diff --git a/README.md b/README.md index ef0bcd1..1e85386 100644 --- a/README.md +++ b/README.md @@ -20,6 +20,7 @@ Currently available mechanisms: git clone git@github.com:ericfell/CVsim.git ``` +See [Getting started with `cvsim.py`](https://cvsim.readthedocs.io/en/latest/getting-started.html) for instructions on simulating CVs. ## Dependencies @@ -77,7 +78,7 @@ potential, current = E_rev( digital simulation, *Electrochimica Acta*, **56**, 2011, 10612-10625.](https://www.sciencedirect.com/science/article/abs/pii/S0013468611007651) -*The schemes for CEr , catalytic C'Eq , and ErCEr are currently in development +*The schemes for CEr , catalytic C'Eq , and ErCEr need development, PRs welcome! ## License diff --git a/docs/source/conf.py b/docs/source/conf.py index 8a1d70b..51106f0 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -28,6 +28,12 @@ 'nbsphinx', ] +autodoc_default_options = { + 'members': True, + 'undoc-members': True, + 'inherited-members': True, +} + templates_path = ['_templates'] exclude_patterns = [] diff --git a/docs/source/examples/cvsim_examples.ipynb b/docs/source/examples/cvsim_examples.ipynb index 836789c..43a5604 100644 --- a/docs/source/examples/cvsim_examples.ipynb +++ b/docs/source/examples/cvsim_examples.ipynb @@ -221,7 +221,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -383,7 +383,7 @@ "fake_voltages = np.insert(fake_voltages, 0, 0.3)\n", "fake_currents = np.insert(fake_currents, 0, 0.0)\n", "\n", - "# fit the \"experiment\"\n", + "# fit the \"experimental\" data\n", "fitted_voltage, fitted_current, final_fit = FitE_rev(\n", " voltage_to_fit=fake_voltages, # list, V vs ref.\n", " current_to_fit=fake_currents, # list, A\n", @@ -426,10 +426,167 @@ "final_fit" ] }, + { + "cell_type": "markdown", + "id": "7b5565cb", + "metadata": {}, + "source": [ + "#### A word of caution: different diffusion coefficient values still give the same CV under E_rev conditions (the beauty of Nernstian kinetics!)." + ] + }, + { + "cell_type": "markdown", + "id": "ee807877", + "metadata": {}, + "source": [ + "# " + ] + }, + { + "cell_type": "markdown", + "id": "a8bfc4f6", + "metadata": {}, + "source": [ + "## Example: fit the EE mechanism, now with some known priors\n", + "#### We will assume that diffusion/transfer coefficients were obtained experimentally from an RDE experiment, and an educated guess for the ranges of electrochemical rate constants is known." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "80f5dcf4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "final fitting vars: {'reduction_potential': [-0.3, -0.6, 0.6], 'reduction_potential2': [0.2, -0.6, 0.6], 'k0': [0.0002, 0.0001, 0.002], 'k0_2': [0.0003, 5e-05, 0.0005]}\n", + "Initial guesses: (-0.3, 0.2, 0.0002, 0.0003)\n", + "Lower/Upper bounds: (-0.6, -0.6, 0.0001, 5e-05)/(0.6, 0.6, 0.002, 0.0005)\n", + "Fixed params: ['diffusion_reactant', 'diffusion_product', 'diffusion_intermediate', 'alpha', 'alpha2']\n", + "Fitting for: ['reduction_potential', 'reduction_potential2', 'k0', 'k0_2']\n", + "trying values: (-0.3, 0.2, 0.0002, 0.0003)\n", + "trying values: (-0.3000000149011612, 0.2, 0.0002, 0.0003)\n", + "trying values: (-0.3, 0.2000000149011612, 0.0002, 0.0003)\n", + "trying values: (-0.3, 0.2, 0.00020001490116119386, 0.0003)\n", + "trying values: (-0.3, 0.2, 0.0002, 0.0003000149011611938)\n", + "trying values: (-0.26305206966930683, 0.17758408428413522, 0.00030812615917673596, 0.00016803814477157466)\n", + "trying values: (-0.263052084570468, 0.17758408428413522, 0.00030812615917673596, 0.00016803814477157466)\n", + "trying values: (-0.26305206966930683, 0.1775840991852964, 0.00030812615917673596, 0.00016803814477157466)\n", + "trying values: (-0.26305206966930683, 0.17758408428413522, 0.0003081410603379298, 0.00016803814477157466)\n", + "trying values: (-0.26305206966930683, 0.17758408428413522, 0.00030812615917673596, 0.0001680530459327685)\n", + "trying values: (-0.26305206966930683, 0.17758408428413522, 0.00030812615917673596, 0.00016803814477157466)\n", + "Final fit: 'reduction_potential': -2.63E-01 +/- 8E-04\n", + "Final fit: 'reduction_potential2': 1.78E-01 +/- 9E-04\n", + "Final fit: 'k0': 3.08E-04 +/- 5E-06\n", + "Final fit: 'k0_2': 1.68E-04 +/- 3E-06\n" + ] + } + ], + "source": [ + "# again we'll make \"fake\" data here via CVsim\n", + "fake_voltages, fake_currents = EE(-0.6, 0.6, -0.25, 0.15, 0.1, 1, 3e-6, 3e-6, 3e-6, 0.4, 0.5, 5e-4, 1e-4).simulate()\n", + "# add data point at zero current\n", + "fake_voltages = np.insert(fake_voltages, 0, -0.6)\n", + "fake_currents = np.insert(fake_currents, 0, 0.0)\n", + "\n", + "# fit the \"experimental\" data\n", + "fitted_voltage, fitted_current, final_fit = FitEE(\n", + " voltage_to_fit=fake_voltages, # list, V vs ref.\n", + " current_to_fit=fake_currents, # list, A\n", + " diffusion_reactant=3e-6, # cm2/s, known prior\n", + " diffusion_intermediate=3e-6, # cm2/s, known prior\n", + " diffusion_product=3e-6, # cm2/s, known prior\n", + " alpha=0.4, # unitless, known prior\n", + " alpha2=0.5, # unitless, known prior\n", + " scan_rate=0.1, # V/s\n", + " c_bulk=1, # mM\n", + " step_size=1, # mV\n", + " disk_radius=1.5, # mm\n", + " temperature=298, # K\n", + ").fit( \n", + " # here is where we input guesses and/or ranges for guesses\n", + " reduction_potential=-0.3,\n", + " reduction_potential2=0.2,\n", + " k0=(2e-4, 1e-4, 2e-3),\n", + " k0_2=(3e-4, 5e-5, 5e-4),\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "5c13b7c5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Current (mA)')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.plot(fake_voltages, fake_currents*1000, 'r', label=\"Experiment\")\n", + "ax.plot(fitted_voltage, fitted_current*1000, 'k--', label=\"Fit\")\n", + "ax.legend()\n", + "ax.set_xlabel('Potential (V vs ref.)')\n", + "ax.set_ylabel('Current (mA)')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "78058772", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'reduction_potential': -0.26305206966930683,\n", + " 'reduction_potential2': 0.17758408428413522,\n", + " 'k0': 0.00030812615917673596,\n", + " 'k0_2': 0.00016803814477157466}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# access final fit parameters\n", + "final_fit" + ] + }, + { + "cell_type": "markdown", + "id": "0fa7456c", + "metadata": {}, + "source": [ + "#### The `fit` method can optionally receive: a `float` for an initial guess of the parameter; `tuple[float, float]` for (lower bound, upper bound) of the parameter; or `tuple[float, float, float]` for (initial guess, lower bound, upper bound)." + ] + }, { "cell_type": "code", "execution_count": null, - "id": "f5e556ba", + "id": "0b01ba91", "metadata": {}, "outputs": [], "source": [] diff --git a/src/cvsim/fit_curve.py b/src/cvsim/fit_curve.py index 84c20e2..a335a71 100644 --- a/src/cvsim/fit_curve.py +++ b/src/cvsim/fit_curve.py @@ -175,7 +175,7 @@ def _fit_var_checker(fit_vars: dict, fit_default_vars: dict) -> dict: def _scheme(self, get_var: Callable[[str], float]) -> CyclicVoltammetryScheme: raise NotImplementedError - def _fit(self, fit_vars: dict[str, _ParamGuess]) -> tuple[np.ndarray, np.ndarray, dict]: + def _fit(self, fit_vars: dict[str, _ParamGuess]) -> tuple[np.ndarray, np.ndarray, dict[str, float]]: fit_vars = self._non_none_dict(fit_vars) fixed_vars = self._non_none_dict(self.fixed_vars) @@ -246,7 +246,7 @@ def fit_function( current_fit = fit_function(self.voltage, *popt) sigma = np.sqrt(np.diag(pcov)) # one standard deviation of the parameters - final_fit = {} + final_fit: dict[str, float] = {} for val, error, param in zip(popt, sigma, fitting_params): final_fit[param] = val print(f"Final fit: '{param}': {val:.2E} +/- {error:.0E}") @@ -280,7 +280,7 @@ def fit( reduction_potential: _ParamGuess = None, diffusion_reactant: _ParamGuess = None, diffusion_product: _ParamGuess = None, - ) -> tuple[np.ndarray, np.ndarray, dict]: + ) -> tuple[np.ndarray, np.ndarray, dict[str, float]]: """ Fits the CV for a reversible (Nernstian) one-electron transfer mechanism. If a parameter is given, it must be a: float for initial guess of parameter; tuple[float, float] for @@ -305,7 +305,7 @@ def fit( Array of potential (V) values of the CV fit. current_fit : np.ndarray Array of current (A) values of the CV fit. - final_fit : dict + final_fit : dict[str, float] Dictionary of final fitting parameter values of the CV fit. """ @@ -424,7 +424,7 @@ def fit( diffusion_product: _ParamGuess = None, alpha: _ParamGuess = None, k0: _ParamGuess = None, - ) -> tuple[np.ndarray, np.ndarray, dict]: + ) -> tuple[np.ndarray, np.ndarray, dict[str, float]]: """ Fits the CV for a quasi-reversible one-electron transfer mechanism. If a parameter is given, it must be a: float for initial guess of parameter; tuple[float, float] for @@ -455,7 +455,7 @@ def fit( Array of potential (V) values of the CV fit. current_fit : np.ndarray Array of current (A) values of the CV fit. - final_fit : dict + final_fit : dict[str, float] Dictionary of final fitting parameter values of the CV fit. """ @@ -596,7 +596,7 @@ def fit( k0: _ParamGuess = None, k_forward: _ParamGuess = None, k_backward: _ParamGuess = None, - ) -> tuple[np.ndarray, np.ndarray, dict]: + ) -> tuple[np.ndarray, np.ndarray, dict[str, float]]: """ Fits the CV for a quasi-reversible one-electron transfer, followed by a reversible first order homogeneous chemical transformation mechanism. @@ -634,7 +634,7 @@ def fit( Array of potential (V) values of the CV fit. current_fit : np.ndarray Array of current (A) values of the CV fit. - final_fit : dict + final_fit : dict[str, float] Dictionary of final fitting parameter values of the CV fit. """ @@ -799,7 +799,7 @@ def fit( alpha2: _ParamGuess = None, k0: _ParamGuess = None, k0_2: _ParamGuess = None, - ) -> tuple[np.ndarray, np.ndarray, dict]: + ) -> tuple[np.ndarray, np.ndarray, dict[str, float]]: """ Fits the CV for a two successive one-electron quasi-reversible transfer mechanism. If a parameter is given, it must be a: float for initial guess of parameter; tuple[float, float] for @@ -842,7 +842,7 @@ def fit( Array of potential (V) values of the CV fit. current_fit : np.ndarray Array of current (A) values of the CV fit. - final_fit : dict + final_fit : dict[str, float] Dictionary of final fitting parameter values of the CV fit. """ @@ -1042,7 +1042,7 @@ def fit( k_backward: _ParamGuess = None, k_forward2: _ParamGuess = None, k_backward2: _ParamGuess = None, - ) -> tuple[np.ndarray, np.ndarray, dict]: + ) -> tuple[np.ndarray, np.ndarray, dict[str, float]]: """ Fits the CV for a Square Scheme mechanism. If a parameter is given, it must be a: float for initial guess of parameter; tuple[float, float] for @@ -1094,7 +1094,7 @@ def fit( Array of potential (V) values of the CV fit. current_fit : np.ndarray Array of current (A) values of the CV fit. - final_fit : dict + final_fit : dict[str, float] Dictionary of final fitting parameter values of the CV fit. """