Alpha particles have the least penetrating power because they are heavy (helium nuclei) and carry double positive charge, causing them to interact strongly with matter. They can be stopped by a sheet of paper or few centimeters of air. Beta particles (electrons) penetrate further, and gamma rays (high-energy photons) have the highest penetration, requiring dense materials like lead for shielding.