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Update docs/src/catalyst_applications/advanced_simulations.md
Co-authored-by: Sam Isaacson <[email protected]>
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docs/src/catalyst_applications/advanced_simulations.md

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## Scaling the noise magnitude in the chemical Langevin equations
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When using the CLE to generate SDEs from a CRN, it can sometimes be desirable to
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scale the magnitude of the noise terms. Here, each reaction of the system generates a separate noise term in the CLE. If you require identical scaling for all reaction, the `@default_noise_scaling` option can be used. Else, you can supply a `noise_scaling` metadata for each individual reaction, describing how to scale the noise for that reaction.
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scale the magnitude of the noise terms. Here, each reaction of the system generates a separate noise term in the CLE. If you require identical scaling for all reactions, the `@default_noise_scaling` option can be used. Else, you can supply a `noise_scaling` metadata for each individual reaction, describing how to scale the noise for that reaction.
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We begin with considering the first approach. First, we simulate a simple two-state CRN model using the
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CLE:

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