Flow Gym supplies a JAX-based framework with standardized interfaces, modular components, and utilities to develop, benchmark, train, and deploy flow-field quantification methods such as PIV on both synthetic and experimental data.
Using reinforcement learning to probe the role of feedback in skill acquisition,
3 Pith papers cite this work. Polarity classification is still indexing.
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An inexpensive low-resolution time-of-flight camera provides sufficient feedback to reliably balance an inverted pendulum on a cart.
SynthPix streams synthetic PIV image pairs directly into training or benchmarking loops using JAX parallelism and a configuration interface matched to real imaging parameters.
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SynthPix: A lightspeed PIV image generator
SynthPix streams synthetic PIV image pairs directly into training or benchmarking loops using JAX parallelism and a configuration interface matched to real imaging parameters.