9/7/2023 0 Comments Latin hypercube sampling excelUsing this metaphor, we explore the nature of each layer of the simulation intelligence operating system stack (SI-stack) and the motifs therein: (1) Multi-physics and multi-scale modeling (2) Surrogate modeling and emulation (3) Simulation-based inference (4) Causal modeling and inference (5) Agent-based modeling (6) Probabilistic programming (7) Differentiable programming (8) Open-ended optimization (9) Machine programming. We argue the motifs of simulation intelligence are interconnected and interdependent, much like the components within the layers of an operating system. We call this merger simulation intelligence (SI), for short. We present the "Nine Motifs of Simulation Intelligence", a roadmap for the development and integration of the essential algorithms necessary for a merger of scientific computing, scientific simulation, and artificial intelligence. The original "Seven Motifs" set forth a roadmap of essential methods for the field of scientific computing, where a motif is an algorithmic method that captures a pattern of computation and data movement.
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