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difflow

Builds, solves and differentiates chemical process flowsheets with difflow, the JAX differentiable flowsheet framework. Use when the user wants to simulate unit operations (CSTR, PFR, flash, distillation, heat exchangers, mixers, splitters, refinery, carbon capture, bioprocess, rare earth, gas or power networks), wire a flowsheet with recycles, take gradients or sensitivities with jax.grad, optimize a process, run technoeconomics, or fix a recycle that does not converge.

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Repository
jkitchin/differentiable-flowsheets
Last source activity
November 3, 2026 at 15:57
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English
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16
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1

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namedifflow
descriptionBuilds, solves and differentiates chemical process flowsheets with difflow, the JAX differentiable flowsheet framework. Use when the user wants to simulate unit operations (CSTR, PFR, flash, distillation, heat exchangers, mixers, splitters, refinery, carbon capture, bioprocess, rare earth, gas or power networks), wire a flowsheet with recycles, take gradients or sensitivities with jax.grad, optimize a process, run technoeconomics, or fix a recycle that does not converge.