In order to improve the health monitoring effect of sports personnel, this study combines biometric data acquisition model construct personnel application program. Moreover, uses iterative conjugate gradient method ICGM prove correctness algorithm from changes residual and objective function in process. Finally, optimized cosine similarity is substituted into SBGI model, better results are obta...