CODES Dataset: simple_reaction
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https://zenodo.org/record/14712933
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资源简介:
Toy dataset for the CODES benchmark (https://github.com/robin-janssen/CODES-Benchmark).
A five-species chemical reaction network.
Possible reactions:1. A → B 2. B + C ↔ D 3. 2D → E 4. E → A + C 5. C → A
Rate equations:dA/dt = -0.5 * A + 0.3 * E + 0.1 * C dB/dt = 0.5 * A - (1.0 * B * C - 0.5 * D) dC/dt = -(1.0 * B * C - 0.5 * D) - 0.1 * C + 0.3 * E dD/dt = (1.0 * B * C - 0.5 * D) - 2 * 0.2 * D**2 dE/dt = 0.2 * D**2 - 0.3 * E
101 timesteps in the interval [0,3], solved with scipy.integrate.solve_ivp with the DOP853 method (atol = rtol = 1e-6).
Initial conditions for each species sobol-sampled (in log space) in the following intervals:
A: (0.1, 20)
B: (0.1, 20)
C: (0.1, 20)
D: (1, 30)
E: (1, 30)
700/100/200 train/test/val samples.
创建时间:
2025-01-22



