{
"cells": [
{
"cell_type": "markdown",
"id": "f0f8fd17-b009-4279-bf25-e911eb645ada",
"metadata": {},
"source": [
"# DAM-only Price-Quantity Example"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "f475f84e-483e-4744-91e1-262fe4b7cbe3",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"import generation_models as gm\n",
"from tyba_client.client import Client\n",
"import numpy as np\n",
"import pandas as pd\n",
"import os"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "c2b80fd2-f3a6-4fe2-b5ba-cc4a4b1e702d",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"client = Client(os.environ[\"TYBA_PAT\"])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "2d32e6cc-0981-4856-aaaa-286ce823cf07",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"hours = 48\n",
"n = 3\n",
"\n",
"model = gm.StandaloneStorageModel(\n",
" energy_prices=gm.DARTPriceScenarios(\n",
" rtm=np.random.random((n, hours)).tolist(),\n",
" dam=np.random.random((n, hours)).tolist(),\n",
" weights=[0.3, 0.2, 0.5], # probability of each scenario\n",
" ),\n",
" project_term=48,\n",
" project_term_units=\"hours\",\n",
" storage_inputs=gm.MultiStorageInputs(\n",
" batteries=[gm.BatteryParams(\n",
" power_capacity=1e3,\n",
" energy_capacity=2 * 1e3 / 0.95,\n",
" discharge_efficiency=0.95,\n",
" charge_efficiency=0.95,\n",
" degradation_rate=0.0,\n",
" )],\n",
" energy_strategy=gm.MarketConfig(\n",
" da=gm.BidOfferStrategy.price_quantity, # Makes DAM price-quantity\n",
" rt=None # Makes RTM cover DAM with quantity-only\n",
" ),\n",
" ),\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "b5b94b7a-fb6c-4f04-9073-e276d34ee681",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"resp = client.schedule(model)\n",
"resp.raise_for_status()\n",
"id_ = resp.json()[\"id\"]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "c68d5c96-e6d2-4b53-a889-950a5e84bf0b",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"res = pd.DataFrame(client.wait_on_result(id_))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "2e4569a6-62e9-4fc9-9f4f-bac72fe25b40",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>dam_discharge_offer_quantity</th>\n",
" <th>dam_charge_offer_quantity</th>\n",
" <th>dam_discharge_offer_price</th>\n",
" <th>dam_charge_offer_price</th>\n",
" <th>rtm_discharge</th>\n",
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" <td>3.872528e-01</td>\n",
" <td>3.872518e-01</td>\n",
" <td>0.000000e+00</td>\n",
" <td>1000.000000</td>\n",
" </tr>\n",
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" <th>10</th>\n",
" <td>0.000000e+00</td>\n",
" <td>1000.000000</td>\n",
" <td>5.584570e-01</td>\n",
" <td>5.584550e-01</td>\n",
" <td>0.000000e+00</td>\n",
" <td>1000.000000</td>\n",
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" <td>5.767334e-01</td>\n",
" <td>0.000000e+00</td>\n",
" <td>8.050000e+02</td>\n",
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" <td>8.582361e-01</td>\n",
" <td>0.000000e+00</td>\n",
" <td>1.000000e+03</td>\n",
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" <td>6.349638e-02</td>\n",
" <td>0.000000e+00</td>\n",
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" <td>0.000000e+00</td>\n",
" <td>1000.000000</td>\n",
" <td>7.119654e-01</td>\n",
" <td>7.119644e-01</td>\n",
" <td>0.000000e+00</td>\n",
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" <td>0.000000e+00</td>\n",
" <td>1.000000e+03</td>\n",
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" <td>1.931478e-02</td>\n",
" <td>0.000000e+00</td>\n",
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" <td>0.000000e+00</td>\n",
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" <td>4.216720e-01</td>\n",
" <td>0.000000e+00</td>\n",
" <td>1.000000e+03</td>\n",
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" <td>0.000000</td>\n",
" <td>7.054114e-01</td>\n",
" <td>0.000000e+00</td>\n",
" <td>1.000000e+03</td>\n",
" <td>0.000000</td>\n",
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" <td>0.000000e+00</td>\n",
" <td>1000.000000</td>\n",
" <td>4.819512e-01</td>\n",
" <td>4.819502e-01</td>\n",
" <td>0.000000e+00</td>\n",
" <td>1000.000000</td>\n",
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" <th>23</th>\n",
" <td>1.000000e+03</td>\n",
" <td>0.000000</td>\n",
" <td>3.470233e-01</td>\n",
" <td>0.000000e+00</td>\n",
" <td>1.000000e+03</td>\n",
" <td>0.000000</td>\n",
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" <th>24</th>\n",
" <td>1.890044e-13</td>\n",
" <td>216.066482</td>\n",
" <td>1.000000e+06</td>\n",
" <td>2.647129e-01</td>\n",
" <td>1.890044e-13</td>\n",
" <td>216.066482</td>\n",
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" <td>1.000000e+03</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000e+00</td>\n",
" <td>0.000000e+00</td>\n",
" <td>1.000000e+03</td>\n",
" <td>0.000000</td>\n",
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" <td>0.000000e+00</td>\n",
" <td>1000.000000</td>\n",
" <td>9.152580e-01</td>\n",
" <td>0.000000e+00</td>\n",
" <td>0.000000e+00</td>\n",
" <td>1000.000000</td>\n",
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" <th>29</th>\n",
" <td>8.050000e+02</td>\n",
" <td>0.000000</td>\n",
" <td>3.562025e-01</td>\n",
" <td>0.000000e+00</td>\n",
" <td>8.050000e+02</td>\n",
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" <td>4.023107e-01</td>\n",
" <td>1.000000e+06</td>\n",
" <td>0.000000e+00</td>\n",
" <td>1000.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>1.000000e+03</td>\n",
" <td>0.000000</td>\n",
" <td>4.495349e-01</td>\n",
" <td>0.000000e+00</td>\n",
" <td>1.000000e+03</td>\n",
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" <tr>\n",
" <th>32</th>\n",
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" <td>0.000000e+00</td>\n",
" <td>9.025000e+02</td>\n",
" <td>0.000000</td>\n",
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" <td>0.000000e+00</td>\n",
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" <td>9.393543e-01</td>\n",
" <td>0.000000e+00</td>\n",
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" <td>0.000000e+00</td>\n",
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" <td>7.916343e-02</td>\n",
" <td>0.000000e+00</td>\n",
" <td>1000.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>0.000000e+00</td>\n",
" <td>1000.000000</td>\n",
" <td>1.523515e-01</td>\n",
" <td>1.000000e+06</td>\n",
" <td>0.000000e+00</td>\n",
" <td>1000.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>1.000000e+03</td>\n",
" <td>0.000000</td>\n",
" <td>5.690975e-01</td>\n",
" <td>5.690965e-01</td>\n",
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" <td>7.018872e-01</td>\n",
" <td>7.018852e-01</td>\n",
" <td>0.000000e+00</td>\n",
" <td>1000.000000</td>\n",
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" <td>0.000000e+00</td>\n",
" <td>1.000000e+03</td>\n",
" <td>0.000000</td>\n",
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" <td>9.564798e-01</td>\n",
" <td>1.583405e-02</td>\n",
" <td>0.000000e+00</td>\n",
" <td>1000.000000</td>\n",
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" <td>5.455385e-01</td>\n",
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" <td>0.000000e+00</td>\n",
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],
"text/plain": [
" dam_discharge_offer_quantity dam_charge_offer_quantity \\\n",
"0 1.890044e-13 216.066482 \n",
"1 0.000000e+00 1000.000000 \n",
"2 0.000000e+00 1000.000000 \n",
"3 8.050000e+02 0.000000 \n",
"4 1.000000e+03 0.000000 \n",
"5 0.000000e+00 1000.000000 \n",
"6 0.000000e+00 1000.000000 \n",
"7 1.000000e+03 0.000000 \n",
"8 1.000000e+03 0.000000 \n",
"9 0.000000e+00 1000.000000 \n",
"10 0.000000e+00 1000.000000 \n",
"11 8.050000e+02 0.000000 \n",
"12 1.000000e+03 0.000000 \n",
"13 0.000000e+00 1000.000000 \n",
"14 0.000000e+00 1000.000000 \n",
"15 1.000000e+03 0.000000 \n",
"16 0.000000e+00 1000.000000 \n",
"17 0.000000e+00 324.099723 \n",
"18 1.000000e+03 0.000000 \n",
"19 8.050000e+02 0.000000 \n",
"20 0.000000e+00 1000.000000 \n",
"21 1.000000e+03 0.000000 \n",
"22 0.000000e+00 1000.000000 \n",
"23 1.000000e+03 0.000000 \n",
"24 1.890044e-13 216.066482 \n",
"25 0.000000e+00 1000.000000 \n",
"26 0.000000e+00 1000.000000 \n",
"27 1.000000e+03 0.000000 \n",
"28 0.000000e+00 1000.000000 \n",
"29 8.050000e+02 0.000000 \n",
"30 0.000000e+00 1000.000000 \n",
"31 1.000000e+03 0.000000 \n",
"32 9.025000e+02 0.000000 \n",
"33 0.000000e+00 1000.000000 \n",
"34 1.000000e+03 0.000000 \n",
"35 0.000000e+00 1000.000000 \n",
"36 0.000000e+00 1000.000000 \n",
"37 1.000000e+03 0.000000 \n",
"38 5.125000e+02 0.000000 \n",
"39 0.000000e+00 1000.000000 \n",
"40 1.000000e+03 0.000000 \n",
"41 0.000000e+00 1000.000000 \n",
"42 0.000000e+00 1000.000000 \n",
"43 9.025000e+02 0.000000 \n",
"44 0.000000e+00 1000.000000 \n",
"45 1.000000e+03 0.000000 \n",
"46 1.000000e+03 0.000000 \n",
"47 0.000000e+00 0.000000 \n",
"\n",
" dam_discharge_offer_price dam_charge_offer_price rtm_discharge \\\n",
"0 1.000000e+06 1.000000e+06 1.890044e-13 \n",
"1 7.614937e-01 7.614917e-01 0.000000e+00 \n",
"2 6.186046e-01 1.806109e-01 0.000000e+00 \n",
"3 0.000000e+00 0.000000e+00 8.050000e+02 \n",
"4 5.573063e-01 0.000000e+00 1.000000e+03 \n",
"5 8.407292e-01 8.407272e-01 0.000000e+00 \n",
"6 6.272627e-01 6.272607e-01 0.000000e+00 \n",
"7 5.772265e-01 0.000000e+00 1.000000e+03 \n",
"8 7.198444e-01 0.000000e+00 1.000000e+03 \n",
"9 3.872528e-01 3.872518e-01 0.000000e+00 \n",
"10 5.584570e-01 5.584550e-01 0.000000e+00 \n",
"11 5.767334e-01 0.000000e+00 8.050000e+02 \n",
"12 8.582361e-01 0.000000e+00 1.000000e+03 \n",
"13 9.585975e-01 6.349638e-02 0.000000e+00 \n",
"14 7.119654e-01 7.119644e-01 0.000000e+00 \n",
"15 0.000000e+00 0.000000e+00 1.000000e+03 \n",
"16 9.535452e-01 1.931478e-02 0.000000e+00 \n",
"17 8.397077e-01 0.000000e+00 0.000000e+00 \n",
"18 4.216720e-01 0.000000e+00 1.000000e+03 \n",
"19 4.078660e-01 0.000000e+00 8.050000e+02 \n",
"20 5.187792e-01 5.483235e-02 0.000000e+00 \n",
"21 7.054114e-01 0.000000e+00 1.000000e+03 \n",
"22 4.819512e-01 4.819502e-01 0.000000e+00 \n",
"23 3.470233e-01 0.000000e+00 1.000000e+03 \n",
"24 1.000000e+06 2.647129e-01 1.890044e-13 \n",
"25 7.581790e-01 1.499880e-01 0.000000e+00 \n",
"26 5.931051e-01 8.834203e-02 0.000000e+00 \n",
"27 0.000000e+00 0.000000e+00 1.000000e+03 \n",
"28 9.152580e-01 0.000000e+00 0.000000e+00 \n",
"29 3.562025e-01 0.000000e+00 8.050000e+02 \n",
"30 4.023107e-01 1.000000e+06 0.000000e+00 \n",
"31 4.495349e-01 0.000000e+00 1.000000e+03 \n",
"32 7.346889e-01 0.000000e+00 9.025000e+02 \n",
"33 9.393563e-01 9.393543e-01 0.000000e+00 \n",
"34 8.192541e-01 0.000000e+00 1.000000e+03 \n",
"35 4.557418e-01 7.916343e-02 0.000000e+00 \n",
"36 1.523515e-01 1.000000e+06 0.000000e+00 \n",
"37 5.690975e-01 5.690965e-01 1.000000e+03 \n",
"38 5.343337e-01 0.000000e+00 5.125000e+02 \n",
"39 7.018872e-01 7.018852e-01 0.000000e+00 \n",
"40 3.534662e-01 0.000000e+00 1.000000e+03 \n",
"41 9.564798e-01 1.583405e-02 0.000000e+00 \n",
"42 5.455405e-01 5.455385e-01 0.000000e+00 \n",
"43 4.851630e-01 0.000000e+00 9.025000e+02 \n",
"44 8.337567e-01 8.337547e-01 0.000000e+00 \n",
"45 7.589748e-01 0.000000e+00 1.000000e+03 \n",
"46 6.131428e-01 0.000000e+00 1.000000e+03 \n",
"47 6.833991e-01 0.000000e+00 0.000000e+00 \n",
"\n",
" rtm_charge \n",
"0 216.066482 \n",
"1 1000.000000 \n",
"2 1000.000000 \n",
"3 0.000000 \n",
"4 0.000000 \n",
"5 1000.000000 \n",
"6 1000.000000 \n",
"7 0.000000 \n",
"8 0.000000 \n",
"9 1000.000000 \n",
"10 1000.000000 \n",
"11 0.000000 \n",
"12 0.000000 \n",
"13 1000.000000 \n",
"14 1000.000000 \n",
"15 0.000000 \n",
"16 1000.000000 \n",
"17 324.099723 \n",
"18 0.000000 \n",
"19 0.000000 \n",
"20 1000.000000 \n",
"21 0.000000 \n",
"22 1000.000000 \n",
"23 0.000000 \n",
"24 216.066482 \n",
"25 1000.000000 \n",
"26 1000.000000 \n",
"27 0.000000 \n",
"28 1000.000000 \n",
"29 0.000000 \n",
"30 1000.000000 \n",
"31 0.000000 \n",
"32 0.000000 \n",
"33 1000.000000 \n",
"34 0.000000 \n",
"35 1000.000000 \n",
"36 1000.000000 \n",
"37 0.000000 \n",
"38 0.000000 \n",
"39 1000.000000 \n",
"40 0.000000 \n",
"41 1000.000000 \n",
"42 1000.000000 \n",
"43 0.000000 \n",
"44 1000.000000 \n",
"45 0.000000 \n",
"46 0.000000 \n",
"47 0.000000 "
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"res[[\"dam_discharge_offer_quantity\", \"dam_charge_offer_quantity\", \"dam_discharge_offer_price\", \"dam_charge_offer_price\", \"rtm_discharge\", \"rtm_charge\"]]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "3bf4aeb5-2a4d-47b2-90ba-50b490d845de",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['storage_discharge_max', 'charge_lo', 'soe_lo',\n",
" 'export_limit_at_coupling', 'soe_mean', 'nominal_hvac_load',\n",
" 'pre_hvac_total_output', 'negative_rtm_base_point', 'rtm_base_point',\n",
" 'dam_discharge_offer_quantity', 'discharge_actual', 'total_output',\n",
" 'soe_hi', 'output', 'dam_charge_offer_quantity', 'charge',\n",
" 'pre_hvac_output', 'charge_hi', 'soe_actual',\n",
" 'dam_discharge_offer_price', 'discharge_efficiency', 'discharge',\n",
" 'battery_output', 'charge_actual', 'discharge_lo',\n",
" 'import_limit_at_coupling', 'internal_energy', 'internal_energy_max',\n",
" 'charge_efficiency', 'dam_charge_offer_price', 'rtm_charge',\n",
" 'discharge_hi', 'hvac_load', 'rtm_discharge', 'pre_hvac_battery_output',\n",
" 'soe_lo_hb'],\n",
" dtype='object')"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"res.columns"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5af4a41b-cbec-4b32-8540-679f4bfdcdda",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
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"version": "3.8.12"
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