There are several methods to synthesize ruthenium nanoparticles, including chemical reduction, thermal decomposition, and sol-gel processes. The choice of method depends on the desired particle size, distribution, and surface characteristics. For instance, chemical reduction involves reducing ruthenium salts with a reducing agent such as sodium borohydride, leading to the formation of nanoparticles.