Break down model.jl

This commit is contained in:
2021-05-29 18:33:16 -05:00
parent 4e8426beba
commit 483c793d49
17 changed files with 545 additions and 465 deletions

View File

@@ -75,7 +75,6 @@ function build_model(;
)
end
@info @sprintf("Computed ISF in %.2f seconds", time_isf)
@info "Computing line outage factors..."
time_lodf = @elapsed begin
lodf = UnitCommitment._line_outage_factors(
@@ -95,7 +94,6 @@ function build_model(;
lodf[abs.(lodf).<lodf_cutoff] .= 0
end
end
@info "Building model..."
time_model = @elapsed begin
model = Model()
@@ -106,411 +104,16 @@ function build_model(;
model[:instance] = instance
model[:isf] = isf
model[:lodf] = lodf
for field in [
:prod_above,
:segprod,
:reserve,
:is_on,
:switch_on,
:switch_off,
:net_injection,
:curtail,
:overflow,
:loads,
:startup,
:eq_startup_choose,
:eq_startup_restrict,
:eq_segprod_limit,
:eq_prod_above_def,
:eq_prod_limit,
:eq_binary_link,
:eq_switch_on_off,
:eq_ramp_up,
:eq_ramp_down,
:eq_startup_limit,
:eq_shutdown_limit,
:eq_min_uptime,
:eq_min_downtime,
:eq_power_balance,
:eq_net_injection_def,
:eq_min_reserve,
:expr_inj,
:expr_reserve,
:expr_net_injection,
]
model[field] = OrderedDict()
end
for lm in instance.lines
_add_transmission_line!(model, lm)
end
for b in instance.buses
_add_bus!(model, b)
end
for g in instance.units
_add_unit!(model, g)
end
for ps in instance.price_sensitive_loads
_add_price_sensitive_load!(model, ps)
end
_build_net_injection_eqs!(model)
_build_reserve_eqs!(model)
_build_obj_function!(model)
_add_transmission_line!.(model, instance.lines)
_add_bus!.(model, instance.buses)
_add_unit!.(model, instance.units)
_add_price_sensitive_load!.(model, instance.price_sensitive_loads)
_add_system_wide_eqs!(model)
@objective(model, Min, model[:obj])
end
@info @sprintf("Built model in %.2f seconds", time_model)
if variable_names
_set_names!(model)
end
return model
end
function _add_transmission_line!(model, lm)
obj, T = model[:obj], model[:instance].time
overflow = model[:overflow]
for t in 1:T
v = overflow[lm.name, t] = @variable(model, lower_bound = 0)
add_to_expression!(obj, v, lm.flow_limit_penalty[t])
end
end
function _add_bus!(model::JuMP.Model, b::Bus)
mip = model
net_injection = model[:expr_net_injection]
reserve = model[:expr_reserve]
curtail = model[:curtail]
for t in 1:model[:instance].time
# Fixed load
net_injection[b.name, t] = AffExpr(-b.load[t])
# Reserves
reserve[b.name, t] = AffExpr()
# Load curtailment
curtail[b.name, t] =
@variable(mip, lower_bound = 0, upper_bound = b.load[t])
add_to_expression!(net_injection[b.name, t], curtail[b.name, t], 1.0)
add_to_expression!(
model[:obj],
curtail[b.name, t],
model[:instance].power_balance_penalty[t],
)
end
end
function _add_price_sensitive_load!(model::JuMP.Model, ps::PriceSensitiveLoad)
mip = model
loads = model[:loads]
net_injection = model[:expr_net_injection]
for t in 1:model[:instance].time
# Decision variable
loads[ps.name, t] =
@variable(mip, lower_bound = 0, upper_bound = ps.demand[t])
# Objective function terms
add_to_expression!(model[:obj], loads[ps.name, t], -ps.revenue[t])
# Net injection
add_to_expression!(
net_injection[ps.bus.name, t],
loads[ps.name, t],
-1.0,
)
end
end
function _add_unit!(model::JuMP.Model, g::Unit)
mip, T = model, model[:instance].time
gi, K, S = g.name, length(g.cost_segments), length(g.startup_categories)
segprod = model[:segprod]
prod_above = model[:prod_above]
reserve = model[:reserve]
startup = model[:startup]
is_on = model[:is_on]
switch_on = model[:switch_on]
switch_off = model[:switch_off]
expr_net_injection = model[:expr_net_injection]
expr_reserve = model[:expr_reserve]
if !all(g.must_run) && any(g.must_run)
error("Partially must-run units are not currently supported")
end
if g.initial_power === nothing || g.initial_status === nothing
error("Initial conditions for $(g.name) must be provided")
end
is_initially_on = (g.initial_status > 0 ? 1.0 : 0.0)
# Decision variables
for t in 1:T
for k in 1:K
segprod[gi, t, k] = @variable(model, lower_bound = 0)
end
prod_above[gi, t] = @variable(model, lower_bound = 0)
if g.provides_spinning_reserves[t]
reserve[gi, t] = @variable(model, lower_bound = 0)
else
reserve[gi, t] = 0.0
end
for s in 1:S
startup[gi, t, s] = @variable(model, binary = true)
end
if g.must_run[t]
is_on[gi, t] = 1.0
switch_on[gi, t] = (t == 1 ? 1.0 - is_initially_on : 0.0)
switch_off[gi, t] = 0.0
else
is_on[gi, t] = @variable(model, binary = true)
switch_on[gi, t] = @variable(model, binary = true)
switch_off[gi, t] = @variable(model, binary = true)
end
end
for t in 1:T
# Time-dependent start-up costs
for s in 1:S
# If unit is switching on, we must choose a startup category
model[:eq_startup_choose][gi, t, s] = @constraint(
mip,
switch_on[gi, t] == sum(startup[gi, 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
)
model[:eq_startup_restrict][gi, t, s] = @constraint(
mip,
startup[gi, t, s] <=
initial_sum +
sum(switch_off[gi, i] for i in range if i >= 1)
)
end
# Objective function terms for start-up costs
add_to_expression!(
model[:obj],
startup[gi, t, s],
g.startup_categories[s].cost,
)
end
# Objective function terms for production costs
add_to_expression!(model[:obj], is_on[gi, t], g.min_power_cost[t])
for k in 1:K
add_to_expression!(
model[:obj],
segprod[gi, t, k],
g.cost_segments[k].cost[t],
)
end
# Production limits (piecewise-linear segments)
for k in 1:K
model[:eq_segprod_limit][gi, t, k] = @constraint(
mip,
segprod[gi, t, k] <= g.cost_segments[k].mw[t] * is_on[gi, t]
)
end
# Definition of production
model[:eq_prod_above_def][gi, t] = @constraint(
mip,
prod_above[gi, t] == sum(segprod[gi, t, k] for k in 1:K)
)
# Production limit
model[:eq_prod_limit][gi, t] = @constraint(
mip,
prod_above[gi, t] + reserve[gi, t] <=
(g.max_power[t] - g.min_power[t]) * is_on[gi, t]
)
# Binary variable equations for economic units
if !g.must_run[t]
# Link binary variables
if t == 1
model[:eq_binary_link][gi, t] = @constraint(
mip,
is_on[gi, t] - is_initially_on ==
switch_on[gi, t] - switch_off[gi, t]
)
else
model[:eq_binary_link][gi, t] = @constraint(
mip,
is_on[gi, t] - is_on[gi, t-1] ==
switch_on[gi, t] - switch_off[gi, t]
)
end
# Cannot switch on and off at the same time
model[:eq_switch_on_off][gi, t] =
@constraint(mip, switch_on[gi, t] + switch_off[gi, t] <= 1)
end
# Ramp up limit
if t == 1
if is_initially_on == 1
model[:eq_ramp_up][gi, t] = @constraint(
mip,
prod_above[gi, t] + reserve[gi, t] <=
(g.initial_power - g.min_power[t]) + g.ramp_up_limit
)
end
else
model[:eq_ramp_up][gi, t] = @constraint(
mip,
prod_above[gi, t] + reserve[gi, t] <=
prod_above[gi, t-1] + g.ramp_up_limit
)
end
# Ramp down limit
if t == 1
if is_initially_on == 1
model[:eq_ramp_down][gi, t] = @constraint(
mip,
prod_above[gi, t] >=
(g.initial_power - g.min_power[t]) - g.ramp_down_limit
)
end
else
model[:eq_ramp_down][gi, t] = @constraint(
mip,
prod_above[gi, t] >= prod_above[gi, t-1] - g.ramp_down_limit
)
end
# Startup limit
model[:eq_startup_limit][gi, t] = @constraint(
mip,
prod_above[gi, t] + reserve[gi, t] <=
(g.max_power[t] - g.min_power[t]) * is_on[gi, t] -
max(0, g.max_power[t] - g.startup_limit) * switch_on[gi, t]
)
# Shutdown limit
if g.initial_power > g.shutdown_limit
model[:eq_shutdown_limit][gi, 0] =
@constraint(mip, switch_off[gi, 1] <= 0)
end
if t < T
model[:eq_shutdown_limit][gi, t] = @constraint(
mip,
prod_above[gi, t] <=
(g.max_power[t] - g.min_power[t]) * is_on[gi, t] -
max(0, g.max_power[t] - g.shutdown_limit) * switch_off[gi, t+1]
)
end
# Minimum up-time
model[:eq_min_uptime][gi, t] = @constraint(
mip,
sum(switch_on[gi, i] for i in (t-g.min_uptime+1):t if i >= 1) <=
is_on[gi, t]
)
# # Minimum down-time
model[:eq_min_downtime][gi, t] = @constraint(
mip,
sum(switch_off[gi, i] for i in (t-g.min_downtime+1):t if i >= 1) <= 1 - is_on[gi, t]
)
# Minimum up/down-time for initial periods
if t == 1
if g.initial_status > 0
model[:eq_min_uptime][gi, 0] = @constraint(
mip,
sum(
switch_off[gi, i] for
i in 1:(g.min_uptime-g.initial_status) if i <= T
) == 0
)
else
model[:eq_min_downtime][gi, 0] = @constraint(
mip,
sum(
switch_on[gi, i] for
i in 1:(g.min_downtime+g.initial_status) if i <= T
) == 0
)
end
end
# Add to net injection expression
add_to_expression!(
expr_net_injection[g.bus.name, t],
prod_above[g.name, t],
1.0,
)
add_to_expression!(
expr_net_injection[g.bus.name, t],
is_on[g.name, t],
g.min_power[t],
)
# Add to reserves expression
add_to_expression!(expr_reserve[g.bus.name, t], reserve[gi, t], 1.0)
end
end
function _build_obj_function!(model::JuMP.Model)
@objective(model, Min, model[:obj])
end
function _build_net_injection_eqs!(model::JuMP.Model)
T = model[:instance].time
net_injection = model[:net_injection]
for t in 1:T, b in model[:instance].buses
n = net_injection[b.name, t] = @variable(model)
model[:eq_net_injection_def][t, b.name] =
@constraint(model, n == model[:expr_net_injection][b.name, t])
end
for t in 1:T
model[:eq_power_balance][t] = @constraint(
model,
sum(net_injection[b.name, t] for b in model[:instance].buses) == 0
)
end
end
function _build_reserve_eqs!(model::JuMP.Model)
reserves = model[:instance].reserves
for t in 1:model[:instance].time
model[:eq_min_reserve][t] = @constraint(
model,
sum(
model[:expr_reserve][b.name, t] for b in model[:instance].buses
) >= reserves.spinning[t]
)
end
end
function _set_names!(model::JuMP.Model)
@info "Setting variable and constraint names..."
time_varnames = @elapsed begin
_set_names!(object_dictionary(model))
end
@info @sprintf("Set names in %.2f seconds", time_varnames)
end
function _set_names!(dict::Dict)
for name in keys(dict)
dict[name] isa AbstractDict || continue
for idx in keys(dict[name])
if dict[name][idx] isa AffExpr
continue
end
idx_str = join(map(string, idx), ",")
set_name(dict[name][idx], "$name[$idx_str]")
end
end
end