mirror of
https://github.com/ANL-CEEESA/UnitCommitment.jl.git
synced 2025-12-06 00:08:52 -06:00
Make papers into modules, instead of structs; add StartupCostsFormulation
This commit is contained in:
@@ -18,6 +18,17 @@ Pkg.activate(".")
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@everywhere using LinearAlgebra
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@everywhere using LinearAlgebra
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@everywhere using Random
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@everywhere using Random
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@everywhere import UnitCommitment:
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ArrCon2000,
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CarArr2006,
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DamKucRajAta2016,
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Formulation,
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Gar1962,
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KnuOstWat2018,
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MorLatRam2013,
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PanGua2016,
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XavQiuWanThi2019
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@everywhere UnitCommitment._setup_logger()
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@everywhere UnitCommitment._setup_logger()
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function main()
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function main()
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@@ -59,26 +70,26 @@ function main()
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"tejada19/UC_168h_199g",
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"tejada19/UC_168h_199g",
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]
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]
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formulations = Dict(
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formulations = Dict(
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"ArrCon2000" => UnitCommitment.Formulation(
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"ArrCon2000" => Formulation(
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ramping = UnitCommitment.ArrCon2000(),
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ramping = ArrCon2000.Ramping(),
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),
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),
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"CarArr2006" => UnitCommitment.Formulation(
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"CarArr2006" => Formulation(
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pwl_costs = UnitCommitment.CarArr2006(),
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pwl_costs = CarArr2006.PwlCosts(),
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),
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),
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"DamKucRajAta2016" => UnitCommitment.Formulation(
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"DamKucRajAta2016" => Formulation(
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ramping = UnitCommitment.DamKucRajAta2016(),
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ramping = DamKucRajAta2016.Ramping(),
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),
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),
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"Gar1962" => UnitCommitment.Formulation(
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"Gar1962" => Formulation(
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pwl_costs = UnitCommitment.Gar1962(),
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pwl_costs = Gar1962.PwlCosts(),
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),
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),
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"KnuOstWat2018" => UnitCommitment.Formulation(
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"KnuOstWat2018" => Formulation(
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pwl_costs = UnitCommitment.KnuOstWat2018(),
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pwl_costs = KnuOstWat2018.PwlCosts(),
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),
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),
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"MorLatRam2013" => UnitCommitment.Formulation(
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"MorLatRam2013" => Formulation(
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ramping = UnitCommitment.MorLatRam2013(),
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ramping = MorLatRam2013.Ramping(),
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),
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),
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"PanGua2016" => UnitCommitment.Formulation(
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"PanGua2016" => Formulation(
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ramping = UnitCommitment.PanGua2016(),
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ramping = PanGua2016.Ramping(),
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),
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),
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)
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)
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trials = [i for i in 1:5]
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trials = [i for i in 1:5]
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@@ -138,7 +149,7 @@ end
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BLAS.set_num_threads(1)
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BLAS.set_num_threads(1)
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UnitCommitment.optimize!(
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UnitCommitment.optimize!(
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model,
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model,
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UnitCommitment.XavQiuWanThi2019(
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XavQiuWanThi2019.Method(
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time_limit = 3600.0,
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time_limit = 3600.0,
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gap_limit = 1e-4,
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gap_limit = 1e-4,
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),
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),
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@@ -32,6 +32,7 @@ include("model/formulations/DamKucRajAta2016/ramp.jl")
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include("model/formulations/Gar1962/pwlcosts.jl")
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include("model/formulations/Gar1962/pwlcosts.jl")
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include("model/formulations/KnuOstWat2018/pwlcosts.jl")
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include("model/formulations/KnuOstWat2018/pwlcosts.jl")
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include("model/formulations/MorLatRam2013/ramp.jl")
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include("model/formulations/MorLatRam2013/ramp.jl")
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include("model/formulations/MorLatRam2013/scosts.jl")
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include("model/formulations/PanGua2016/ramp.jl")
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include("model/formulations/PanGua2016/ramp.jl")
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include("model/jumpext.jl")
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include("model/jumpext.jl")
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include("solution/fix.jl")
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include("solution/fix.jl")
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@@ -5,7 +5,7 @@
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function _add_ramp_eqs!(
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function _add_ramp_eqs!(
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model::JuMP.Model,
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model::JuMP.Model,
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g::Unit,
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g::Unit,
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formulation::ArrCon2000,
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formulation::ArrCon2000.Ramping,
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)::Nothing
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)::Nothing
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# TODO: Move upper case constants to model[:instance]
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# TODO: Move upper case constants to model[:instance]
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RESERVES_WHEN_START_UP = true
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RESERVES_WHEN_START_UP = true
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@@ -9,4 +9,10 @@ Formulation described in:
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to an electricity spot market. IEEE Transactions on power systems, 15(3),
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to an electricity spot market. IEEE Transactions on power systems, 15(3),
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1098-1104.
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1098-1104.
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"""
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"""
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struct ArrCon2000 <: RampingFormulation end
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module ArrCon2000
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import ..RampingFormulation
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struct Ramping <: RampingFormulation end
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end
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@@ -5,7 +5,7 @@
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function _add_production_piecewise_linear_eqs!(
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function _add_production_piecewise_linear_eqs!(
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model::JuMP.Model,
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model::JuMP.Model,
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g::Unit,
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g::Unit,
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formulation::CarArr2006,
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formulation::CarArr2006.PwlCosts,
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)::Nothing
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)::Nothing
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eq_prod_above_def = _init(model, :eq_prod_above_def)
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eq_prod_above_def = _init(model, :eq_prod_above_def)
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eq_segprod_limit = _init(model, :eq_segprod_limit)
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eq_segprod_limit = _init(model, :eq_segprod_limit)
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@@ -9,4 +9,10 @@ Formulation described in:
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mixed-integer linear formulation for the thermal unit commitment problem.
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mixed-integer linear formulation for the thermal unit commitment problem.
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IEEE Transactions on power systems, 21(3), 1371-1378.
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IEEE Transactions on power systems, 21(3), 1371-1378.
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"""
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"""
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struct CarArr2006 <: PiecewiseLinearCostsFormulation end
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module CarArr2006
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import ..PiecewiseLinearCostsFormulation
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struct PwlCosts <: PiecewiseLinearCostsFormulation end
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end
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@@ -5,7 +5,7 @@
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function _add_ramp_eqs!(
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function _add_ramp_eqs!(
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model::JuMP.Model,
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model::JuMP.Model,
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g::Unit,
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g::Unit,
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formulation::DamKucRajAta2016,
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formulation::DamKucRajAta2016.Ramping,
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)::Nothing
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)::Nothing
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# TODO: Move upper case constants to model[:instance]
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# TODO: Move upper case constants to model[:instance]
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RESERVES_WHEN_START_UP = true
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RESERVES_WHEN_START_UP = true
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@@ -8,4 +8,10 @@ Formulation described in:
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Damcı-Kurt, P., Küçükyavuz, S., Rajan, D., & Atamtürk, A. (2016). A polyhedral
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Damcı-Kurt, P., Küçükyavuz, S., Rajan, D., & Atamtürk, A. (2016). A polyhedral
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study of production ramping. Mathematical Programming, 158(1), 175-205.
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study of production ramping. Mathematical Programming, 158(1), 175-205.
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"""
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"""
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struct DamKucRajAta2016 <: RampingFormulation end
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module DamKucRajAta2016
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import ..RampingFormulation
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struct Ramping <: RampingFormulation end
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end
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@@ -5,7 +5,7 @@
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function _add_production_piecewise_linear_eqs!(
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function _add_production_piecewise_linear_eqs!(
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model::JuMP.Model,
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model::JuMP.Model,
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g::Unit,
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g::Unit,
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formulation::Gar1962,
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formulation::Gar1962.PwlCosts,
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)::Nothing
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)::Nothing
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eq_prod_above_def = _init(model, :eq_prod_above_def)
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eq_prod_above_def = _init(model, :eq_prod_above_def)
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eq_segprod_limit = _init(model, :eq_segprod_limit)
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eq_segprod_limit = _init(model, :eq_segprod_limit)
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@@ -10,4 +10,10 @@ Formulation described in:
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of Electrical Engineers. Part III: Power Apparatus and Systems, 81(3), 730-734.
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of Electrical Engineers. Part III: Power Apparatus and Systems, 81(3), 730-734.
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"""
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"""
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struct Gar1962 <: PiecewiseLinearCostsFormulation end
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module Gar1962
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import ..PiecewiseLinearCostsFormulation
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struct PwlCosts <: PiecewiseLinearCostsFormulation end
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end
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@@ -5,7 +5,7 @@
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function _add_production_piecewise_linear_eqs!(
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function _add_production_piecewise_linear_eqs!(
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model::JuMP.Model,
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model::JuMP.Model,
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g::Unit,
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g::Unit,
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formulation::KnuOstWat2018,
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formulation::KnuOstWat2018.PwlCosts,
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)::Nothing
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)::Nothing
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eq_prod_above_def = _init(model, :eq_prod_above_def)
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eq_prod_above_def = _init(model, :eq_prod_above_def)
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eq_segprod_limit_a = _init(model, :eq_segprod_limit_a)
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eq_segprod_limit_a = _init(model, :eq_segprod_limit_a)
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@@ -9,4 +9,10 @@ Formulation described in:
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generators in unit commitment. IEEE Transactions on Power Systems, 33(4),
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generators in unit commitment. IEEE Transactions on Power Systems, 33(4),
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4496-4507.
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4496-4507.
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"""
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"""
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struct KnuOstWat2018 <: PiecewiseLinearCostsFormulation end
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module KnuOstWat2018
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import ..PiecewiseLinearCostsFormulation
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struct PwlCosts <: PiecewiseLinearCostsFormulation end
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end
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@@ -5,7 +5,7 @@
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function _add_ramp_eqs!(
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function _add_ramp_eqs!(
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model::JuMP.Model,
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model::JuMP.Model,
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g::Unit,
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g::Unit,
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formulation::MorLatRam2013,
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formulation::MorLatRam2013.Ramping,
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)::Nothing
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)::Nothing
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# TODO: Move upper case constants to model[:instance]
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# TODO: Move upper case constants to model[:instance]
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RESERVES_WHEN_START_UP = true
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RESERVES_WHEN_START_UP = true
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50
src/model/formulations/MorLatRam2013/scosts.jl
Normal file
50
src/model/formulations/MorLatRam2013/scosts.jl
Normal file
@@ -0,0 +1,50 @@
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# UnitCommitment.jl: Optimization Package for Security-Constrained Unit Commitment
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# Copyright (C) 2020, UChicago Argonne, LLC. All rights reserved.
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# Released under the modified BSD license. See COPYING.md for more details.
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function _add_startup_cost_eqs!(
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model::JuMP.Model,
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g::Unit,
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formulation::MorLatRam2013.StartupCosts,
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)::Nothing
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eq_startup_choose = _init(model, :eq_startup_choose)
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eq_startup_restrict = _init(model, :eq_startup_restrict)
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S = length(g.startup_categories)
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startup = model[:startup]
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for t in 1:model[:instance].time
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for s in 1:S
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# If unit is switching on, we must choose a startup category
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eq_startup_choose[g.name, t, s] = @constraint(
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model,
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model[:switch_on][g.name, t] ==
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sum(startup[g.name, t, s] for s in 1:S)
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)
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# If unit has not switched off in the last `delay` time periods, startup category is forbidden.
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# The last startup category is always allowed.
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if s < S
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range_start = t - g.startup_categories[s+1].delay + 1
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range_end = t - g.startup_categories[s].delay
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range = (range_start:range_end)
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initial_sum = (
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g.initial_status < 0 && (g.initial_status + 1 in range) ? 1.0 : 0.0
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)
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eq_startup_restrict[g.name, t, s] = @constraint(
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model,
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startup[g.name, t, s] <=
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initial_sum + sum(
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model[:switch_off][g.name, i] for i in range if i >= 1
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)
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)
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end
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# Objective function terms for start-up costs
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add_to_expression!(
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model[:obj],
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startup[g.name, t, s],
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g.startup_categories[s].cost,
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)
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end
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end
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return
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end
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@@ -9,4 +9,12 @@ Formulation described in:
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MILP formulation for the thermal unit commitment problem. IEEE Transactions
|
MILP formulation for the thermal unit commitment problem. IEEE Transactions
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on Power Systems, 28(4), 4897-4908.
|
on Power Systems, 28(4), 4897-4908.
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"""
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"""
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struct MorLatRam2013 <: RampingFormulation end
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module MorLatRam2013
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import ..RampingFormulation
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import ..StartupCostsFormulation
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struct Ramping <: RampingFormulation end
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struct StartupCosts <: StartupCostsFormulation end
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end
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@@ -1,7 +1,7 @@
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function _add_ramp_eqs!(
|
function _add_ramp_eqs!(
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model::JuMP.Model,
|
model::JuMP.Model,
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g::Unit,
|
g::Unit,
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formulation::PanGua2016,
|
formulation::PanGua2016.Ramping,
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)::Nothing
|
)::Nothing
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# TODO: Move upper case constants to model[:instance]
|
# TODO: Move upper case constants to model[:instance]
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RESERVES_WHEN_SHUT_DOWN = true
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RESERVES_WHEN_SHUT_DOWN = true
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@@ -8,4 +8,10 @@ Formulation described in:
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Pan, K., & Guan, Y. (2016). Strong formulations for multistage stochastic
|
Pan, K., & Guan, Y. (2016). Strong formulations for multistage stochastic
|
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self-scheduling unit commitment. Operations Research, 64(6), 1482-1498.
|
self-scheduling unit commitment. Operations Research, 64(6), 1482-1498.
|
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"""
|
"""
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struct PanGua2016 <: RampingFormulation end
|
module PanGua2016
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|
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|
import ..RampingFormulation
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|
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struct Ramping <: RampingFormulation end
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|
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|
end
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@@ -5,18 +5,21 @@
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abstract type TransmissionFormulation end
|
abstract type TransmissionFormulation end
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abstract type RampingFormulation end
|
abstract type RampingFormulation end
|
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abstract type PiecewiseLinearCostsFormulation end
|
abstract type PiecewiseLinearCostsFormulation end
|
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|
abstract type StartupCostsFormulation end
|
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|
|
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struct Formulation
|
struct Formulation
|
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pwl_costs::PiecewiseLinearCostsFormulation
|
pwl_costs::PiecewiseLinearCostsFormulation
|
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ramping::RampingFormulation
|
ramping::RampingFormulation
|
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|
startup_costs::StartupCostsFormulation
|
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transmission::TransmissionFormulation
|
transmission::TransmissionFormulation
|
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|
|
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function Formulation(;
|
function Formulation(;
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pwl_costs::PiecewiseLinearCostsFormulation = Gar1962(),
|
pwl_costs::PiecewiseLinearCostsFormulation = Gar1962.PwlCosts(),
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ramping::RampingFormulation = MorLatRam2013(),
|
ramping::RampingFormulation = MorLatRam2013.Ramping(),
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|
startup_costs::StartupCostsFormulation = MorLatRam2013.StartupCosts(),
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transmission::TransmissionFormulation = ShiftFactorsFormulation(),
|
transmission::TransmissionFormulation = ShiftFactorsFormulation(),
|
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)
|
)
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return new(pwl_costs, ramping, transmission)
|
return new(pwl_costs, ramping, startup_costs, transmission)
|
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end
|
end
|
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end
|
end
|
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|
|
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@@ -22,7 +22,7 @@ function _add_unit!(model::JuMP.Model, g::Unit, f::Formulation)
|
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_add_production_limit_eqs!(model, g)
|
_add_production_limit_eqs!(model, g)
|
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_add_production_piecewise_linear_eqs!(model, g, f.pwl_costs)
|
_add_production_piecewise_linear_eqs!(model, g, f.pwl_costs)
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_add_ramp_eqs!(model, g, f.ramping)
|
_add_ramp_eqs!(model, g, f.ramping)
|
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_add_startup_shutdown_costs_eqs!(model, g)
|
_add_startup_cost_eqs!(model, g, f.startup_costs)
|
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_add_startup_shutdown_limit_eqs!(model, g)
|
_add_startup_shutdown_limit_eqs!(model, g)
|
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_add_status_eqs!(model, g)
|
_add_status_eqs!(model, g)
|
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return
|
return
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@@ -134,49 +134,6 @@ function _add_startup_shutdown_limit_eqs!(model::JuMP.Model, g::Unit)::Nothing
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return
|
return
|
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end
|
end
|
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|
|
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function _add_startup_shutdown_costs_eqs!(model::JuMP.Model, g::Unit)::Nothing
|
|
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eq_startup_choose = _init(model, :eq_startup_choose)
|
|
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eq_startup_restrict = _init(model, :eq_startup_restrict)
|
|
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S = length(g.startup_categories)
|
|
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startup = model[:startup]
|
|
||||||
for t in 1:model[:instance].time
|
|
||||||
for s in 1:S
|
|
||||||
# If unit is switching on, we must choose a startup category
|
|
||||||
eq_startup_choose[g.name, t, s] = @constraint(
|
|
||||||
model,
|
|
||||||
model[:switch_on][g.name, t] ==
|
|
||||||
sum(startup[g.name, t, s] for s in 1:S)
|
|
||||||
)
|
|
||||||
|
|
||||||
# If unit has not switched off in the last `delay` time periods, startup category is forbidden.
|
|
||||||
# The last startup category is always allowed.
|
|
||||||
if s < S
|
|
||||||
range_start = t - g.startup_categories[s+1].delay + 1
|
|
||||||
range_end = t - g.startup_categories[s].delay
|
|
||||||
range = (range_start:range_end)
|
|
||||||
initial_sum = (
|
|
||||||
g.initial_status < 0 && (g.initial_status + 1 in range) ? 1.0 : 0.0
|
|
||||||
)
|
|
||||||
eq_startup_restrict[g.name, t, s] = @constraint(
|
|
||||||
model,
|
|
||||||
startup[g.name, t, s] <=
|
|
||||||
initial_sum + sum(
|
|
||||||
model[:switch_off][g.name, i] for i in range if i >= 1
|
|
||||||
)
|
|
||||||
)
|
|
||||||
end
|
|
||||||
|
|
||||||
# Objective function terms for start-up costs
|
|
||||||
add_to_expression!(
|
|
||||||
model[:obj],
|
|
||||||
startup[g.name, t, s],
|
|
||||||
g.startup_categories[s].cost,
|
|
||||||
)
|
|
||||||
end
|
|
||||||
end
|
|
||||||
return
|
|
||||||
end
|
|
||||||
|
|
||||||
function _add_status_vars!(model::JuMP.Model, g::Unit)::Nothing
|
function _add_status_vars!(model::JuMP.Model, g::Unit)::Nothing
|
||||||
is_on = _init(model, :is_on)
|
is_on = _init(model, :is_on)
|
||||||
switch_on = _init(model, :switch_on)
|
switch_on = _init(model, :switch_on)
|
||||||
|
|||||||
@@ -2,7 +2,7 @@
|
|||||||
# 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.
|
||||||
|
|
||||||
function optimize!(model::JuMP.Model, method::XavQiuWanThi2019)::Nothing
|
function optimize!(model::JuMP.Model, method::XavQiuWanThi2019.Method)::Nothing
|
||||||
function set_gap(gap)
|
function set_gap(gap)
|
||||||
try
|
try
|
||||||
JuMP.set_optimizer_attribute(model, "MIPGap", gap)
|
JuMP.set_optimizer_attribute(model, "MIPGap", gap)
|
||||||
|
|||||||
@@ -2,10 +2,18 @@
|
|||||||
# 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.
|
||||||
|
|
||||||
import DataStructures: PriorityQueue
|
|
||||||
|
|
||||||
"""
|
"""
|
||||||
struct XavQiuWanThi2019 <: SolutionMethod
|
Lazy constraint solution method described in:
|
||||||
|
|
||||||
|
Xavier, A. S., Qiu, F., Wang, F., & Thimmapuram, P. R. (2019). Transmission
|
||||||
|
constraint filtering in large-scale security-constrained unit commitment.
|
||||||
|
IEEE Transactions on Power Systems, 34(3), 2457-2460.
|
||||||
|
"""
|
||||||
|
module XavQiuWanThi2019
|
||||||
|
import ..SolutionMethod
|
||||||
|
"""
|
||||||
|
struct Method
|
||||||
time_limit::Float64
|
time_limit::Float64
|
||||||
gap_limit::Float64
|
gap_limit::Float64
|
||||||
two_phase_gap::Bool
|
two_phase_gap::Bool
|
||||||
@@ -13,12 +21,6 @@ import DataStructures: PriorityQueue
|
|||||||
max_violations_per_period::Int
|
max_violations_per_period::Int
|
||||||
end
|
end
|
||||||
|
|
||||||
Lazy constraint solution method described in:
|
|
||||||
|
|
||||||
Xavier, A. S., Qiu, F., Wang, F., & Thimmapuram, P. R. (2019). Transmission
|
|
||||||
constraint filtering in large-scale security-constrained unit commitment.
|
|
||||||
IEEE Transactions on Power Systems, 34(3), 2457-2460.
|
|
||||||
|
|
||||||
Fields
|
Fields
|
||||||
------
|
------
|
||||||
|
|
||||||
@@ -37,14 +39,14 @@ Fields
|
|||||||
formulation per time period.
|
formulation per time period.
|
||||||
|
|
||||||
"""
|
"""
|
||||||
struct XavQiuWanThi2019
|
struct Method <: SolutionMethod
|
||||||
time_limit::Float64
|
time_limit::Float64
|
||||||
gap_limit::Float64
|
gap_limit::Float64
|
||||||
two_phase_gap::Bool
|
two_phase_gap::Bool
|
||||||
max_violations_per_line::Int
|
max_violations_per_line::Int
|
||||||
max_violations_per_period::Int
|
max_violations_per_period::Int
|
||||||
|
|
||||||
function XavQiuWanThi2019(;
|
function Method(;
|
||||||
time_limit::Float64 = 86400.0,
|
time_limit::Float64 = 86400.0,
|
||||||
gap_limit::Float64 = 1e-3,
|
gap_limit::Float64 = 1e-3,
|
||||||
two_phase_gap::Bool = true,
|
two_phase_gap::Bool = true,
|
||||||
@@ -60,6 +62,9 @@ struct XavQiuWanThi2019
|
|||||||
)
|
)
|
||||||
end
|
end
|
||||||
end
|
end
|
||||||
|
end
|
||||||
|
|
||||||
|
import DataStructures: PriorityQueue
|
||||||
|
|
||||||
struct _Violation
|
struct _Violation
|
||||||
time::Int
|
time::Int
|
||||||
|
|||||||
@@ -10,5 +10,5 @@ advanced methods to accelerate the solution process and to enforce transmission
|
|||||||
and N-1 security constraints.
|
and N-1 security constraints.
|
||||||
"""
|
"""
|
||||||
function optimize!(model::JuMP.Model)::Nothing
|
function optimize!(model::JuMP.Model)::Nothing
|
||||||
return UnitCommitment.optimize!(model, XavQiuWanThi2019())
|
return UnitCommitment.optimize!(model, XavQiuWanThi2019.Method())
|
||||||
end
|
end
|
||||||
|
|||||||
@@ -3,7 +3,15 @@
|
|||||||
# Released under the modified BSD license. See COPYING.md for more details.
|
# Released under the modified BSD license. See COPYING.md for more details.
|
||||||
|
|
||||||
using UnitCommitment
|
using UnitCommitment
|
||||||
import UnitCommitment: Formulation
|
import UnitCommitment:
|
||||||
|
ArrCon2000,
|
||||||
|
CarArr2006,
|
||||||
|
DamKucRajAta2016,
|
||||||
|
Formulation,
|
||||||
|
Gar1962,
|
||||||
|
KnuOstWat2018,
|
||||||
|
MorLatRam2013,
|
||||||
|
PanGua2016
|
||||||
|
|
||||||
function _test(formulation::Formulation)::Nothing
|
function _test(formulation::Formulation)::Nothing
|
||||||
instance = UnitCommitment.read_benchmark("matpower/case118/2017-02-01")
|
instance = UnitCommitment.read_benchmark("matpower/case118/2017-02-01")
|
||||||
@@ -12,11 +20,16 @@ function _test(formulation::Formulation)::Nothing
|
|||||||
end
|
end
|
||||||
|
|
||||||
@testset "formulations" begin
|
@testset "formulations" begin
|
||||||
_test(Formulation(ramping = UnitCommitment.ArrCon2000()))
|
_test(Formulation(ramping = ArrCon2000.Ramping()))
|
||||||
_test(Formulation(ramping = UnitCommitment.DamKucRajAta2016()))
|
_test(Formulation(ramping = DamKucRajAta2016.Ramping()))
|
||||||
_test(Formulation(ramping = UnitCommitment.MorLatRam2013()))
|
_test(
|
||||||
_test(Formulation(ramping = UnitCommitment.PanGua2016()))
|
Formulation(
|
||||||
_test(Formulation(pwl_costs = UnitCommitment.Gar1962()))
|
ramping = MorLatRam2013.Ramping(),
|
||||||
_test(Formulation(pwl_costs = UnitCommitment.CarArr2006()))
|
startup_costs = MorLatRam2013.StartupCosts(),
|
||||||
_test(Formulation(pwl_costs = UnitCommitment.KnuOstWat2018()))
|
),
|
||||||
end
|
)
|
||||||
|
_test(Formulation(ramping = PanGua2016.Ramping()))
|
||||||
|
_test(Formulation(pwl_costs = Gar1962.PwlCosts()))
|
||||||
|
_test(Formulation(pwl_costs = CarArr2006.PwlCosts()))
|
||||||
|
_test(Formulation(pwl_costs = KnuOstWat2018.PwlCosts()))
|
||||||
|
end
|
||||||
Reference in New Issue
Block a user