← Back to Explore

Optimizing Silicon Anodes: Investigating Ultra-High Carboxyl Density Binders

ISEF · 2025 Energy: Sustainable Materials and Design

Overview

Electric vehicles solve for fossil fuel-induced environmental damage, but 70% of consumers cite limited battery capacity as a major drawback. Replacing traditional graphite anodes with silicon (Si) can solve this gap by expanding capacity 11-fold. However, Si expansion during charging can compromise battery integrity, prompting the aim of this study–improving Si-anode stabilization with polymeric binders. Data-driven models suggest that binders with ultra-high carboxyl (COOH) density (.33 COOH/monomer) could optimize Si-stabilization despite opposing mechanisms–adhesion and electrolyte consumption. This study resolves these mechanisms, examining their relationship at ultra-high COOH densities, to predict and optimize Si-anode functionality. Utilizing Density Functional Theory (DFT), interaction energy (IE) quantified binder adhesion while pKa quantified electrolyte consumption. COOH density was strongly correlated with IE (r = .90), as opposed to pKa (r = -.15), indicating enhanced binder adhesion without high electrolyte consumption at ultra-high COOH densities. Qualitative molecular analysis, using DFT simulations, revealed coordinate covalent bonding as a novel adhesion mechanism, with unpaired t-tests indicating a significant increase in IE (p < .01). Silicon anodes with standard (n=2) and ultra-high COOH (n=1) density binders were then physically synthesized and measured for true performance, confirming that ultra-high COOH density improves battery performance by 90% (p < .01). Demonstrating that ultra-high COOH density binders achieve unprecedented adhesion without simultaneously increasing electrolyte consumption, this study establishes proof of concept for ultra-high COOH density binders in next-generation Si-anodes to meet global, sustainable energy demands.

Competition history

  • ISEF 2025 Energy: Sustainable Materials and Design · Entry EGSD027

Resources

Related projects

Closest projects by meaning, across every fair and year in the corpus.

Source: Regeneron International Science and Engineering Fair

Save projects to your library

Sign in with Google to keep track of projects you find interesting, organized into folders. Browsing stays public.

Continue with Google