Improve query efficiency for profile inputs (#1363)

* Add indexes for common lookups (this changes the order of inputs, so some small changes to test example objective function values are observed)
* CTE-based queries for profiles

Author: anamileva

db/db_schema.sql

@@ -345,6 +345,11 @@ CREATE TABLE inputs_temporal
     FOREIGN KEY (month) REFERENCES mod_months (month)
 );
 
+-- Composite index for temporal lookups
+CREATE INDEX idx_temporal_scenario_subproblem_stage
+ON inputs_temporal(temporal_scenario_id, subproblem_id, stage_id, timepoint);
+
+
 -- Horizons (with balancing types)
 -- How timepoints are organized for operational-decision purposes
 -- Each timepoint can belong to more than one balancing_type-horizon (e.g.
@@ -429,6 +434,10 @@ CREATE TABLE inputs_temporal_horizon_timepoints
                                              balancing_type_horizon, horizon)
 );
 
+-- Index for horizon timepoints lookups
+CREATE INDEX idx_horizon_temporal_scenario_subproblem_stage
+ON inputs_temporal_horizon_timepoints(temporal_scenario_id, subproblem_id, stage_id);
+
 
 ---------------------
 -- -- GEOGRAPHY -- --
@@ -1669,6 +1678,10 @@ CREATE TABLE inputs_project_portfolios
     FOREIGN KEY (capacity_type) REFERENCES mod_capacity_types (capacity_type)
 );
 
+-- Index for filtering by project_portfolio_scenario_id in inputs_project_portfolios
+CREATE INDEX idx_project_portfolios_scenario
+ON inputs_project_portfolios(project_portfolio_scenario_id);
+
 -- Existing project capacity and fixed costs
 -- The capacity and fixed costs of 'specified' projects, i.e. exogenously
 -- specified capacity that is not a variable in the model
@@ -2138,6 +2151,11 @@ CREATE TABLE inputs_project_operational_chars
         (operational_type)
 );
 
+-- Index for filtering operational_type in inputs_project_operational_chars
+CREATE INDEX idx_operational_chars_scenario_optype
+ON inputs_project_operational_chars(project_operational_chars_scenario_id, operational_type);
+
+
 -- Variable O&M by period
 DROP TABLE IF EXISTS subscenarios_project_variable_om_cost_by_period;
 CREATE TABLE subscenarios_project_variable_om_cost_by_period

examples/2horizons_w_hydro/inputs/projects.tab

@@ -2,6 +2,6 @@ project	capacity_type	availability_type	operational_type	balancing_type_project
 Coal	gen_spec	exogenous	gen_commit_cap	day	0	0.0	Coal	Zone1	1.0	0.4	6.0	1.0	0.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	.	.	.	.
 Gas_CCGT	gen_spec	.	gen_commit_cap	day	0	0.0	Gas	Zone1	2.0	0.4	6.0	1.0	2.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	Zone1	.	Zone1	.	.	.	.	.
 Gas_CT	gen_spec	.	gen_commit_cap	day	0	0.0	Gas	Zone1	2.0	0.4	6.0	0.0	1.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
-Hydro	gen_spec	.	gen_hydro	day	0	0.0	Hydro	Zone1	0.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	Zone1	.	Zone1	.	.	.	.	.
 Nuclear	gen_spec	.	gen_must_run	day	0	0.0	Nuclear	Zone1	1.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
 Wind	gen_spec	.	gen_var	day	0	0.0	Wind	Zone1	0.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
+Hydro	gen_spec	.	gen_hydro	day	0	0.0	Hydro	Zone1	0.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	Zone1	.	Zone1	.	.	.	.	.

examples/2horizons_w_hydro_and_nuclear_binary_availability/inputs/projects.tab

@@ -2,6 +2,6 @@ project	capacity_type	availability_type	operational_type	balancing_type_project
 Coal	gen_spec	.	gen_commit_lin	day	0	0.0	Coal	Zone1	1.0	0.4	.	.	0.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	.	.	.	.
 Gas_CCGT	gen_spec	.	gen_commit_lin	day	0	0.0	Gas	Zone1	2.0	0.4	.	.	2.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	1	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	Zone1	.	Zone1	.	.	.	.	.
 Gas_CT	gen_spec	.	gen_commit_lin	day	0	0.0	Gas	Zone1	2.0	0.4	.	.	1.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
-Hydro	gen_spec	.	gen_hydro_must_take	day	0	0.0	Hydro	Zone1	0.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	Zone1	.	Zone1	.	.	.	.	.
 Nuclear	gen_spec	binary	gen_must_run	day	0	0.0	Nuclear	Zone1	1.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
 Wind	gen_spec	.	gen_var	day	0	0.0	Wind	Zone1	0.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
+Hydro	gen_spec	.	gen_hydro_must_take	day	0	0.0	Hydro	Zone1	0.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	Zone1	.	Zone1	.	.	.	.	.

examples/2horizons_w_hydro_w_balancing_types/inputs/projects.tab

@@ -2,6 +2,6 @@ project	capacity_type	availability_type	operational_type	balancing_type_project
 Coal	gen_spec	exogenous	gen_commit_cap	day	0	0.0	Coal	Zone1	1.0	0.4	6.0	1.0	0.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	.	.	.	.
 Gas_CCGT	gen_spec	.	gen_commit_cap	day	0	0.0	Gas	Zone1	2.0	0.4	6.0	1.0	2.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	Zone1	.	Zone1	.	.	.	.	.
 Gas_CT	gen_spec	.	gen_commit_cap	day	0	0.0	Gas	Zone1	2.0	0.4	6.0	0.0	1.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
-Hydro	gen_spec	.	gen_hydro	year	0	0.0	Hydro	Zone1	0.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	Zone1	.	Zone1	.	.	.	.	.
 Nuclear	gen_spec	.	gen_must_run	day	0	0.0	Nuclear	Zone1	1.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
 Wind	gen_spec	.	gen_var	day	0	0.0	Wind	Zone1	0.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
+Hydro	gen_spec	.	gen_hydro	year	0	0.0	Hydro	Zone1	0.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	Zone1	.	Zone1	.	.	.	.	.

examples/2periods_gen_bin_econ_retirement/inputs/projects.tab

@@ -1,7 +1,7 @@
 project	capacity_type	availability_type	operational_type	balancing_type_project	load_modifier_flag	distribution_loss_adjustment_factor	technology	load_zone	variable_om_cost_per_mwh	min_stable_level_fraction	unit_size_mw	startup_cost_per_mw	shutdown_cost_per_mw	startup_fuel_mmbtu_per_mw	startup_plus_ramp_up_rate	shutdown_plus_ramp_down_rate	ramp_up_when_on_rate	ramp_down_when_on_rate	ramp_up_violation_penalty	ramp_down_violation_penalty	ramp_tuning_cost_per_mw	min_up_time_hours	min_up_time_violation_penalty	min_down_time_hours	min_down_time_violation_penalty	allow_startup_shutdown_power	storage_efficiency	charging_efficiency	discharging_efficiency	charging_capacity_multiplier	discharging_capacity_multiplier	minimum_duration_hours	maximum_duration_hours	aux_consumption_frac_capacity	aux_consumption_frac_power	last_commitment_stage	cap_factor_default	powerunithour_per_fuelunit	soc_penalty_cost_per_energyunit	soc_last_tmp_penalty_cost_per_energyunit	max_losses_in_hrz_frac_stor_energy_capacity	partial_availability_threshold	nonfuel_carbon_emissions_per_mwh	powerhouse	generator_efficiency	linked_load_component	efficiency_factor	energy_requirement_factor	losses_factor_in_energy_target	losses_factor_curtailment	upward_reserves_to_soc_depletion	lf_reserves_up_ba	lf_reserves_up_derate	lf_reserves_down_ba	lf_reserves_down_derate	regulation_up_ba	regulation_up_derate	regulation_down_ba	regulation_down_derate	lf_reserves_up_ramp_rate	lf_reserves_down_ramp_rate	regulation_up_ramp_rate	regulation_down_ramp_rate
-Clunky_Old_Gen	gen_ret_bin	.	gen_simple	day	0	0.0	Coal	Zone1	1.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
 Coal	gen_spec	exogenous	gen_commit_cap	day	0	0.0	Coal	Zone1	1.0	0.4	6.0	1.0	0.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	.	.	.	.
 Gas_CCGT	gen_spec	.	gen_commit_cap	day	0	0.0	Gas	Zone1	2.0	0.4	6.0	1.0	2.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	1	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	Zone1	.	Zone1	.	.	.	.	.
 Gas_CT	gen_spec	.	gen_commit_cap	day	0	0.0	Gas	Zone1	2.0	0.4	6.0	0.0	1.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
 Nuclear	gen_spec	.	gen_must_run	day	0	0.0	Nuclear	Zone1	1.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
 Wind	gen_spec	.	gen_var	day	0	0.0	Wind	Zone1	0.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
+Clunky_Old_Gen	gen_ret_bin	.	gen_simple	day	0	0.0	Coal	Zone1	1.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.

examples/2periods_gen_bin_econ_retirement/inputs/spec_capacity_period_params.tab

@@ -1,6 +1,4 @@
 project	period	specified_capacity_mw	specified_energy_mwh	shaping_capacity_mw	hyb_gen_specified_capacity_mw	hyb_stor_specified_capacity_mw	specified_stor_capacity_mwh	fuel_production_capacity_fuelunitperhour	fuel_release_capacity_fuelunitperhour	fuel_storage_capacity_fuelunit	fixed_cost_per_mw_yr	fixed_cost_per_energy_mwh_yr	fixed_cost_per_shaping_mw_yr	hyb_gen_fixed_cost_per_mw_yr	hyb_stor_fixed_cost_per_mw_yr	fixed_cost_per_stor_mwh_yr	fuel_production_capacity_fixed_cost_per_fuelunitperhour_yr	fuel_release_capacity_fixed_cost_per_fuelunitperhour_yr	fuel_storage_capacity_fixed_cost_per_fuelunit_yr
-Clunky_Old_Gen	2020	10.0									1000000.0								
-Clunky_Old_Gen	2030	10.0									1000000.0								
 Coal	2020	6.0																	
 Coal	2030	6.0																	
 Gas_CCGT	2020	6.0																	
@@ -11,3 +9,5 @@ Nuclear	2020	6.0
 Nuclear	2030	6.0																	
 Wind	2020	2.0																	
 Wind	2030	2.0																	
+Clunky_Old_Gen	2020	10.0									1000000.0								
+Clunky_Old_Gen	2030	10.0									1000000.0								

examples/2periods_gen_lin_econ_retirement/inputs/projects.tab

@@ -1,7 +1,7 @@
 project	capacity_type	availability_type	operational_type	balancing_type_project	load_modifier_flag	distribution_loss_adjustment_factor	technology	load_zone	variable_om_cost_per_mwh	min_stable_level_fraction	unit_size_mw	startup_cost_per_mw	shutdown_cost_per_mw	startup_fuel_mmbtu_per_mw	startup_plus_ramp_up_rate	shutdown_plus_ramp_down_rate	ramp_up_when_on_rate	ramp_down_when_on_rate	ramp_up_violation_penalty	ramp_down_violation_penalty	ramp_tuning_cost_per_mw	min_up_time_hours	min_up_time_violation_penalty	min_down_time_hours	min_down_time_violation_penalty	allow_startup_shutdown_power	storage_efficiency	charging_efficiency	discharging_efficiency	charging_capacity_multiplier	discharging_capacity_multiplier	minimum_duration_hours	maximum_duration_hours	aux_consumption_frac_capacity	aux_consumption_frac_power	last_commitment_stage	cap_factor_default	powerunithour_per_fuelunit	soc_penalty_cost_per_energyunit	soc_last_tmp_penalty_cost_per_energyunit	max_losses_in_hrz_frac_stor_energy_capacity	partial_availability_threshold	nonfuel_carbon_emissions_per_mwh	powerhouse	generator_efficiency	linked_load_component	efficiency_factor	energy_requirement_factor	losses_factor_in_energy_target	losses_factor_curtailment	upward_reserves_to_soc_depletion	lf_reserves_up_ba	lf_reserves_up_derate	lf_reserves_down_ba	lf_reserves_down_derate	regulation_up_ba	regulation_up_derate	regulation_down_ba	regulation_down_derate	lf_reserves_up_ramp_rate	lf_reserves_down_ramp_rate	regulation_up_ramp_rate	regulation_down_ramp_rate
-Clunky_Old_Gen	gen_ret_lin	.	gen_simple	day	0	0.0	Coal	Zone1	1.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
 Coal	gen_spec	exogenous	gen_commit_cap	day	0	0.0	Coal	Zone1	1.0	0.4	6.0	1.0	0.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	.	.	.	.
 Gas_CCGT	gen_spec	.	gen_commit_cap	day	0	0.0	Gas	Zone1	2.0	0.4	6.0	1.0	2.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	1	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	Zone1	.	Zone1	.	.	.	.	.
 Gas_CT	gen_spec	.	gen_commit_cap	day	0	0.0	Gas	Zone1	2.0	0.4	6.0	0.0	1.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
 Nuclear	gen_spec	.	gen_must_run	day	0	0.0	Nuclear	Zone1	1.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
 Wind	gen_spec	.	gen_var	day	0	0.0	Wind	Zone1	0.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
+Clunky_Old_Gen	gen_ret_lin	.	gen_simple	day	0	0.0	Coal	Zone1	1.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.

examples/2periods_gen_lin_econ_retirement/inputs/spec_capacity_period_params.tab

@@ -1,6 +1,4 @@
 project	period	specified_capacity_mw	specified_energy_mwh	shaping_capacity_mw	hyb_gen_specified_capacity_mw	hyb_stor_specified_capacity_mw	specified_stor_capacity_mwh	fuel_production_capacity_fuelunitperhour	fuel_release_capacity_fuelunitperhour	fuel_storage_capacity_fuelunit	fixed_cost_per_mw_yr	fixed_cost_per_energy_mwh_yr	fixed_cost_per_shaping_mw_yr	hyb_gen_fixed_cost_per_mw_yr	hyb_stor_fixed_cost_per_mw_yr	fixed_cost_per_stor_mwh_yr	fuel_production_capacity_fixed_cost_per_fuelunitperhour_yr	fuel_release_capacity_fixed_cost_per_fuelunitperhour_yr	fuel_storage_capacity_fixed_cost_per_fuelunit_yr
-Clunky_Old_Gen	2020	10.0									1000000.0								
-Clunky_Old_Gen	2030	10.0									1000000.0								
 Coal	2020	6.0																	
 Coal	2030	6.0																	
 Gas_CCGT	2020	6.0																	
@@ -11,3 +9,5 @@ Nuclear	2020	6.0
 Nuclear	2030	6.0																	
 Wind	2020	2.0																	
 Wind	2030	2.0																	
+Clunky_Old_Gen	2020	10.0									1000000.0								
+Clunky_Old_Gen	2030	10.0									1000000.0								

examples/2periods_new_build/inputs/projects.tab

@@ -1,8 +1,8 @@
 project	capacity_type	availability_type	operational_type	balancing_type_project	load_modifier_flag	distribution_loss_adjustment_factor	technology	load_zone	variable_om_cost_per_mwh	min_stable_level_fraction	unit_size_mw	startup_cost_per_mw	shutdown_cost_per_mw	startup_fuel_mmbtu_per_mw	startup_plus_ramp_up_rate	shutdown_plus_ramp_down_rate	ramp_up_when_on_rate	ramp_down_when_on_rate	ramp_up_violation_penalty	ramp_down_violation_penalty	ramp_tuning_cost_per_mw	min_up_time_hours	min_up_time_violation_penalty	min_down_time_hours	min_down_time_violation_penalty	allow_startup_shutdown_power	storage_efficiency	charging_efficiency	discharging_efficiency	charging_capacity_multiplier	discharging_capacity_multiplier	minimum_duration_hours	maximum_duration_hours	aux_consumption_frac_capacity	aux_consumption_frac_power	last_commitment_stage	cap_factor_default	powerunithour_per_fuelunit	soc_penalty_cost_per_energyunit	soc_last_tmp_penalty_cost_per_energyunit	max_losses_in_hrz_frac_stor_energy_capacity	partial_availability_threshold	nonfuel_carbon_emissions_per_mwh	powerhouse	generator_efficiency	linked_load_component	efficiency_factor	energy_requirement_factor	losses_factor_in_energy_target	losses_factor_curtailment	upward_reserves_to_soc_depletion	lf_reserves_up_ba	lf_reserves_up_derate	lf_reserves_down_ba	lf_reserves_down_derate	regulation_up_ba	regulation_up_derate	regulation_down_ba	regulation_down_derate	lf_reserves_up_ramp_rate	lf_reserves_down_ramp_rate	regulation_up_ramp_rate	regulation_down_ramp_rate
 Coal	gen_spec	exogenous	gen_commit_cap	day	0	0.0	Coal	Zone1	1.0	0.4	6.0	1.0	0.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	.	.	.	.
 Gas_CCGT	gen_spec	.	gen_commit_cap	day	0	0.0	Gas	Zone1	2.0	0.4	6.0	1.0	2.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	1	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	Zone1	.	Zone1	.	.	.	.	.
-Gas_CCGT_new	gen_new_lin	.	gen_commit_cap	day	0	0.0	Gas	Zone1	2.0	0.4	6.0	1.0	2.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	1	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	Zone1	.	Zone1	.	.	.	.	.
 Gas_CT	gen_spec	.	gen_commit_cap	day	0	0.0	Gas	Zone1	2.0	0.4	6.0	0.0	1.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
-Gas_CT_new	gen_new_lin	.	gen_commit_cap	day	0	0.0	Gas	Zone1	2.0	0.4	6.0	0.0	1.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
 Nuclear	gen_spec	.	gen_must_run	day	0	0.0	Nuclear	Zone1	1.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
 Wind	gen_spec	.	gen_var	day	0	0.0	Wind	Zone1	0.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
+Gas_CCGT_new	gen_new_lin	.	gen_commit_cap	day	0	0.0	Gas	Zone1	2.0	0.4	6.0	1.0	2.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	1	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	Zone1	.	Zone1	.	Zone1	.	Zone1	.	.	.	.	.
+Gas_CT_new	gen_new_lin	.	gen_commit_cap	day	0	0.0	Gas	Zone1	2.0	0.4	6.0	0.0	1.0	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.

examples/2periods_new_build/results/objective_function_value.txt

@@ -1 +1 @@
--10085845900.19
+-10085845904.57