A scalable, dispersion-aware framework for quantifying clustering severity in polymer nanocomposites and assessing mechanical impact
Bibliographic record
Abstract
No abstract is available for this record. The assistant can identify its topic from the title, but cannot infer the study’s results.
Source: Not provided · Quality: missing
Research context
OpenAlex topics: Polymer Nanocomposites and Properties · Polymer crystallization and properties · Asphalt Pavement Performance Evaluation
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (52)
Show source-provided references
1. A finite element approach for addressing the interphase modulus and size interdependency and its integration into micromechanical elastic modulus prediction in polystyrene/SiO2 nanocomposites10.1016/j.polymer.2024.127463 ↗
2. Mechanical, morphological, and numerical evaluation of biocompatible ultra‐high molecular weight polyethylene/nano‐zeolite nanocomposites10.1002/pc.28018 ↗
3. Study on the gear performance of polymer-clay nanocomposites by applying step and constant loading schemes and image analysis
4. A combined differential scanning calorimetry‐dynamic mechanical thermal analysis approach for the estimation of constrained phases in thermoplastic polymer nanocomposites10.1002/app.49260 ↗
5. Burr constitution analysis in ultrasonic-assisted drilling of CFRP/nano-graphene via experimental and data-driven methodologies
6. Experimental investigation on the durability and failure modes of polybutylene terephthalate/calcium carbonate nanocomposite gears10.1016/j.engfailanal.2020.105113 ↗
7. A combined experimental-numerical approach for life analysis and modeling of polymer-based ternary nanocomposite gears10.1016/j.triboint.2022.107654 ↗
8. 3D FE analysis of tensile behavior for co-PP/SGF composite by considering interfacial debonding using CZM10.1177/0731684415622820 ↗
9. Failure analysis of POM ternary nanocomposites for gear applications: experimental and finite element study10.1016/j.engfailanal.2022.106606 ↗
10. Nanoparticle dispersion and aggregation in polymer nanocomposites: insights from molecular dynamics simulation10.1021/la201073m ↗
11. Polymer nanocomposites with optimized nanoparticle dispersion and enhanced functionalities for industrial applications10.3390/pr13040994 ↗
12. Tailoring the mechanical properties of polymer nanocomposites via interfacial engineering10.1039/C9CP02948F ↗
13. Stacked generalization ensemble learning strategy for multivariate prediction of delamination and maximum thrust force in composite drilling10.1177/00219983241289494 ↗
14. Numerical simulation of a hybrid nanocomposite containing Ca-CO3 and short glass fibers subjected to tensile loading
15. Kaveh
16. Agglomeration phenomenon in graphene/polymer nanocomposites: reasons, roles, and remedies10.1063/5.0223785 ↗
17. Refined dimensional accuracy in FDM components via ensemble weight-optimized surrogates and hybrid NSGA-II-TOPSIS optimization10.1080/0951192X.2024.2426145 ↗
18. Comparative performance analysis of optimization algorithms for hyperparameter tuning in LSBoost modeling of mechanical properties in FDM-Printed nanocomposites10.1016/j.eswa.2025.128111 ↗
19. Delamination assessment and prediction in ultrasonic-assisted drilling of laminated hybrid composites10.1177/09544089241293584 ↗
20. Fracture toughness of graphene/polymer nanocomposites: well dispersion, agglomeration and toughening mechanisms10.1016/j.tafmec.2024.104449 ↗
21. Effect of high filler loading on polymer/(reduced) graphene oxide nanocomposite coatings10.1039/D5LF00078E ↗
22. Surface functionalization of nanoparticles for enhanced polymer-nanoparticle interactions in nanocomposites10.1007/s10965-025-04374-4 ↗
23. The effect of agglomeration on the fracture toughness of CNTs-reinforced nanocomposites10.1016/j.tafmec.2018.01.009 ↗
24. The role of agglomeration in the physical properties of CNTs/polymer nanocomposites: a literature review
25. Determination of particle size distributions and the degree of dispersion in nanocomposites10.1016/j.compscitech.2012.03.010 ↗
26. Load-bearing analysis of polymer nanocomposite gears using a temperature-based step loading technique: experimental and numerical study
27. Analysis of interfacial characteristics in polymer nanocomposites via visual particle recognition methodology and micromechanical predictive models10.1016/j.compscitech.2023.110360 ↗
28. Morphology-driven nanofiller size measurement integrated with micromechanical finite element analysis for quantifying interphase in polymer nanocomposites10.1021/acsami.4c02797 ↗
29. Quantitative analysis of tribological performance in polyamide 6/nano-zeolite composites for prosthetic and orthotic applications: integration of computer vision, numerical modeling, and experimental evaluation10.1016/j.triboint.2024.110455 ↗
30. Microstructural‐based elastic property analysis in polymer nanocomposites via a fully convolutional semantic segmentation and meta‐modeling approaches
31. A quantitative method for measuring nanocomposite dispersion10.1016/j.polymer.2009.12.031 ↗
32. A composite index to quantify dispersion of carbon nanotubes in polymer-based composite materials10.1016/j.compositesb.2013.05.038 ↗
33. Quantitative dispersion analysis of inclusions in polymer composites10.1021/am301459q ↗
34. Deep learning-assisted morphological segmentation for effective particle area estimation and prediction of interfacial properties in polymer composites10.1039/D4NR01018C ↗
35. 2022
36. 2022
37. Assessing structural changes at the forest edge using kernel density estimation10.1016/j.foreco.2019.117639 ↗
38. Enhancing broiler weight estimation through gaussian kernel density estimation modeling10.3390/agriculture14060809 ↗
39. How bandwidth selection algorithms impact exploratory data analysis using kernel density estimation10.1037/a0036850 ↗
40. Uniform inference for kernel density estimators with dyadic data
41. NNI‐SMOTE‐XGBoost: a novel small sample analysis method for properties prediction of polymer materials10.1002/mats.202100010 ↗
42. XGBoost machine learning assisted prediction of the mechanical and fracture properties of unvulcanized and dynamically vulcanized PP/EPDM reinforced with clay and halloysite nanoparticles10.1002/pc.28801 ↗
43. Optimized enhanced energy absorption in polymer nanocomposites reinforced with nano-clay, nano-silica, and diethylenetriamine10.1038/s41598-024-77960-z ↗
44. Toughness evaluation of poly (butylene terephthalate) nanocomposites10.1016/j.tafmec.2020.102662 ↗
45. Impact fracture toughness and morphology of polypropylene nanocomposites10.1007/s00289-010-0329-3 ↗
46. Fracture mechanisms and toughness in polymer nanocomposites: a brief review10.3390/jcs8100395 ↗
47. Synergetic impacts of two rigid nano‐scale inclusions on the mechanical and thermal performance of POM/carbon black/CaCO3 ternary nanocomposite systems10.1002/pc.26598 ↗
48. Evaluation of nanoparticle dispersion and its influence on the tensile modulus of polymer nanocomposites by a modeling method10.1007/s00396-017-4016-x ↗
49. Development of stress distribution of composite gear tooth reinforced by Nano-CaCO3, using finite element analysis and its correlation with experience10.1007/s11668-022-01433-6 ↗
50. Stress transfer in polymer nanocomposites: a coarse-grained molecular dynamics study10.1007/s40242-023-3176-0 ↗
51. Elastomer nanocomposites: effect of filler–matrix and filler–filler interactions10.3390/polym15132900 ↗
52. Toughening mechanisms in multiphase nanocomposites10.1007/s10999-013-9218-x ↗