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| 1 | +.. _extension-unit-commitment: |
| 2 | + |
| 3 | +Unit Commitment |
| 4 | +=============== |
| 5 | + |
| 6 | +The **unit_commitment** extension adds commitment-level operational constraints |
| 7 | +to selected technologies: online/started/stopped unit accounting, minimum |
| 8 | +output floors, maximum output ceilings (replacing the default capacity |
| 9 | +constraint), and minimum up-time and down-time windows. It also supports |
| 10 | +discounted startup costs and startup emissions and input flows. |
| 11 | + |
| 12 | +It is disabled by default and enabled per run through configuration: |
| 13 | + |
| 14 | +.. code-block:: toml |
| 15 | +
|
| 16 | + extensions = ["unit_commitment"] |
| 17 | +
|
| 18 | +Conceptual Model |
| 19 | +---------------- |
| 20 | + |
| 21 | +The core idea is that the continuous capacity variable :math:`\textbf{CAP}_{r,p,t,v}` is |
| 22 | +*notionally divided* into discrete units, each of size :math:`UC_{r,t}`. The number of |
| 23 | +units available is therefore :math:`\textbf{CAP}_{r,p,t,v} / UC_{r,t}`. Crucially, |
| 24 | +:math:`\textbf{CAP}` itself remains a standard linear (continuous) Pyomo variable — the |
| 25 | +extension does not change its domain. In practice, because the UC constraints tie output |
| 26 | +directly to the integer count of online units, the optimiser will typically land on a |
| 27 | +solution where :math:`\textbf{CAP}` is an integer multiple of :math:`UC_{r,t}`, but this |
| 28 | +is a consequence of the optimisation rather than an explicit constraint. |
| 29 | + |
| 30 | +The three UC variables — :math:`\textbf{UCN}` (online), :math:`\textbf{UCST}` (started), |
| 31 | +and :math:`\textbf{UCSP}` (stopped) — count whole units and are promoted to non-negative |
| 32 | +integers by default (MIP). In **linearized mode** (:code:`linearized = 1`), these |
| 33 | +variables are kept continuous. This is equivalent to imagining that :math:`UC_{r,t}` is |
| 34 | +infinitesimally small: the commitment variables become fractional occupancy factors rather |
| 35 | +than discrete unit counts, and the min-output/max-output bounds act as simple lower and |
| 36 | +upper capacity-factor constraints without any integer requirements. Linearized mode is |
| 37 | +useful for reducing solve time during early model development or sensitivity analysis. |
| 38 | + |
| 39 | +.. warning:: |
| 40 | + |
| 41 | + **Annual technologies are incompatible with unit commitment.** Technologies |
| 42 | + in the :code:`tech_annual` set have no time-slice flexibility and cannot be |
| 43 | + committed; the model will raise an error if any annual technology appears in |
| 44 | + the :code:`unit_commitment` table. |
| 45 | + |
| 46 | +.. warning:: |
| 47 | + |
| 48 | + **Integer vs. linear relaxation.** By default all three UC variables |
| 49 | + (:math:`\textbf{UCN}`, :math:`\textbf{UCST}`, :math:`\textbf{UCSP}`) are |
| 50 | + promoted to non-negative integers, turning the problem into a MIP. Set |
| 51 | + :code:`linearized = 1` in the :code:`unit_commitment` table for a |
| 52 | + particular technology to keep those variables continuous (LP relaxation). |
| 53 | + |
| 54 | +.. note:: |
| 55 | + |
| 56 | + The :code:`uc_max_output_constraint` **replaces** the default |
| 57 | + :code:`capacity_constraint` for processes listed in the |
| 58 | + :code:`unit_commitment` table. Non-UC processes retain the standard |
| 59 | + capacity constraint unchanged. |
| 60 | + |
| 61 | +Overview |
| 62 | +-------- |
| 63 | + |
| 64 | +.. list-table:: |
| 65 | + :header-rows: 1 |
| 66 | + :widths: 28 38 34 |
| 67 | + |
| 68 | + * - Table |
| 69 | + - Purpose |
| 70 | + - Key interaction |
| 71 | + * - :code:`unit_commitment` |
| 72 | + - Core UC parameters (unit size, output fractions, up/down times). |
| 73 | + - Enables UC constraints; replaces capacity constraint for UC techs. |
| 74 | + Commitment results are written to :code:`output_unit_commitment`. |
| 75 | + * - :code:`unit_commitment_startup_cost` |
| 76 | + - Direct startup cost per unit of capacity started. |
| 77 | + - Added to variable costs. |
| 78 | + * - :code:`unit_commitment_startup_emissions` |
| 79 | + - Emissions produced at startup per unit of capacity started. |
| 80 | + - Added to :code:`limit_emission_constraint` totals, emission |
| 81 | + costs and :code:`output_emission` table. |
| 82 | + * - :code:`unit_commitment_startup_input` |
| 83 | + - Input commodity consumed at startup per unit of capacity started. |
| 84 | + - Added to consumption in :code:`commodity_balance_constraint` and |
| 85 | + results in :code:`output_flow_in`. |
| 86 | + |
| 87 | +Parameters |
| 88 | +---------- |
| 89 | + |
| 90 | +unit_commitment |
| 91 | +~~~~~~~~~~~~~~~ |
| 92 | + |
| 93 | +:math:`{UC}_{r \in R,\, t \in T}` |
| 94 | + |
| 95 | +The primary UC table. Each row registers a technology (or technology group) |
| 96 | +as subject to unit-commitment constraints and specifies all operational |
| 97 | +parameters. Exactly one row per :math:`(r, t)` pair is required. |
| 98 | + |
| 99 | +.. csv-table:: |
| 100 | + :header: "Column", "Symbol", "Default", "Description" |
| 101 | + :widths: 24, 22, 10, 44 |
| 102 | + |
| 103 | + ":code:`region`", ":math:`r`", "—", "region label" |
| 104 | + ":code:`tech`", ":math:`t`", "—", "technology name" |
| 105 | + ":code:`unit_capacity`", ":math:`UC_{r,t}`", "—", "nameplate capacity per discrete unit (same units as :code:`v_capacity`); **required**" |
| 106 | + ":code:`min_output_fraction`", ":math:`\underline{f}_{r,t}`", "0", "minimum output as a fraction of available nameplate output per online unit; :math:`[0, 1]`" |
| 107 | + ":code:`max_output_fraction`", ":math:`\overline{f}_{r,t}`", "1", "maximum output as a fraction of available nameplate output per online unit; :math:`(0, 1]`" |
| 108 | + ":code:`min_up_time_hours`", ":math:`T^{up}_{r,t}`", "0", "minimum number of consecutive hours a unit must remain online after starting; must be less than one full day" |
| 109 | + ":code:`min_down_time_hours`", ":math:`T^{dn}_{r,t}`", "0", "minimum number of consecutive hours a unit must remain offline after stopping; must be less than one full day" |
| 110 | + ":code:`linearized`", "—", "0", "if 1, UC variables are kept continuous (LP relaxation); if 0, they are promoted to non-negative integers (MIP)" |
| 111 | + |
| 112 | +unit_commitment_startup_cost |
| 113 | +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
| 114 | + |
| 115 | +:math:`{UCSC}_{r \in R,\, t \in T}` |
| 116 | + |
| 117 | +Optional. Specifies a cost incurred each time a unit is started, expressed |
| 118 | +per unit of capacity. The total startup cost in a timeslice :math:`(s, d)` is: |
| 119 | + |
| 120 | +.. math:: |
| 121 | +
|
| 122 | + \text{startup cost} = \textbf{UCST}_{r,p,s,d,t,v} \cdot UC_{r,t} \cdot UCSC_{r,t} |
| 123 | +
|
| 124 | +.. csv-table:: |
| 125 | + :header: "Column", "Symbol", "Description" |
| 126 | + :widths: 22, 20, 58 |
| 127 | + |
| 128 | + ":code:`region`", ":math:`r`", "region label" |
| 129 | + ":code:`tech`", ":math:`t`", "technology name" |
| 130 | + ":code:`cost_per_cap`", ":math:`UCSC_{r,t}`", "startup cost per unit of capacity (same currency units as :code:`cost_invest`)" |
| 131 | + |
| 132 | +unit_commitment_startup_emissions |
| 133 | +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
| 134 | + |
| 135 | +:math:`{UCSE}_{r \in R,\, e \in C^e,\, t \in T}` |
| 136 | + |
| 137 | +Optional. Specifies an emission produced at startup per unit of capacity |
| 138 | +started. Startup emissions are summed into the :code:`limit_emission_constraint` |
| 139 | +alongside normal activity-based emissions. |
| 140 | + |
| 141 | +.. csv-table:: |
| 142 | + :header: "Column", "Symbol", "Description" |
| 143 | + :widths: 22, 20, 58 |
| 144 | + |
| 145 | + ":code:`region`", ":math:`r`", "region label" |
| 146 | + ":code:`emis_comm`", ":math:`e`", "emission commodity" |
| 147 | + ":code:`tech`", ":math:`t`", "technology name" |
| 148 | + ":code:`emis_per_cap`", ":math:`UCSE_{r,e,t}`", "emission per unit of capacity started (same units as :code:`emission_activity`)" |
| 149 | + |
| 150 | +unit_commitment_startup_input |
| 151 | +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
| 152 | + |
| 153 | +:math:`{UCSI}_{r \in R,\, i \in C^p,\, t \in T}` |
| 154 | + |
| 155 | +Optional. Specifies a physical commodity consumed at startup per unit of |
| 156 | +capacity started. Startup inputs are summed into the |
| 157 | +:code:`commodity_balance_constraint` alongside normal flow-based consumption. |
| 158 | + |
| 159 | +.. csv-table:: |
| 160 | + :header: "Column", "Symbol", "Description" |
| 161 | + :widths: 22, 20, 58 |
| 162 | + |
| 163 | + ":code:`region`", ":math:`r`", "region label" |
| 164 | + ":code:`input_comm`", ":math:`i`", "input commodity" |
| 165 | + ":code:`tech`", ":math:`t`", "technology name" |
| 166 | + ":code:`input_per_cap`", ":math:`UCSI_{r,i,t}`", "input commodity consumed per unit of capacity started" |
| 167 | + |
| 168 | +Decision Variables |
| 169 | +------------------ |
| 170 | + |
| 171 | +Three UC decision variables are added per :math:`(r, p, s, d, t, v)` index. |
| 172 | +By default they are non-negative integers (MIP); set :code:`linearized = 1` |
| 173 | +to relax them to continuous non-negative reals. |
| 174 | + |
| 175 | +.. csv-table:: |
| 176 | + :header: "Variable", "Domain", "Description" |
| 177 | + :widths: 36, 16, 48 |
| 178 | + |
| 179 | + ":math:`\textbf{UCN}_{r,p,s,d,t,v}` (:code:`v_uc_online`)", ":math:`\mathbb{Z}_{\ge 0}`", "number of units online at the start of timeslice :math:`(s,d)`" |
| 180 | + ":math:`\textbf{UCST}_{r,p,s,d,t,v}` (:code:`v_uc_started`)", ":math:`\mathbb{Z}_{\ge 0}`", "number of units that start up during timeslice :math:`(s,d)`" |
| 181 | + ":math:`\textbf{UCSP}_{r,p,s,d,t,v}` (:code:`v_uc_stopped`)", ":math:`\mathbb{Z}_{\ge 0}`", "number of units that shut down during timeslice :math:`(s,d)`" |
| 182 | + |
| 183 | +Constraints |
| 184 | +----------- |
| 185 | + |
| 186 | +Unit Count Bounds |
| 187 | +~~~~~~~~~~~~~~~~~ |
| 188 | + |
| 189 | +.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_online_upper_constraint |
| 190 | + |
| 191 | +.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_started_upper_tightening_constraint |
| 192 | + |
| 193 | +.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_stopped_upper_tightening_constraint |
| 194 | + |
| 195 | +Commitment Transition |
| 196 | +~~~~~~~~~~~~~~~~~~~~~ |
| 197 | + |
| 198 | +.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_transition_constraint |
| 199 | + |
| 200 | +Output Bounds |
| 201 | +~~~~~~~~~~~~~ |
| 202 | + |
| 203 | +.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_min_output_constraint |
| 204 | + |
| 205 | +.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_max_output_constraint |
| 206 | + |
| 207 | +Minimum Up/Down Time |
| 208 | +~~~~~~~~~~~~~~~~~~~~ |
| 209 | + |
| 210 | +.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_min_up_time_constraint |
| 211 | + |
| 212 | +.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_min_down_time_constraint |
| 213 | + |
| 214 | +Ramp Constraints |
| 215 | +~~~~~~~~~~~~~~~~ |
| 216 | + |
| 217 | +When a technology appears in both the :code:`unit_commitment` table and the |
| 218 | +:code:`ramp_up_hourly` / :code:`ramp_down_hourly` tables, the standard core-model |
| 219 | +ramp constraints (:code:`ramp_up_constraint`, :code:`ramp_down_constraint`) are |
| 220 | +**replaced** by UC-aware versions for that technology. Non-UC technologies retain |
| 221 | +the original core-model ramp constraints unchanged. |
| 222 | + |
| 223 | +The core ramp constraint bounds the change in hourly activity against a fraction of |
| 224 | +total installed capacity. The UC version replaces this with a commitment-aware |
| 225 | +expression: only online units contribute to the ramp envelope, and the operating |
| 226 | +point assumed for units that start or stop during the transition adds or removes |
| 227 | +headroom according to the effective minimum output fraction. See |
| 228 | +:func:`~temoa.extensions.unit_commitment.components.commitment._ramp_constraint` |
| 229 | +for the full mathematical derivation. |
| 230 | + |
| 231 | +.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_ramp_up_constraint |
| 232 | + |
| 233 | +.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_ramp_down_constraint |
| 234 | + |
| 235 | +.. autofunction:: temoa.extensions.unit_commitment.components.commitment._ramp_constraint |
| 236 | + |
| 237 | +Objective Contributions |
| 238 | +----------------------- |
| 239 | + |
| 240 | +.. autofunction:: temoa.extensions.unit_commitment.components.startup.append_startup_costs |
| 241 | + |
| 242 | +Output Table |
| 243 | +------------ |
| 244 | + |
| 245 | +Results are written to the :code:`output_unit_commitment` table with one row per |
| 246 | +:math:`(scenario, region, period, season, tod, tech, vintage)`: |
| 247 | + |
| 248 | +.. csv-table:: |
| 249 | + :header: "Column", "Description" |
| 250 | + :widths: 22, 78 |
| 251 | + |
| 252 | + ":code:`online_cap`", "capacity online at the start of the timeslice (:math:`\textbf{UCN} \cdot UC_{r,t}`)" |
| 253 | + ":code:`start_cap`", "capacity started during the timeslice (:math:`\textbf{UCST} \cdot UC_{r,t}`)" |
| 254 | + ":code:`stop_cap`", "capacity stopped during the timeslice (:math:`\textbf{UCSP} \cdot UC_{r,t}`)" |
| 255 | + |
| 256 | +.. note:: |
| 257 | + |
| 258 | + **Starts and stops take effect in the following time slice.** The transition |
| 259 | + constraint links :math:`\textbf{UCST}_{s,d}` and :math:`\textbf{UCSP}_{s,d}` to the |
| 260 | + *change* in online count between :math:`(s,d)` and its successor |
| 261 | + :math:`(s_{next}, d_{next})`. A unit started during slice :math:`(s,d)` therefore |
| 262 | + first appears as online — and is first able to produce output — in |
| 263 | + :math:`(s_{next}, d_{next})`. Equivalently, a unit stopped during :math:`(s,d)` is |
| 264 | + still counted as online for that slice and goes offline from |
| 265 | + :math:`(s_{next}, d_{next})` onward. |
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