cao
- School of Materials and Chemical Engineering, Zhongyuan University of Technology, Zhengzhou 450007, China; (X.Y.); (C.C.); (F.C.); (G.Y.)
| | - Guomin Yu
- School of Materials and Chemical Engineering, Zhongyuan University of Technology, Zhengzhou 450007, China; (X.Y.); (C.C.); (F.C.); (G.Y.)
| | - Xiujuan Wang
- Key Laboratory of Rubber-Plastics, Ministry of Education/Shandong Provincial Key Laboratory of Rubber-Plastics, Qingdao University of Science & Technology, Qingdao 266042, China
- Correspondence: (M.S.); (X.W.)
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Zhang Z, Li H, Zhou H, Zhao L, Li S, Wang H, Wang Z, Li Z. Modification and improvement of aging resistance for HNBR/graphite composites. JOURNAL OF MACROMOLECULAR SCIENCE PART A-PURE AND APPLIED CHEMISTRY 2022. [DOI: 10.1080/10601325.2022.2026789] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Affiliation(s)
- Zeng Zhang
- State Key Laboratory Base of Eco-chemical Engineering, College of Chemistry and Molecular Engineering, Qingdao University of Science and Technology, Qingdao, China
| | - Hui Li
- State Key Laboratory Base of Eco-chemical Engineering, College of Chemistry and Molecular Engineering, Qingdao University of Science and Technology, Qingdao, China
| | - Haiyue Zhou
- State Key Laboratory Base of Eco-chemical Engineering, College of Chemistry and Molecular Engineering, Qingdao University of Science and Technology, Qingdao, China
| | - Liying Zhao
- State Key Laboratory Base of Eco-chemical Engineering, College of Chemistry and Molecular Engineering, Qingdao University of Science and Technology, Qingdao, China
| | - Shikun Li
- School of Polymer Science and Engineering, Qingdao University of Science and Technology, Qingdao, China
| | - Hongzhen Wang
- School of Polymer Science and Engineering, Qingdao University of Science and Technology, Qingdao, China
| | - Zenglin Wang
- Research Institute of Petroleum Engineering, SINOPEC Shengli Oilfield Company, Dongying, China
| | - Zaifeng Li
- State Key Laboratory Base of Eco-chemical Engineering, College of Chemistry and Molecular Engineering, Qingdao University of Science and Technology, Qingdao, China
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Nicolas C, Huang J, Richaud E, David A, Gac PYL, Minne W, Drozdzak R, Recher G, Fontaine L, Montembault V. Enhanced thermo-oxidative stability of polydicyclopentadiene containing covalently bound nitroxide groups. Polym Degrad Stab 2022. [DOI: 10.1016/j.polymdegradstab.2021.109765] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Li H, Cheng K, Zhang Z, Zhao L, Zhou H, Wang H, Li Z. Effect of carbon nanotubes on aging properties of hydrogenated nitrile rubber in the dilute oxygen medium. JOURNAL OF MACROMOLECULAR SCIENCE PART A-PURE AND APPLIED CHEMISTRY 2021. [DOI: 10.1080/10601325.2021.1976653] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Affiliation(s)
- Hui Li
- State Key Laboratory Base of Eco -chemical Engineering, College of Chemistry and Molecular Engineering, Qingdao University of Science and Technology, Qingdao, China
| | - Kai Cheng
- Beijing Key Laboratory for Greenhouse Gas Storage and CO2-EOR, Unconventional Petroleum Research Institute, China University of Petroleum-Beijing, Beijing, China
| | - Zeng Zhang
- State Key Laboratory Base of Eco -chemical Engineering, College of Chemistry and Molecular Engineering, Qingdao University of Science and Technology, Qingdao, China
| | - Liying Zhao
- State Key Laboratory Base of Eco -chemical Engineering, College of Chemistry and Molecular Engineering, Qingdao University of Science and Technology, Qingdao, China
| | - Haiyue Zhou
- State Key Laboratory Base of Eco -chemical Engineering, College of Chemistry and Molecular Engineering, Qingdao University of Science and Technology, Qingdao, China
| | - Hongzhen Wang
- State Key Laboratory Base of Eco -chemical Engineering, College of Chemistry and Molecular Engineering, Qingdao University of Science and Technology, Qingdao, China
| | - Zaifeng Li
- State Key Laboratory Base of Eco -chemical Engineering, College of Chemistry and Molecular Engineering, Qingdao University of Science and Technology, Qingdao, China
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Yanshuai Wang, Tang K, Sheng Z, Wang J. Designed Multi-Layer Structure Gradient Polymer: Structure Evolution and Damping Mechanism. POLYMER SCIENCE SERIES A 2021. [DOI: 10.1134/s0965545x21050151] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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12
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Nicolas C, Huang J, Richaud E, Minne W, Drozdzak R, Recher G, Fontaine L, Montembault V. ROMP of novel hindered phenol-functionalized norbornenes and preliminary evaluation as stabilizing agents†. Polym Degrad Stab 2021. [DOI: 10.1016/j.polymdegradstab.2021.109522] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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