Nanoparticle-based catalysts are catalysts that utilize nanoparticles, typically ranging from 1 to 100 nanometers in size, to enhance or facilitate chemical reactions. These catalysts leverage the unique properties of nanoparticles, such as their high surface area to volume ratio, to improve catalytic efficiency and selectivity.