Source code for pybamm.models.submodels.base_submodel

#
# Base submodel class
#
import pybamm


[docs]class BaseSubModel(pybamm.BaseModel): """ The base class for all submodels. All submodels inherit from this class and must only provide public methods which overwrite those in this base class. Any methods added to a submodel that do not overwrite those in this bass class are made private with the prefix '_', providing a consistent public interface for all submodels. Parameters ---------- param: parameter class The model parameter symbols Attributes ---------- param: parameter class The model parameter symbols rhs: dict A dictionary that maps expressions (variables) to expressions that represent the rhs algebraic: dict A dictionary that maps expressions (variables) to expressions that represent the algebraic equations. The algebraic expressions are assumed to equate to zero. Note that all the variables in the model must exist in the keys of `rhs` or `algebraic`. initial_conditions: dict A dictionary that maps expressions (variables) to expressions that represent the initial conditions for the state variables y. The initial conditions for algebraic variables are provided as initial guesses to a root finding algorithm that calculates consistent initial conditions. boundary_conditions: dict A dictionary that maps expressions (variables) to expressions that represent the boundary conditions variables: dict A dictionary that maps strings to expressions that represent the useful variables events: list A list of events. Each event can either cause the solver to terminate (e.g. concentration goes negative), or be used to inform the solver of the existance of a discontinuity (e.g. discontinuity in the input current) """ def __init__( self, param, domain=None, name="Unnamed submodel", external=False, options=None ): super().__init__(name) self.param = param self.domain = domain self.set_domain_for_broadcast() self.name = name self.external = external self.options = options or {} @property def domain(self): return self._domain @domain.setter def domain(self, domain): ok_domain_list = [ "Negative", "Separator", "Positive", "Negative electrode", "Negative electrolyte", "Separator electrolyte", "Positive electrode", "Positive electrolyte", ] if domain in ok_domain_list: self._domain = domain elif domain is None: pass else: raise pybamm.DomainError( "Domain '{}' not recognised (must be one of {})".format( domain, ok_domain_list ) ) def set_domain_for_broadcast(self): if hasattr(self, "_domain"): if self.domain in ["Negative", "Positive"]: self.domain_for_broadcast = self.domain.lower() + " electrode" elif self.domain == "Separator": self.domain_for_broadcast = "separator"
[docs] def get_fundamental_variables(self): """ A public method that creates and returns the variables in a submodel which can be created independent of other submodels. For example, the electrolyte concentration variables can be created independent of whether any other variables have been defined in the model. As a rule, if a variable can be created without variables from other submodels, then it should be placed in this method. Returns ------- dict : The variables created by the submodel which are independent of variables in other submodels. """ return {}
[docs] def get_external_variables(self): """ A public method that returns the variables in a submodel which are supplied by an external source. Returns ------- list : A list of the external variables in the model. """ external_variables = [] list_of_vars = [] if self.external is True: # look through all the variables in the submodel and get the # variables which are state vectors submodel_variables = self.get_fundamental_variables() for var in submodel_variables.values(): if isinstance(var, pybamm.Variable): list_of_vars += [var] elif isinstance(var, pybamm.Concatenation): if all( isinstance(child, pybamm.Variable) for child in var.children ): list_of_vars += [var] # first add only unique concatenations unique_ids = [] for var in list_of_vars: if var.id not in unique_ids and isinstance(var, pybamm.Concatenation): external_variables += [var] unique_ids += [var.id] # also add the ids of the children to unique ids for child in var.children: unique_ids += [child.id] # now add any unique variables that are not part of a concatentation for var in list_of_vars: if var.id not in unique_ids: external_variables += [var] unique_ids += [var.id] return external_variables
[docs] def get_coupled_variables(self, variables): """ A public method that creates and returns the variables in a submodel which require variables in other submodels to be set first. For example, the exchange current density requires the concentration in the electrolyte to be created before it can be created. If a variable can be created independent of other submodels then it should be created in 'get_fundamental_variables' instead of this method. Parameters ---------- variables: dict The variables in the whole model. Returns ------- dict : The variables created in this submodel which depend on variables in other submodels. """ return {}
[docs] def set_rhs(self, variables): """ A method to set the right hand side of the differential equations which contain a time derivative. Note: this method modifies the state of self.rhs. Unless overwritten by a submodel, the default behaviour of 'pass' is used as implemented in :class:`pybamm.BaseSubModel`. Parameters ---------- variables: dict The variables in the whole model. """ pass
[docs] def set_algebraic(self, variables): """ A method to set the differential equations which do not contain a time derivative. Note: this method modifies the state of self.algebraic. Unless overwritten by a submodel, the default behaviour of 'pass' is used as implemented in :class:`pybamm.BaseSubModel`. Parameters ---------- variables: dict The variables in the whole model. """ pass
[docs] def set_boundary_conditions(self, variables): """ A method to set the boundary conditions for the submodel. Note: this method modifies the state of self.boundary_conditions. Unless overwritten by a submodel, the default behaviour of 'pass' is used a implemented in :class:`pybamm.BaseSubModel`. Parameters ---------- variables: dict The variables in the whole model. """ pass
[docs] def set_initial_conditions(self, variables): """ A method to set the initial conditions for the submodel. Note: this method modifies the state of self.initial_conditions. Unless overwritten by a submodel, the default behaviour of 'pass' is used a implemented in :class:`pybamm.BaseSubModel`. Parameters ---------- variables: dict The variables in the whole model. """ pass
[docs] def set_events(self, variables): """ A method to set events related to the state of submodel variable. Note: this method modifies the state of self.events. Unless overwritten by a submodel, the default behaviour of 'pass' is used a implemented in :class:`pybamm.BaseSubModel`. Parameters ---------- variables: dict The variables in the whole model. """ pass