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RESEARCH PAPER · ACS Applied Materials & Interfaces · 2020

Developing Highly Tough, Heat-Resistant Blend Thermosets Based on Silicon-Containing Arylacetylene: A Material Genome Approach

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Developing Highly Tough, Heat-Resistant Blend Thermosets Based on Silicon-Containing Arylacetylene: A Material Genome ApproachOriginalThe synthesis and properties of silicon-containing arylacetylene resins with rigid-rod 2,5-diphenyl-[1,3,4]-oxadiazole moieties24A theoretical insight into the curing mechanism of phthalonitrile resins promoted by aromatic amines44Effect of curing reaction types on the structures and properties of acetylene-containing thermosets: towards optimization of curing procedure5Thermal curing mechanism of acetylene-terminated polyimides: A combination of density functional theory computation and microkinetic analysis14Reinforcing the poly(silylene arylacetylene)s via strong π-π stacking interactions35A Novel One‐Step Synthesis of Silicon‐Containing Arylacetylene Resin Catalyzed by Et 2 Zn with Excellent Processability and Thermal Properties3The structure and performance study of PP random impact resistance copolymer4Design of silicon-containing arylacetylene resins aided by machine learning enhanced materials genome approach58Estimation of mechanical properties of Mg-5Zn-0.5Al-xSn alloy based on virtual crystal approximation8Data and Machine Learning in Polymer Science25Development and Characterization of Silicone Pressure-Sensitive Adhesives Modified Sepiolite for Self-Adhesive Tape Applications0Machine-Learning-Assisted Design of Highly Tough Thermosetting Polymers76Discovery of thermosetting polymers with low hygroscopicity, low thermal expansivity, and high modulus by machine learning35Efficiently predicting and synthesizing intrinsic highly fire-safe polycarbonates with processability10Exception search in databases for polymers with practically contradictory properties of heat resistance and transparency1Novel melamine-based engineering thermosets: Facile synthesis, extraordinary thermostability, high strength and toughness20Thermal decomposition investigation on heat-resistant poly(dimethylsilylene ethynylenemethylphenylene-methylenemethylphenyleneethynylene) resins8Thermal and thermoxidative decomposition of a heat-resistant poly(dimethylsilylene ethynylenephenyleneethynylene) resin11An Intelligent Manufacturing Platform of Polymers: Polymeric Material Genome Engineering20Exploring the impact of backbone architecture on the thermal decomposition of silicon-containing arylacetylene resins9Evaluating two stages of silicone-containing arylene resin oxidation via experiment and molecular simulation7Polyarylacetylene as a novel graphitizable precursor for fabricating high-density C/C composite via ultra-high pressure impregnation and carbonization26Condensed matter chemistry in polymer materials0Machine learning assisted analysis and prediction of rubber formulation using existing databases14Design of Co‐Cured Multi‐Component Thermosets with Enhanced Heat Resistance, Toughness, and Processability via a Machine Learning Approach13Design of multicomponent thermosetting polymers with enhanced tensile properties through active learning21Preparation and Characterization of Cyano-Silicon-Containing Arylacetylene Resins and Their Composites: Dual Enhancement Strategy Involving Physical Interfacial Interactions and Chemical Crosslinking8Multiobjective optimization of resin transfer molding curing process for silicon‐containing arylacetylene resin‐matrix composites1Discovery of Copolymer Resins with Optimal Viscosity–Toughness–Heat Resistance Trade-Offs via the Material Genome Approach10Machine Learning Approaches in Polymer Science: Progress and Fundamental for a New Paradigm86Enhanced mechanical and thermal performance of Crosslinked Polyimides: Insights from molecular dynamics simulations and experimental characterization for motor insulation applications11Synthesis and characterization of silicon‐containing arylacetylene resins‐like heat‐resistant silane coupling agents: Enhancement of interfacial properties for composites6Research progresses on amorphous soft magnetic composites0Design of Thermosetting Polymers with High Thermal Stability and Enhanced Processability via ML-assisted Material Genome Approach5Correlation between wear and thermal/mechanical parameters of Ti3C2Tx enhanced polyimide coating11Data‐Driven Design of High‐Performance Polyimides With Enhanced Heat Resistance and Dielectric Properties15Dendritic silicon-containing arylacetylene resin with low curing temperature and high heat resistance0Dual-functional molecular engineering of silicon-alkyne polyimides: A novel strategy for balancing processability and thermal stability in high-performance composites2Low‐Temperature Curable Thermosetting Resins with Cycloaddition‐Driven Cross‐Linking Based on Sydnone and Silylacetylene0Machine-learning-assisted Materials Genome Approach for Designing High-performance Thermosetting Polyimides6Schiff Base-Bridged Chain Extension: A Low-Cost and Processable Strategy for Arylacetylene Resins0Schiff Base-Bridged Chain Extension: A Low-Cost and Processable Strategy for Arylacetylene Resins0Towards an artificial intelligence ecosystem for performance-driven polymer design1Carborane‐Terminated Silicon Arylacetylene Precursor: High Ceramic Yield and Superior Oxidation Resistance0Simulation-assisted design of copolymerized silicon-containing arylacetylene resins for balanced processability and thermal stability0Wear‐Resistant 3,3′,4,4′‐Biphenyltetracarboxylic Dianhydride/Bisphenol A Dianhydride Polyimide/ MXene Composites for Lubrication Protection0

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