A high-performance computation (HPC) is a very needed thing in the organization, researcher, or government to increase innovation of the products and services. This term belongs to parallel computation that can be realized by utilizing multi-threads of the processor. Memetic algorithm (MA) is a simple and powerful algorithm that can run parallel. In this work, we use the original memetic algorithm and a parallel memetic algorithm, so-called a high-performance memetic algorithm (HPCMA) for fingerprint identification, one of the biometric features in the human body. To generate a high-quality biometric identification system, we should pay attention to accuracy, speed up, endurance, and acceptance uses reasonable resources, and reliable to prevent criminalities.