Surrogates is a graduate textbook, on topics at the interface between machine learning, spatial statistics, computer simulation, meta-modeling, design of experiments, and optimization. Experimentation through simulation, management of dynamic processes, online and real-time analysis, automation and practical application are at the forefront.