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9 Commits

Author SHA1 Message Date
Aleksandr Kazachkov
5afb2363af Missed function definition 2021-07-26 18:40:09 -04:00
Aleksandr Kazachkov
860c47b7e3 Shutdown cost not in this commit 2021-07-26 18:38:38 -04:00
Aleksandr Kazachkov
37b21853be Added mising formulation_status_vars 2021-07-26 18:37:06 -04:00
Aleksandr Kazachkov
c8c7350096 Added fix_vars to src/model/formulations/Gar1962/status.jl 2021-07-26 18:32:09 -04:00
Aleksandr Kazachkov
7302fabe37 Added fix vars to unit.jl 2021-07-26 18:30:24 -04:00
Aleksandr Kazachkov
4ed13d6e95 Added fix_vars_via_constraint option 2021-07-26 18:29:15 -04:00
b1498c50b3 GitHub Actions: Test fewer combinations 2021-07-26 07:57:17 -05:00
Aleksandr Kazachkov
000215e991 Add reserve shortfall penalty 2021-07-26 07:54:45 -05:00
7a1b6f0f55 Update CHANGELOG.md 2021-07-21 11:18:22 -05:00
14 changed files with 237 additions and 36 deletions

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@@ -9,8 +9,8 @@ jobs:
runs-on: ${{ matrix.os }} runs-on: ${{ matrix.os }}
strategy: strategy:
matrix: matrix:
julia-version: ['1.3', '1.4', '1.5', '1.6'] julia-version: ['1.4', '1.5', '1.6']
julia-arch: [x64, x86] julia-arch: [x64]
os: [ubuntu-latest, windows-latest, macOS-latest] os: [ubuntu-latest, windows-latest, macOS-latest]
exclude: exclude:
- os: macOS-latest - os: macOS-latest

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@@ -11,9 +11,10 @@ All notable changes to this project will be documented in this file.
[semver]: https://semver.org/spec/v2.0.0.html [semver]: https://semver.org/spec/v2.0.0.html
[pkjjl]: https://pkgdocs.julialang.org/v1/compatibility/#compat-pre-1.0 [pkjjl]: https://pkgdocs.julialang.org/v1/compatibility/#compat-pre-1.0
## [0.2.2] - Unreleased ## [0.2.2] - 2021-07-21
### Fixed ### Fixed
- Fix small bug in validation scripts related to startup costs - Fix small bug in validation scripts related to startup costs
- Fix duplicated startup constraints (@mtanneau, #12)
## [0.2.1] - 2021-06-02 ## [0.2.1] - 2021-06-02
### Added ### Added

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@@ -28,13 +28,14 @@ Each section is described in detail below. For a complete example, see [case14](
### Parameters ### Parameters
This section describes system-wide parameters, such as power balance penalties, optimization parameters, such as the length of the planning horizon and the time. This section describes system-wide parameters, such as power balance and reserve shortfall penalties, and optimization parameters, such as the length of the planning horizon and the time.
| Key | Description | Default | Time series? | Key | Description | Default | Time series?
| :----------------------------- | :------------------------------------------------ | :------: | :------------: | :----------------------------- | :------------------------------------------------ | :------: | :------------:
| `Time horizon (h)` | Length of the planning horizon (in hours). | Required | N | `Time horizon (h)` | Length of the planning horizon (in hours). | Required | N
| `Time step (min)` | Length of each time step (in minutes). Must be a divisor of 60 (e.g. 60, 30, 20, 15, etc). | `60` | N | `Time step (min)` | Length of each time step (in minutes). Must be a divisor of 60 (e.g. 60, 30, 20, 15, etc). | `60` | N
| `Power balance penalty ($/MW)` | Penalty for system-wide shortage or surplus in production (in $/MW). This is charged per time step. For example, if there is a shortage of 1 MW for three time steps, three times this amount will be charged. | `1000.0` | Y | `Power balance penalty ($/MW)` | Penalty for system-wide shortage or surplus in production (in $/MW). This is charged per time step. For example, if there is a shortage of 1 MW for three time steps, three times this amount will be charged. | `1000.0` | Y
| `Reserve shortfall penalty ($/MW)` | Penalty for system-wide shortage in meeting reserve requirements (in $/MW). This is charged per time step. Negative value implies reserve constraints must always be satisfied. | `-1` | Y
#### Example #### Example
@@ -42,7 +43,8 @@ This section describes system-wide parameters, such as power balance penalties,
{ {
"Parameters": { "Parameters": {
"Time horizon (h)": 4, "Time horizon (h)": 4,
"Power balance penalty ($/MW)": 1000.0 "Power balance penalty ($/MW)": 1000.0,
"Reserve shortfall penalty ($/MW)": -1.0
} }
} }
``` ```

Binary file not shown.

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@@ -98,6 +98,10 @@ function _from_json(json; repair = true)
json["Parameters"]["Power balance penalty (\$/MW)"], json["Parameters"]["Power balance penalty (\$/MW)"],
default = [1000.0 for t in 1:T], default = [1000.0 for t in 1:T],
) )
shortfall_penalty = timeseries(
json["Parameters"]["Reserve shortfall penalty (\$/MW)"],
default = [-1.0 for t in 1:T],
)
# Read buses # Read buses
for (bus_name, dict) in json["Buses"] for (bus_name, dict) in json["Buses"]
@@ -264,6 +268,7 @@ function _from_json(json; repair = true)
instance = UnitCommitmentInstance( instance = UnitCommitmentInstance(
T, T,
power_balance_penalty, power_balance_penalty,
shortfall_penalty,
units, units,
buses, buses,
lines, lines,

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@@ -72,6 +72,8 @@ end
mutable struct UnitCommitmentInstance mutable struct UnitCommitmentInstance
time::Int time::Int
power_balance_penalty::Vector{Float64} power_balance_penalty::Vector{Float64}
"Penalty for failing to meet reserve requirement."
shortfall_penalty::Vector{Float64}
units::Vector{Unit} units::Vector{Unit}
buses::Vector{Bus} buses::Vector{Bus}
lines::Vector{TransmissionLine} lines::Vector{TransmissionLine}

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@@ -2,6 +2,12 @@
# Copyright (C) 2020, UChicago Argonne, LLC. All rights reserved. # Copyright (C) 2020, UChicago Argonne, LLC. All rights reserved.
# Released under the modified BSD license. See COPYING.md for more details. # Released under the modified BSD license. See COPYING.md for more details.
"""
_add_status_vars!
Adds symbols identified by `Gar1962.StatusVars` to `model`.
Fix variables if a certain generator _must_ run or based on initial conditions.
"""
function _add_status_vars!( function _add_status_vars!(
model::JuMP.Model, model::JuMP.Model,
g::Unit, g::Unit,
@@ -10,15 +16,93 @@ function _add_status_vars!(
is_on = _init(model, :is_on) is_on = _init(model, :is_on)
switch_on = _init(model, :switch_on) switch_on = _init(model, :switch_on)
switch_off = _init(model, :switch_off) switch_off = _init(model, :switch_off)
FIX_VARS = !formulation_status_vars.fix_vars_via_constraint
is_initially_on = _is_initially_on(g) > 0
for t in 1:model[:instance].time for t in 1:model[:instance].time
if g.must_run[t]
is_on[g.name, t] = 1.0
switch_on[g.name, t] = (t == 1 ? 1.0 - _is_initially_on(g) : 0.0)
switch_off[g.name, t] = 0.0
else
is_on[g.name, t] = @variable(model, binary = true) is_on[g.name, t] = @variable(model, binary = true)
switch_on[g.name, t] = @variable(model, binary = true) switch_on[g.name, t] = @variable(model, binary = true)
switch_off[g.name, t] = @variable(model, binary = true) switch_off[g.name, t] = @variable(model, binary = true)
# Use initial conditions and whether a unit must run to fix variables
if FIX_VARS
# Fix variables using fix function
if g.must_run[t]
# If the generator _must_ run, then it is obviously on and cannot be switched off
# In the first time period, force unit to switch on if was off before
# Otherwise, unit is on, and will never turn off, so will never need to turn on
fix(is_on[g.name, t], 1.0; force = true)
fix(
switch_on[g.name, t],
(t == 1 ? 1.0 - _is_initially_on(g) : 0.0);
force = true,
)
fix(switch_off[g.name, t], 0.0; force = true)
elseif t == 1
if is_initially_on
# Generator was on (for g.initial_status time periods),
# so cannot be more switched on until the period after the first time it can be turned off
fix(switch_on[g.name, 1], 0.0; force = true)
else
# Generator is initially off (for -g.initial_status time periods)
# Cannot be switched off more
fix(switch_off[g.name, 1], 0.0; force = true)
end
end
else
# Add explicit constraint if !FIX_VARS
if g.must_run[t]
is_on[g.name, t] = 1.0
switch_on[g.name, t] =
(t == 1 ? 1.0 - _is_initially_on(g) : 0.0)
switch_off[g.name, t] = 0.0
elseif t == 1
if is_initially_on
switch_on[g.name, t] = 0.0
else
switch_off[g.name, t] = 0.0
end
end
end
# Use initial conditions and whether a unit must run to fix variables
if FIX_VARS
# Fix variables using fix function
if g.must_run[t]
# If the generator _must_ run, then it is obviously on and cannot be switched off
# In the first time period, force unit to switch on if was off before
# Otherwise, unit is on, and will never turn off, so will never need to turn on
fix(is_on[g.name, t], 1.0; force = true)
fix(
switch_on[g.name, t],
(t == 1 ? 1.0 - _is_initially_on(g) : 0.0);
force = true,
)
fix(switch_off[g.name, t], 0.0; force = true)
elseif t == 1
if is_initially_on
# Generator was on (for g.initial_status time periods),
# so cannot be more switched on until the period after the first time it can be turned off
fix(switch_on[g.name, 1], 0.0; force = true)
else
# Generator is initially off (for -g.initial_status time periods)
# Cannot be switched off more
fix(switch_off[g.name, 1], 0.0; force = true)
end
end
else
# Add explicit constraint if !FIX_VARS
if g.must_run[t]
is_on[g.name, t] = 1.0
switch_on[g.name, t] =
(t == 1 ? 1.0 - _is_initially_on(g) : 0.0)
switch_off[g.name, t] = 0.0
elseif t == 1
if is_initially_on
switch_on[g.name, t] = 0.0
else
switch_off[g.name, t] = 0.0
end
end
end end
end end
return return

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@@ -17,8 +17,53 @@ import ..PiecewiseLinearCostsFormulation
import ..ProductionVarsFormulation import ..ProductionVarsFormulation
import ..StatusVarsFormulation import ..StatusVarsFormulation
"""
Variables
---
* `prod_above`:
[gen, t];
*production above minimum required level*;
lb: 0, ub: Inf.
KnuOstWat2020: `p'_g(t)`
* `segprod`:
[gen, segment, t];
*how much generator produces on cost segment in time t*;
lb: 0, ub: Inf.
KnuOstWat2020: `p_g^l(t)`
"""
struct ProdVars <: ProductionVarsFormulation end struct ProdVars <: ProductionVarsFormulation end
struct PwlCosts <: PiecewiseLinearCostsFormulation end struct PwlCosts <: PiecewiseLinearCostsFormulation end
struct StatusVars <: StatusVarsFormulation end
"""
Variables
---
* `is_on`:
[gen, t];
*is generator on at time t?*
lb: 0, ub: 1, binary.
KnuOstWat2020: `u_g(t)`
* `switch_on`:
[gen, t];
*indicator that generator will be turned on at t*;
lb: 0, ub: 1, binary.
KnuOstWat2020: `v_g(t)`
* `switch_off`: binary;
[gen, t];
*indicator that generator will be turned off at t*;
lb: 0, ub: 1, binary.
KnuOstWat2020: `w_g(t)`
Arguments
---
* `fix_vars_via_constraint`:
indicator for whether to set vars to a constant using `fix` or by adding an explicit constraint
(particulary useful for debugging purposes).
"""
struct StatusVars <: StatusVarsFormulation
fix_vars_via_constraint::Bool
StatusVars() = new(false)
end
end end

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@@ -4,15 +4,11 @@
function _add_bus!(model::JuMP.Model, b::Bus)::Nothing function _add_bus!(model::JuMP.Model, b::Bus)::Nothing
net_injection = _init(model, :expr_net_injection) net_injection = _init(model, :expr_net_injection)
reserve = _init(model, :expr_reserve)
curtail = _init(model, :curtail) curtail = _init(model, :curtail)
for t in 1:model[:instance].time for t in 1:model[:instance].time
# Fixed load # Fixed load
net_injection[b.name, t] = AffExpr(-b.load[t]) net_injection[b.name, t] = AffExpr(-b.load[t])
# Reserves
reserve[b.name, t] = AffExpr()
# Load curtailment # Load curtailment
curtail[b.name, t] = curtail[b.name, t] =
@variable(model, lower_bound = 0, upper_bound = b.load[t]) @variable(model, lower_bound = 0, upper_bound = b.load[t])

View File

@@ -29,13 +29,28 @@ end
function _add_reserve_eqs!(model::JuMP.Model)::Nothing function _add_reserve_eqs!(model::JuMP.Model)::Nothing
eq_min_reserve = _init(model, :eq_min_reserve) eq_min_reserve = _init(model, :eq_min_reserve)
for t in 1:model[:instance].time instance = model[:instance]
for t in 1:instance.time
# Equation (68) in Kneuven et al. (2020)
# As in Morales-España et al. (2013a)
# Akin to the alternative formulation with max_power_avail
# from Carrión and Arroyo (2006) and Ostrowski et al. (2012)
shortfall_penalty = instance.shortfall_penalty[t]
eq_min_reserve[t] = @constraint( eq_min_reserve[t] = @constraint(
model, model,
sum( sum(model[:reserve][g.name, t] for g in instance.units) +
model[:expr_reserve][b.name, t] for b in model[:instance].buses (shortfall_penalty >= 0 ? model[:reserve_shortfall][t] : 0.0) >=
) >= model[:instance].reserves.spinning[t] instance.reserves.spinning[t]
) )
# Account for shortfall contribution to objective
if shortfall_penalty >= 0
add_to_expression!(
model[:obj],
shortfall_penalty,
model[:reserve_shortfall][t],
)
end
end end
return return
end end

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@@ -2,6 +2,15 @@
# Copyright (C) 2020, UChicago Argonne, LLC. All rights reserved. # Copyright (C) 2020, UChicago Argonne, LLC. All rights reserved.
# Released under the modified BSD license. See COPYING.md for more details. # Released under the modified BSD license. See COPYING.md for more details.
"""
_add_unit!(model::JuMP.Model, g::Unit, formulation::Formulation)
Add production, reserve, startup, shutdown, and status variables,
and constraints for min uptime/downtime, net injection, production, ramping, startup, shutdown, and status.
Fix variables if a certain generator _must_ run or if a generator provides spinning reserves.
Also, add overflow penalty to objective for each transmission line.
"""
function _add_unit!(model::JuMP.Model, g::Unit, formulation::Formulation) function _add_unit!(model::JuMP.Model, g::Unit, formulation::Formulation)
if !all(g.must_run) && any(g.must_run) if !all(g.must_run) && any(g.must_run)
error("Partially must-run units are not currently supported") error("Partially must-run units are not currently supported")
@@ -35,7 +44,12 @@ function _add_unit!(model::JuMP.Model, g::Unit, formulation::Formulation)
formulation.status_vars, formulation.status_vars,
) )
_add_startup_cost_eqs!(model, g, formulation.startup_costs) _add_startup_cost_eqs!(model, g, formulation.startup_costs)
_add_startup_shutdown_limit_eqs!(model, g) _add_startup_shutdown_limit_eqs!(
model,
g,
formulation.status_vars,
formulation.prod_vars,
)
_add_status_eqs!(model, g, formulation.status_vars) _add_status_eqs!(model, g, formulation.status_vars)
return return
end end
@@ -44,12 +58,16 @@ _is_initially_on(g::Unit)::Float64 = (g.initial_status > 0 ? 1.0 : 0.0)
function _add_reserve_vars!(model::JuMP.Model, g::Unit)::Nothing function _add_reserve_vars!(model::JuMP.Model, g::Unit)::Nothing
reserve = _init(model, :reserve) reserve = _init(model, :reserve)
reserve_shortfall = _init(model, :reserve_shortfall)
for t in 1:model[:instance].time for t in 1:model[:instance].time
if g.provides_spinning_reserves[t] if g.provides_spinning_reserves[t]
reserve[g.name, t] = @variable(model, lower_bound = 0) reserve[g.name, t] = @variable(model, lower_bound = 0)
else else
reserve[g.name, t] = 0.0 reserve[g.name, t] = 0.0
end end
reserve_shortfall[t] =
(model[:instance].shortfall_penalty[t] >= 0) ?
@variable(model, lower_bound = 0) : 0.0
end end
return return
end end
@@ -72,7 +90,22 @@ function _add_startup_shutdown_vars!(model::JuMP.Model, g::Unit)::Nothing
return return
end end
function _add_startup_shutdown_limit_eqs!(model::JuMP.Model, g::Unit)::Nothing """
_add_startup_shutdown_limit_eqs!(model::JuMP.Model, g::Unit)::Nothing
Creates startup/shutdown limit constraints below based on variables `Gar1962.StatusVars`, `prod_above` from `Gar1962.ProdVars`, and `reserve`.
Constraints
---
* :eq_startup_limit
* :eq_shutdown_limit
"""
function _add_startup_shutdown_limit_eqs!(
model::JuMP.Model,
g::Unit,
formulation_status_vars::Gar1962.StatusVars,
formulation_prod_vars::Gar1962.ProdVars,
)::Nothing
eq_shutdown_limit = _init(model, :eq_shutdown_limit) eq_shutdown_limit = _init(model, :eq_shutdown_limit)
eq_startup_limit = _init(model, :eq_startup_limit) eq_startup_limit = _init(model, :eq_startup_limit)
is_on = model[:is_on] is_on = model[:is_on]
@@ -91,8 +124,15 @@ function _add_startup_shutdown_limit_eqs!(model::JuMP.Model, g::Unit)::Nothing
) )
# Shutdown limit # Shutdown limit
if g.initial_power > g.shutdown_limit if g.initial_power > g.shutdown_limit
# TODO check what happens with these variables when exporting the model
# Generator producing too much to be turned off in the first time period
# (can a binary variable have bounds x = 0?)
if formulation_status_vars.fix_vars_via_constraint
eq_shutdown_limit[g.name, 0] = eq_shutdown_limit[g.name, 0] =
@constraint(model, switch_off[g.name, 1] <= 0) @constraint(model, model[:switch_off][g.name, 1] <= 0.0)
else
fix(model[:switch_off][g.name, 1], 0.0; force = true)
end
end end
if t < T if t < T
eq_shutdown_limit[g.name, t] = @constraint( eq_shutdown_limit[g.name, t] = @constraint(
@@ -210,11 +250,5 @@ function _add_net_injection_eqs!(model::JuMP.Model, g::Unit)::Nothing
model[:is_on][g.name, t], model[:is_on][g.name, t],
g.min_power[t], g.min_power[t],
) )
# Add to reserves expression
add_to_expression!(
model[:expr_reserve][g.bus.name, t],
model[:reserve][g.name, t],
1.0,
)
end end
end end

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@@ -51,6 +51,12 @@ function solution(model::JuMP.Model)::OrderedDict
sol["Switch on"] = timeseries(model[:switch_on], instance.units) sol["Switch on"] = timeseries(model[:switch_on], instance.units)
sol["Switch off"] = timeseries(model[:switch_off], instance.units) sol["Switch off"] = timeseries(model[:switch_off], instance.units)
sol["Reserve (MW)"] = timeseries(model[:reserve], instance.units) sol["Reserve (MW)"] = timeseries(model[:reserve], instance.units)
sol["Reserve shortfall (MW)"] = OrderedDict(
t =>
(instance.shortfall_penalty[t] >= 0) ?
round(value(model[:reserve_shortfall][t]), digits = 5) : 0.0 for
t in 1:instance.time
)
sol["Net injection (MW)"] = sol["Net injection (MW)"] =
timeseries(model[:net_injection], instance.buses) timeseries(model[:net_injection], instance.buses)
sol["Load curtail (MW)"] = timeseries(model[:curtail], instance.buses) sol["Load curtail (MW)"] = timeseries(model[:curtail], instance.buses)

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@@ -324,11 +324,16 @@ function _validate_reserve_and_demand(instance, solution, tol = 0.01)
# Verify spinning reserves # Verify spinning reserves
reserve = reserve =
sum(solution["Reserve (MW)"][g.name][t] for g in instance.units) sum(solution["Reserve (MW)"][g.name][t] for g in instance.units)
if reserve < instance.reserves.spinning[t] - tol reserve_shortfall =
(instance.shortfall_penalty[t] >= 0) ?
solution["Reserve shortfall (MW)"][t] : 0
if reserve + reserve_shortfall < instance.reserves.spinning[t] - tol
@error @sprintf( @error @sprintf(
"Insufficient spinning reserves at time %d (%.2f should be %.2f)", "Insufficient spinning reserves at time %d (%.2f + %.2f should be %.2f)",
t, t,
reserve, reserve,
reserve_shortfall,
instance.reserves.spinning[t], instance.reserves.spinning[t],
) )
err_count += 1 err_count += 1

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@@ -20,8 +20,14 @@ if ENABLE_LARGE_TESTS
end end
function _small_test(formulation::Formulation)::Nothing function _small_test(formulation::Formulation)::Nothing
instance = UnitCommitment.read_benchmark("matpower/case118/2017-02-01") instances = ["matpower/case118/2017-02-01", "test/case14"]
UnitCommitment.build_model(instance = instance, formulation = formulation) # should not crash for instance in instances
# Should not crash
UnitCommitment.build_model(
instance = UnitCommitment.read_benchmark(instance),
formulation = formulation,
)
end
return return
end end