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# -*- coding: utf-8 -*- |
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""" |
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solph version of oemof.network.Transformer including |
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sets, variables, constraints and parts of the objective function |
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for TransformerBlock objects. |
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SPDX-FileCopyrightText: Uwe Krien <[email protected]> |
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SPDX-FileCopyrightText: Simon Hilpert |
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SPDX-FileCopyrightText: Cord Kaldemeyer |
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SPDX-FileCopyrightText: Patrik Schönfeldt |
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SPDX-FileCopyrightText: Stephan Günther |
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SPDX-FileCopyrightText: Birgit Schachler |
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SPDX-FileCopyrightText: jnnr |
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SPDX-FileCopyrightText: jmloenneberga |
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SPDX-License-Identifier: MIT |
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""" |
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from oemof.network import network as on |
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from pyomo.core import BuildAction |
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from pyomo.core import Constraint |
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from pyomo.core.base.block import ScalarBlock |
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from oemof.solph._helpers import check_node_object_for_missing_attribute |
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from oemof.solph._plumbing import sequence |
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class Transformer(on.Transformer): |
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"""A linear converter object with n inputs and n outputs. |
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Parameters |
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---------- |
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conversion_factors : dict |
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Dictionary containing conversion factors for conversion of each flow. |
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Keys are the connected bus objects. |
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The dictionary values can either be a scalar or an iterable with length |
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of time horizon for simulation. |
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Examples |
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-------- |
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Defining an linear transformer: |
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>>> from oemof import solph |
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>>> bgas = solph.buses.Bus(label='natural_gas') |
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>>> bcoal = solph.buses.Bus(label='hard_coal') |
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>>> bel = solph.buses.Bus(label='electricity') |
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>>> bheat = solph.buses.Bus(label='heat') |
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>>> trsf = solph.components.Transformer( |
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... label='pp_gas_1', |
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... inputs={bgas: solph.flows.Flow(), bcoal: solph.flows.Flow()}, |
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... outputs={bel: solph.flows.Flow(), bheat: solph.flows.Flow()}, |
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... conversion_factors={bel: 0.3, bheat: 0.5, |
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... bgas: 0.8, bcoal: 0.2}) |
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>>> print(sorted([x[1][5] for x in trsf.conversion_factors.items()])) |
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[0.2, 0.3, 0.5, 0.8] |
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>>> type(trsf) |
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<class 'oemof.solph.components._transformer.Transformer'> |
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>>> sorted([str(i) for i in trsf.inputs]) |
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['hard_coal', 'natural_gas'] |
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>>> trsf_new = solph.components.Transformer( |
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... label='pp_gas_2', |
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... inputs={bgas: solph.flows.Flow()}, |
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... outputs={bel: solph.flows.Flow(), bheat: solph.flows.Flow()}, |
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... conversion_factors={bel: 0.3, bheat: 0.5}) |
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>>> trsf_new.conversion_factors[bgas][3] |
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1 |
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Notes |
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----- |
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The following sets, variables, constraints and objective parts are created |
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* :py:class:`~oemof.solph.components._transformer.TransformerBlock` |
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""" |
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def __init__(self, *args, **kwargs): |
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super().__init__(*args, **kwargs) |
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check_node_object_for_missing_attribute(self, "inputs") |
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check_node_object_for_missing_attribute(self, "outputs") |
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self.conversion_factors = { |
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k: sequence(v) |
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for k, v in kwargs.get("conversion_factors", {}).items() |
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} |
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missing_conversion_factor_keys = ( |
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set(self.outputs) | set(self.inputs) |
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) - set(self.conversion_factors) |
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for cf in missing_conversion_factor_keys: |
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self.conversion_factors[cf] = sequence(1) |
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def constraint_group(self): |
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return TransformerBlock |
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class TransformerBlock(ScalarBlock): |
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r""" |
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Block for the linear relation of nodes with type |
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:class:`~oemof.solph.network.transformer.Transformer` |
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**The following constraints are created:** |
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Linear relation `om.Transformer.relation[i,o,t]` |
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.. math:: |
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P_{i}(t) \cdot \eta_{o}(t) = |
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P_{o}(t) \cdot \eta_{i}(t), \\ |
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\forall t \in \textrm{TIMESTEPS}, \\ |
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\forall i \in \textrm{INPUTS}, \\ |
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\forall o \in \textrm{OUTPUTS} |
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While INPUTS is the set of Bus objects connected with the input of the |
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Transformer and OUPUTS the set of Bus objects connected with the output of |
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the Transformer. The constraint above will be created for all combinations |
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of INPUTS and OUTPUTS for all TIMESTEPS. A Transformer with two inflows and |
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two outflows for one day with an hourly resolution will lead to 96 |
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constraints. |
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The index :math: n is the index for the Transformer node itself. Therefore, |
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a `flow[i, n, t]` is a flow from the Bus i to the Transformer n at |
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time step t. |
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====================== ============================ ==================== |
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symbol attribute explanation |
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====================== ============================ ==================== |
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:math:`P_{i}(t)` `flow[i, n, t]` Transformer, inflow |
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:math:`P_{o}(t)` `flow[n, o, t]` Transformer, outflow |
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:math:`\eta_{i}(t)` `conversion_factor[i, n, t]` Inflow, efficiency |
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:math:`\eta_{o}(t)` `conversion_factor[n, o, t]` Outflow, efficiency |
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====================== ============================ ==================== |
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""" |
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def __init__(self, *args, **kwargs): |
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super().__init__(*args, **kwargs) |
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def _create(self, group=None): |
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"""Creates the linear constraint for the class:`TransformerBlock` |
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block. |
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Parameters |
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---------- |
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group : list |
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List of oemof.solph.components.Transformers objects for which |
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the linear relation of inputs and outputs is created |
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e.g. group = [trsf1, trsf2, trsf3, ...]. Note that the relation |
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is created for all existing relations of all inputs and all outputs |
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of the transformer. The components inside the list need to hold |
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an attribute `conversion_factors` of type dict containing the |
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conversion factors for all inputs to outputs. |
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""" |
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if group is None: |
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return None |
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m = self.parent_block() |
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in_flows = {n: [i for i in n.inputs.keys()] for n in group} |
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out_flows = {n: [o for o in n.outputs.keys()] for n in group} |
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self.relation = Constraint( |
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[ |
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(n, i, o, t) |
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for t in m.TIMESTEPS |
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for n in group |
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for o in out_flows[n] |
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for i in in_flows[n] |
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], |
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noruleinit=True, |
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) |
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def _input_output_relation(block): |
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for t in m.TIMESTEPS: |
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for n in group: |
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for o in out_flows[n]: |
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for i in in_flows[n]: |
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try: |
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lhs = ( |
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m.flow[i, n, t] |
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* n.conversion_factors[o][t] |
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) |
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rhs = ( |
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m.flow[n, o, t] |
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* n.conversion_factors[i][t] |
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) |
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except ValueError: |
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raise ValueError( |
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"Error in constraint creation", |
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"source: {0}, target: {1}".format( |
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n.label, o.label |
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), |
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) |
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block.relation.add((n, i, o, t), (lhs == rhs)) |
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self.relation_build = BuildAction(rule=_input_output_relation) |
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