Thermal Properties of ABS Composites with Silica-Modified Cellulose Fibers

Emanuela Camargo de Barros Lustosa authored this dataset on the thermal properties of acrylonitrile-butadiene-styrene (ABS) composites reinforced with silica nanoparticle-modified cellulose. The data likely contains measurements from composites with 10% and 20% fiber content, including density, thermogravimetric analysis (TGA/DTG), heat deflection temperature (HDT), and VICAT softening point. The dataset originates from a study published on the Papers with Code platform under an Open Access (green) license.

Use Cases

• Predicting heat deflection temperature (HDT) based on fiber type and concentration mentioned in the description
• Modeling the relationship between silica nanoparticle modification and composite density
• Analyzing thermal degradation onset (Tonset) trends with increasing fiber content from 10% to 20%
• Comparing the thermal performance of unmodified cellulose pulp fibers (FNT) versus modified fibers (FT1, FT2)

Strengths

• Includes data for two specific fiber concentrations (10% and 20% w/w) enabling comparative analysis
• Characterizes multiple thermal properties: density, TGA/DTG, HDT, and VICAT softening temperature
• Compares three distinct fiber types: unmodified cellulose (FNT) and two silica-modified variants (FT1, FT2)

Limitations

• Row count is unknown, which may limit suitability assessment
• Column-level documentation is absent; field semantics must be inferred after download
• Last update date is unknown; freshness unverified

Provenance

Source

Emanuela Camargo de Barros Lustosa via Papers with Code

Collection Method

Data likely generated from laboratory experiments involving extrusion, injection molding, and thermal characterization.