mirror of
https://github.com/ANL-CEEESA/UnitCommitment.jl.git
synced 2025-12-06 00:08:52 -06:00
Randomization: Explicitly use MersenneTwister; allow other RNGs
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@@ -118,11 +118,12 @@ Base.@kwdef struct Randomization
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end
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function _randomize_costs(
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rng,
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instance::UnitCommitmentInstance,
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distribution,
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)::Nothing
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for unit in instance.units
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α = rand(distribution)
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α = rand(rng, distribution)
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unit.min_power_cost *= α
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for k in unit.cost_segments
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k.cost *= α
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@@ -135,10 +136,11 @@ function _randomize_costs(
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end
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function _randomize_load_share(
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rng,
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instance::UnitCommitmentInstance,
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distribution,
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)::Nothing
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α = rand(distribution, length(instance.buses))
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α = rand(rng, distribution, length(instance.buses))
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for t in 1:instance.time
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total = sum(bus.load[t] for bus in instance.buses)
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den = sum(
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@@ -153,6 +155,7 @@ function _randomize_load_share(
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end
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function _randomize_load_profile(
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rng,
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instance::UnitCommitmentInstance,
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params::Randomization,
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)::Nothing
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@@ -161,12 +164,13 @@ function _randomize_load_profile(
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for t in 2:instance.time
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idx = (t - 1) % length(params.load_profile_mu) + 1
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gamma = rand(
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rng,
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Normal(params.load_profile_mu[idx], params.load_profile_sigma[idx]),
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)
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push!(system_load, system_load[t-1] * gamma)
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end
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capacity = sum(maximum(u.max_power) for u in instance.units)
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peak_load = rand(params.peak_load) * capacity
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peak_load = rand(rng, params.peak_load) * capacity
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system_load = system_load ./ maximum(system_load) .* peak_load
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# Scale bus loads to match the new system load
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@@ -186,22 +190,24 @@ end
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function randomize!(
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instance::UnitCommitment.UnitCommitmentInstance,
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method::XavQiuAhm2021.Randomization,
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rng = MersenneTwister(),
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)::Nothing
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Randomize costs and loads based on the method described in XavQiuAhm2021.
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"""
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function randomize!(
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instance::UnitCommitment.UnitCommitmentInstance,
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method::XavQiuAhm2021.Randomization,
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method::XavQiuAhm2021.Randomization;
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rng = MersenneTwister(),
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)::Nothing
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if method.randomize_costs
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XavQiuAhm2021._randomize_costs(instance, method.cost)
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XavQiuAhm2021._randomize_costs(rng, instance, method.cost)
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end
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if method.randomize_load_share
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XavQiuAhm2021._randomize_load_share(instance, method.load_share)
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XavQiuAhm2021._randomize_load_share(rng, instance, method.load_share)
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end
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if method.randomize_load_profile
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XavQiuAhm2021._randomize_load_profile(instance, method)
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XavQiuAhm2021._randomize_load_profile(rng, instance, method)
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end
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return
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end
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@@ -6,6 +6,7 @@ import Random
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import UnitCommitment: XavQiuAhm2021
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using Distributions
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using Random
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using UnitCommitment, Cbc, JuMP
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get_instance() = UnitCommitment.read_benchmark("matpower/case118/2017-02-01")
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@@ -27,10 +28,10 @@ test_approx(x, y) = @test isapprox(x, y, atol = 1e-3)
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prev_system_load = system_load(instance)
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test_approx(bus.load[1] / prev_system_load[1], 0.012)
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Random.seed!(42)
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randomize!(
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instance,
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XavQiuAhm2021.Randomization(randomize_load_profile = false),
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rng = MersenneTwister(42),
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)
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# Check randomized costs
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@@ -53,8 +54,11 @@ test_approx(x, y) = @test isapprox(x, y, atol = 1e-3)
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@test round.(system_load(instance), digits = 1)[1:8] ≈
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[3059.5, 2983.2, 2937.5, 2953.9, 3073.1, 3356.4, 4068.5, 4018.8]
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Random.seed!(42)
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randomize!(instance, XavQiuAhm2021.Randomization())
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randomize!(
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instance,
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XavQiuAhm2021.Randomization(),
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rng = MersenneTwister(42),
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)
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# Check randomized load profile
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@test round.(system_load(instance), digits = 1)[1:8] ≈
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