bloc.models

Define physical models used in Bloc.

Attributes

carbon_model

Classes

PhysicalModel	General class for a physical prediction model.
SurfaceAreaModel	Predicts the surface area of carbon based on temperature and residence time.
KirkOthmer2004SurfaceArea	Predicts the surface area of carbon based on temperature and residence time.

Module Contents

class bloc.models.PhysicalModel(model, imputer)

Bases: object

General class for a physical prediction model.

model

imputer

fit(X, y)

predict(X)

class bloc.models.SurfaceAreaModel

Bases: PhysicalModel

Predicts the surface area of carbon based on temperature and residence time.

The model must be initialized with data to be fitted through the fit() method. Child classes come with prefitted data. See for instance KirkOthmer2004SurfaceArea.

The model uses a Linear regression trained on polynomial features of ; using a PolynomialFeatures with degree 2.

fit(temperature, residence_time, surface_area)

Fit the model to experimental or reference data.

Note the model uses a LinearRegression with temperature and log10(residence_time) as input.

predict(temperature, residence_time)

Predict the surface area of carbon based on temperature and residence time.

model

imputer

class bloc.models.KirkOthmer2004SurfaceArea

Bases: SurfaceAreaModel

Predicts the surface area of carbon based on temperature and residence time.

The model must be initialized with data to be fitted through the fit() method. Child classes come with prefitted data. See for instance KirkOthmer2004SurfaceArea.

The model uses a Linear regression trained on polynomial features of ; using a PolynomialFeatures with degree 2.

TEMPERATURE_DATA

RESIDENCE_TIME_DATA

SURFACE_AREA_DATA

Predicts the surface area of carbon based on temperature and residence time.

Reference

Kirk-Othmer Encyclopedia of Chemical Technology, Volume 4, 5th Edition ISBN: 978-0-471-48519-3; March 2004 https://www.wiley.com/en-us/Kirk-Othmer+Encyclopedia+of+Chemical+Technology%2C+Volume+4%2C+5th+Edition-p-9780471485193

Examples

Surface Area Model.

Surface Area Model.

See also

CarbonBlackIdealGasConstPressureReactor

fit(temperature, residence_time, surface_area)

Fit the model to experimental or reference data.

Note the model uses a LinearRegression with temperature and log10(residence_time) as input.

predict(temperature, residence_time)

Predict the surface area of carbon based on temperature and residence time.

model

imputer

bloc.models.carbon_model