-
Notifications
You must be signed in to change notification settings - Fork 238
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
1D Membrane Model for CO2 Capture and Utilization #1378
Changes from 35 commits
2affa77
b0a336a
775b27a
dd437b7
693fd68
5505b1f
f91e825
446951b
db77a65
508f10c
d31a4cb
e228592
feda25c
054808f
f6dc03b
a6c9697
14d3856
e8bc928
3d8e068
81c3fa3
35a8ee4
53a17b5
97abbe7
b795061
e721692
2cd61a4
3e3dda8
278345b
c30f6f9
0b8a57d
d826433
093de8e
448394f
d6a977c
75cfb24
c6d3677
83529cf
80befee
6f3f8a6
93038d4
d44f95e
410c036
b1051bf
File filter
Filter by extension
Conversations
Jump to
Diff view
Diff view
There are no files selected for viewing
Original file line number | Diff line number | Diff line change |
---|---|---|
|
@@ -6,3 +6,5 @@ Additional IDAES Model Libraries | |
|
||
phe | ||
temperature_swing_adsorption/fixed_bed_tsa0d | ||
membrane_model/1d_membrane | ||
|
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,14 @@ | ||
One-dimensional membrane class for CO2 gas separation | ||
============================================= | ||
|
||
This is a one-dimensional model for gas separation in CO₂ capture applications. | ||
The model will be discretized in the flow direction, and it supports two flow patterns: | ||
counter-current flow and co-current flow. The model was customized for gas-phase separation | ||
in CO₂ capture with a single-layer design. If a multi-layer design is needed, multiple units | ||
can be connected for this application. The two sides of the membrane are called the feed side | ||
and sweep side. The sweep stream inlet is optional. The driving force across the membrane is the | ||
partial pressure difference in this gas separation application. Additionally, the energy balance | ||
assumes that temperature remains constant on each side of the membrane. | ||
|
||
|
||
|
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1 @@ | ||
This directory contains the unit models for Carbon Capture and Utilization |
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,13 @@ | ||
################################################################################# | ||
# The Institute for the Design of Advanced Energy Systems Integrated Platform | ||
# Framework (IDAES IP) was produced under the DOE Institute for the | ||
# Design of Advanced Energy Systems (IDAES). | ||
# | ||
# Copyright (c) 2018-2024 by the software owners: The Regents of the | ||
# University of California, through Lawrence Berkeley National Laboratory, | ||
# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon | ||
# University, West Virginia University Research Corporation, et al. | ||
# All rights reserved. Please see the files COPYRIGHT.md and LICENSE.md | ||
# for full copyright and license information. | ||
################################################################################# | ||
from .membrane_1d import Membrane1D, MembraneFlowPattern |
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,303 @@ | ||
################################################################################# | ||
# The Institute for the Design of Advanced Energy Systems Integrated Platform | ||
Morgan88888888 marked this conversation as resolved.
Show resolved
Hide resolved
|
||
# Framework (IDAES IP) was produced under the DOE Institute for the | ||
# Design of Advanced Energy Systems (IDAES). | ||
# | ||
# Copyright (c) 2018-2024 by the software owners: The Regents of the | ||
# University of California, through Lawrence Berkeley National Laboratory, | ||
# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon | ||
# University, West Virginia University Research Corporation, et al. | ||
# All rights reserved. Please see the files COPYRIGHT.md and LICENSE.md | ||
# for full copyright and license information. | ||
################################################################################# | ||
|
||
""" | ||
One-dimensional membrane class for CO2 gas separation | ||
""" | ||
|
||
|
||
from enum import Enum | ||
from pyomo.common.config import Bool, ConfigDict, ConfigValue, In | ||
from pyomo.environ import ( | ||
Constraint, | ||
Param, | ||
Var, | ||
units, | ||
Expression, | ||
) | ||
from pyomo.network import Port | ||
|
||
from idaes.core import ( | ||
FlowDirection, | ||
UnitModelBlockData, | ||
declare_process_block_class, | ||
useDefault, | ||
MaterialFlowBasis, | ||
) | ||
from idaes.core.util.config import is_physical_parameter_block | ||
from idaes.models.unit_models.mscontactor import MSContactor | ||
from idaes.core.util.exceptions import ConfigurationError | ||
from idaes.core.util.tables import create_stream_table_dataframe | ||
|
||
__author__ = "Maojian Wang" | ||
|
||
|
||
class MembraneFlowPattern(Enum): | ||
""" | ||
Enum of supported flow patterns for membrane. | ||
So far only support countercurrent and cocurrent flow | ||
""" | ||
|
||
COUNTERCURRENT = 1 | ||
COCURRENT = 2 | ||
|
||
|
||
@declare_process_block_class("Membrane1D") | ||
class Membrane1DData(UnitModelBlockData): | ||
"""Standard Membrane 1D Unit Model Class.""" | ||
|
||
CONFIG = UnitModelBlockData.CONFIG() | ||
|
||
Stream_Config = ConfigDict() | ||
|
||
Stream_Config.declare( | ||
"property_package", | ||
ConfigValue( | ||
default=useDefault, | ||
domain=is_physical_parameter_block, | ||
description="Property package to use for given stream", | ||
doc="""Property parameter object used to define property calculations for given stream, | ||
**default** - useDefault. | ||
**Valid values:** { | ||
**useDefault** - use default package from parent model or flowsheet, | ||
**PhysicalParameterObject** - a PhysicalParameterBlock object.}""", | ||
), | ||
) | ||
Stream_Config.declare( | ||
"property_package_args", | ||
ConfigDict( | ||
implicit=True, | ||
description="Dict of arguments to use for constructing property package", | ||
doc="""A ConfigDict with arguments to be passed to property block(s) | ||
and used when constructing these, | ||
**default** - None. | ||
**Valid values:** { | ||
see property package for documentation.}""", | ||
), | ||
) | ||
|
||
Stream_Config.declare( | ||
"has_energy_balance", | ||
ConfigValue( | ||
default=True, | ||
domain=Bool, | ||
doc="Bool indicating whether to include energy balance for stream. Default=True.", | ||
), | ||
) | ||
Stream_Config.declare( | ||
"has_pressure_balance", | ||
ConfigValue( | ||
default=True, | ||
domain=Bool, | ||
doc="Bool indicating whether to include pressure balance for stream. Default=True.", | ||
), | ||
) | ||
|
||
Morgan88888888 marked this conversation as resolved.
Show resolved
Hide resolved
|
||
CONFIG.declare( | ||
Morgan88888888 marked this conversation as resolved.
Show resolved
Hide resolved
|
||
"sweep_flow", | ||
Morgan88888888 marked this conversation as resolved.
Show resolved
Hide resolved
|
||
ConfigValue( | ||
default=True, | ||
domain=Bool, | ||
doc="Bool indicating whether there is a sweep flow in the permeate side.", | ||
description="Bool indicating whether stream has a feed Port and inlet " | ||
"state, or if all flow is provided via mass transfer. Default=True.", | ||
), | ||
) | ||
CONFIG.declare( | ||
"finite_elements", | ||
ConfigValue( | ||
default=5, | ||
domain=int, | ||
description="Number of finite elements in length domain", | ||
doc="""Number of finite elements to use when discretizing length | ||
domain (default=5)""", | ||
), | ||
) | ||
CONFIG.declare( | ||
"flow_type", | ||
Morgan88888888 marked this conversation as resolved.
Show resolved
Hide resolved
|
||
ConfigValue( | ||
default=MembraneFlowPattern.COUNTERCURRENT, | ||
domain=In(MembraneFlowPattern), | ||
description="Flow configuration of membrane", | ||
doc="""Flow configuration of membrane | ||
- MembraneFlowPattern.COCURRENT: feed and sweep flows from 0 to 1 | ||
- MembraneFlowPattern.COUNTERCURRENT: feed side flows from 0 to 1 | ||
sweep side flows from 1 to 0 (default)""", | ||
), | ||
) | ||
|
||
for side_name in ["feed", "sweep"]: | ||
Morgan88888888 marked this conversation as resolved.
Show resolved
Hide resolved
|
||
CONFIG.declare( | ||
side_name + "_side", | ||
Stream_Config(), | ||
) | ||
|
||
def build(self): | ||
""" | ||
This is a one-dimensional model for gas separation in CO₂ capture applications. | ||
The model will be discretized in the flow direction, and it supports two flow patterns: | ||
counter-current flow and co-current flow. The model was customized for gas-phase separation | ||
in CO₂ capture with a single-layer design. If a multi-layer design is needed, multiple units | ||
can be connected for this application. The two sides of the membrane are called the feed side | ||
and sweep side. The sweep stream inlet is optional. The driving force across the membrane is the | ||
partial pressure difference in this gas separation application. Additionally, the energy balance | ||
assumes that temperature remains constant on each side of the membrane. | ||
|
||
""" | ||
super().build() | ||
|
||
feed_dict = dict(self.config.feed_side) | ||
sweep_dict = dict(self.config.sweep_side) | ||
|
||
feed_dict["flow_direction"] = FlowDirection.forward | ||
if self.config.flow_type == MembraneFlowPattern.COCURRENT: | ||
sweep_dict["flow_direction"] = FlowDirection.forward | ||
elif self.config.flow_type == MembraneFlowPattern.COUNTERCURRENT: | ||
sweep_dict["flow_direction"] = FlowDirection.backward | ||
else: | ||
raise ConfigurationError( | ||
f"{self.name} Membrane1D only supports cocurrent and " | ||
"countercurrent flow patterns, but flow_type configuration" | ||
" argument was set to {config.flow_type}." | ||
) | ||
|
||
if self.config.sweep_flow is False: | ||
sweep_dict["has_feed"] = False | ||
|
||
streams_dict = {"feed_side": feed_dict, "sweep_side": sweep_dict} | ||
self.mscontactor = MSContactor( | ||
streams=streams_dict, | ||
Morgan88888888 marked this conversation as resolved.
Show resolved
Hide resolved
|
||
number_of_finite_elements=self.config.finite_elements, | ||
) | ||
|
||
self.feed_side_inlet = Port(extends=self.mscontactor.feed_side_inlet) | ||
self.feed_side_outlet = Port(extends=self.mscontactor.feed_side_outlet) | ||
if self.config.sweep_flow is True: | ||
self.sweep_side_inlet = Port(extends=self.mscontactor.sweep_side_inlet) | ||
self.sweep_side_outlet = Port(extends=self.mscontactor.sweep_side_outlet) | ||
|
||
self._make_geometry() | ||
self._make_performance() | ||
|
||
def _make_geometry(self): | ||
|
||
self.area = Var( | ||
initialize=100, units=units.cm**2, doc="Area per cell (or finite element)" | ||
) | ||
|
||
self.length = Var(initialize=100, units=units.cm, doc="The membrane length") | ||
self.cell_length = Expression(expr=self.length / self.config.finite_elements) | ||
|
||
self.cell_area = Var(initialize=100, units=units.cm**2, doc="The membrane area") | ||
|
||
@self.Constraint() | ||
def area_per_cell(self): | ||
return self.cell_area == self.area / self.config.finite_elements | ||
|
||
def _make_performance(self): | ||
feed_side_units = ( | ||
self.config.feed_side.property_package.get_metadata().derived_units | ||
) | ||
crossover_component_list = list( | ||
set(self.mscontactor.feed_side.component_list) | ||
& set(self.mscontactor.sweep_side.component_list) | ||
) | ||
|
||
self.permeance = Var( | ||
self.flowsheet().time, | ||
self.mscontactor.elements, | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. To check, does this need to be indexed by time and finite element? Whilst there are cases where you would want this degree of flexibility, is it something you want to support right now? Also, I do not think this should be indexed by the feed side component list. Either you should have a single property package for the unit model, in which case you should use the uni level package, or it you want to support separate property packages you should use the intersection of the feed and sweep side component lists (i.e. only create a term for those species which appear in both property packages). Otherwise, you run the risk of trying to write constraints involving species which do not exist on the sweep side. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. In the simple assumption, it isn't necessary. However, retaining it isn't particularly harmful either. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. It is better to fix these issues now rather than wait until later when you have forgotten how the model works. You need to make the decision to either use a single property package for everything or not, and if you decide to allow for multiple property packages then you need to go the full way to supporting them. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. What happens here if the two property packages have different components? Should this instead use the intersection of the two component lists (which is easy to do)? |
||
crossover_component_list, | ||
initialize=1, | ||
doc="Values in Gas Permeance Unit (GPU)", | ||
units=units.dimensionless, | ||
) | ||
|
||
self.gpu_factor = Param( | ||
default=10e-8 / 13333.2239, | ||
units=units.m / units.s / units.Pa, | ||
mutable=True, | ||
# This is a coefficient that will convert the unit of permeability from GPU to SI units for further calculation" | ||
) | ||
|
||
p_units = feed_side_units.PRESSURE | ||
|
||
@self.Constraint( | ||
self.flowsheet().time, | ||
self.mscontactor.elements, | ||
crossover_component_list, | ||
doc="permeability calculation", | ||
) | ||
def permeability_calculation(self, t, s, m): | ||
feed_side_state = self.mscontactor.feed_side[t, s] | ||
if feed_side_state.get_material_flow_basis() is MaterialFlowBasis.molar: | ||
mb_units = feed_side_units.FLOW_MOLE | ||
rho = self.mscontactor.feed_side[t, s].dens_mol | ||
elif feed_side_state.get_material_flow_basis() is MaterialFlowBasis.mass: | ||
mb_units = feed_side_units.FLOW_MASS | ||
rho = self.mscontactor.feed_side[t, s].dens_mass | ||
else: | ||
raise TypeError( | ||
"This model only supports MaterialFlowBasis equal to molar or mass" | ||
) | ||
|
||
return self.mscontactor.material_transfer_term[ | ||
t, s, "feed_side", "sweep_side", m | ||
] == -units.convert( | ||
( | ||
rho | ||
* self.gpu_factor | ||
* self.permeance[t, s, m] | ||
* self.cell_area | ||
* ( | ||
self.mscontactor.feed_side[t, s].pressure | ||
* self.mscontactor.feed_side[t, s].mole_frac_comp[m] | ||
- units.convert( | ||
self.mscontactor.sweep_side[t, s].pressure, to_units=p_units | ||
) | ||
* self.mscontactor.sweep_side[t, s].mole_frac_comp[m] | ||
) | ||
), | ||
to_units=mb_units, | ||
) | ||
|
||
@self.Constraint( | ||
self.flowsheet().time, | ||
self.mscontactor.elements, | ||
doc="isothermal constraint", | ||
) | ||
def energy_transfer(self, t, s): | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. For clarity, I would call this an isothermal constraint. It is not an energy balance. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. fixed There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I would also suggest changing the name of the constraint (i.e. the name of the rule/function). There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. changed |
||
return ( | ||
self.mscontactor.feed_side[t, s].temperature | ||
== self.mscontactor.sweep_side[t, s].temperature | ||
) | ||
|
||
def _get_stream_table_contents(self, time_point=0): | ||
if self.config.sweep_flow: | ||
return create_stream_table_dataframe( | ||
{ | ||
"Feed Inlet": self.feed_side_inlet, | ||
"Feed Outlet": self.feed_side_outlet, | ||
"Permeate Inlet": self.sweep_side_inlet, | ||
"Permeate Outlet": self.sweep_side_outlet, | ||
}, | ||
time_point=time_point, | ||
) | ||
else: | ||
return create_stream_table_dataframe( | ||
{ | ||
"Feed Inlet": self.feed_side_inlet, | ||
"Feed Outlet": self.feed_side_outlet, | ||
"Permeate Outlet": self.sweep_side_outlet, | ||
}, | ||
time_point=time_point, | ||
) |
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
A few comments here:
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
Thanks and more info about model inputs/degrees of freedom are added.