Exercises used to test health related fitness components include running or biking for cardiovascular endurance, weightlifting for muscular strength, push-ups or sit-ups for muscular endurance, stretching exercises for flexibility, and measures like skinfold tests or bioelectrical impedance analysis for body composition assessment. These exercises help assess an individual's overall physical health and fitness level accurately.