{ "cells": [ { "cell_type": "markdown", "id": "8fdf70be-07ed-4105-be25-12eab5ef4ae1", "metadata": { "tags": [] }, "source": [ "# Standalone with Detailed Downstream Modeling Example" ] }, { "cell_type": "code", "execution_count": 11, "id": "01f45f0b-eb97-4b73-9b4c-48468023b745", "metadata": { "tags": [] }, "outputs": [], "source": [ "from generation_models import StandaloneStorageModel, ACLosses, BaseSystemDesign, DownstreamSystem, MultiStorageInputs, BatteryParams, DARTPrices, Transformer\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": 3, "id": "41046b5b-b2c2-4360-80fb-5aaae1609b18", "metadata": { "tags": [] }, "outputs": [], "source": [ "client = Client(os.environ[\"TYBA_PAT\"])" ] }, { "cell_type": "markdown", "id": "8ae60ae6-a1e4-4ff0-ae5b-5f96de3d3897", "metadata": {}, "source": [ "## Build model, including DownstreamSystem" ] }, { "cell_type": "code", "execution_count": 12, "id": "65d861bb-b56c-43eb-90b6-15e4af6e3071", "metadata": { "tags": [] }, "outputs": [], "source": [ "model = StandaloneStorageModel(\n", " energy_prices=DARTPrices(\n", " dam=np.random.random(720).tolist(),\n", " rtm=np.random.random(720).tolist(),\n", " ),\n", " storage_inputs=MultiStorageInputs(\n", " batteries=[BatteryParams(\n", " power_capacity=2e3,\n", " energy_capacity=4e3 / 0.95,\n", " discharge_efficiency=0.95,\n", " charge_efficiency=0.05,\n", " degradation_rate=0.04,\n", " )],\n", " ),\n", " downstream_system=DownstreamSystem(\n", " losses=ACLosses(\n", " ac_wiring=0.015,\n", " transmission=0.012,\n", " mv_transformer=Transformer(load_loss=0.01, no_load_loss=0.003),\n", " hv_transformer=Transformer(load_loss=0.009, no_load_loss=0.004),\n", " ),\n", " system_design=BaseSystemDesign(dc_capacity=2e3, ac_capacity=2.5e3, poi_limit=2e3),\n", " model_losses_from=\"DC\",\n", " inverter=\"SMA America: SWR2500U [240V]\",\n", " ),\n", " project_term=720,\n", " project_term_units=\"hours\",\n", ")" ] }, { "cell_type": "markdown", "id": "9d108e88-cc6b-42e1-bbbd-86db5276a1f7", "metadata": {}, "source": [ "## Run model" ] }, { "cell_type": "code", "execution_count": 13, "id": "33c9642d-22a5-435b-a634-7976236d2a20", "metadata": { "tags": [] }, "outputs": [], "source": [ "resp = client.schedule(model)" ] }, { "cell_type": "code", "execution_count": 15, "id": "5e56c7c2-08a2-49c6-8b41-5f09eef907ea", "metadata": { "tags": [] }, "outputs": [], "source": [ "id_ = resp.json()[\"id\"]" ] }, { "cell_type": "code", "execution_count": 17, "id": "e9ca915a-6e74-4563-bf82-0bb23c25f5a6", "metadata": { "tags": [] }, "outputs": [], "source": [ "res = client.wait_on_result(id_)" ] }, { "cell_type": "markdown", "id": "3ce8a57e-5105-44ed-882a-427e347d31ec", "metadata": {}, "source": [ "## Check out results" ] }, { "cell_type": "code", "execution_count": 25, "id": "d65fcfdd-5d72-4dbf-b870-8dbeccf7ccf9", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "dict_keys(['system', 'optimizer_outputs', 'market_awards'])" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res.keys()" ] }, { "cell_type": "code", "execution_count": 19, "id": "59f72620-f343-4051-a86d-aeb6b3fea970", "metadata": { "tags": [] }, "outputs": [], "source": [ "system, optimizer, awards = (pd.DataFrame(v) for v in res.values())" ] }, { "cell_type": "code", "execution_count": 22, "id": "eb751dc4-3bfd-4dfb-820f-4cb2559441d2", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", " | hv_xfmr_no_load_loss | \n", "gen | \n", "gross_ac_power | \n", "positive_poi | \n", "mv_xfmr_load_loss | \n", "dc_power | \n", "inverter_consumption_loss | \n", "poi | \n", "hv_ac_power | \n", "transmission_loss | \n", "hv_xfmr_load_loss | \n", "negative_poi | \n", "dc_voltage | \n", "hv_xfmr_loss | \n", "inverter_tare_loss | \n", "transformer_loss | \n", "inverter_parasitic_loss | \n", "mv_xfmr_loss | \n", "inverter_clipping_loss | \n", "poi_unadjusted | \n", "inverter_efficiency | \n", "pre_hvac_ac_power | \n", "ac_power | \n", "max_mv_power | \n", "mv_xfmr_no_load_loss | \n", "ac_wiring_loss | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "8.0 | \n", "-8.00000 | \n", "-0.750000 | \n", "0.00000 | \n", "0.000003 | \n", "0.0 | \n", "0.000000 | \n", "-8.00000 | \n", "-8.000000 | \n", "0.000000 | \n", "0.000000 | \n", "-8.00000 | \n", "0.0 | \n", "8.000000 | \n", "0.75 | \n", "8.000000 | \n", "0.75 | \n", "6.000003 | \n", "0.0 | \n", "-8.00000 | \n", "0.000000 | \n", "0.0 | \n", "0.0 | \n", "1842.991784 | \n", "6.0 | \n", "0.000 | \n", "
1 | \n", "8.0 | \n", "-8.00000 | \n", "-0.750000 | \n", "0.00000 | \n", "0.000003 | \n", "0.0 | \n", "0.000000 | \n", "-8.00000 | \n", "-8.000000 | \n", "0.000000 | \n", "0.000000 | \n", "-8.00000 | \n", "0.0 | \n", "8.000000 | \n", "0.75 | \n", "8.000000 | \n", "0.75 | \n", "6.000003 | \n", "0.0 | \n", "-8.00000 | \n", "0.000000 | \n", "0.0 | \n", "0.0 | \n", "1842.991784 | \n", "6.0 | \n", "0.000 | \n", "
2 | \n", "8.0 | \n", "-8.00000 | \n", "-0.750000 | \n", "0.00000 | \n", "0.000003 | \n", "0.0 | \n", "0.000000 | \n", "-8.00000 | \n", "-8.000000 | \n", "0.000000 | \n", "0.000000 | \n", "-8.00000 | \n", "0.0 | \n", "8.000000 | \n", "0.75 | \n", "8.000000 | \n", "0.75 | \n", "6.000003 | \n", "0.0 | \n", "-8.00000 | \n", "0.000000 | \n", "0.0 | \n", "0.0 | \n", "1842.991784 | \n", "6.0 | \n", "0.000 | \n", "
3 | \n", "8.0 | \n", "-8.00000 | \n", "-0.750000 | \n", "0.00000 | \n", "0.000003 | \n", "0.0 | \n", "0.000000 | \n", "-8.00000 | \n", "-8.000000 | \n", "0.000000 | \n", "0.000000 | \n", "-8.00000 | \n", "0.0 | \n", "8.000000 | \n", "0.75 | \n", "8.000000 | \n", "0.75 | \n", "6.000003 | \n", "0.0 | \n", "-8.00000 | \n", "0.000000 | \n", "0.0 | \n", "0.0 | \n", "1842.991784 | \n", "6.0 | \n", "0.000 | \n", "
4 | \n", "8.0 | \n", "-8.00000 | \n", "-0.750000 | \n", "0.00000 | \n", "0.000003 | \n", "0.0 | \n", "0.000000 | \n", "-8.00000 | \n", "-8.000000 | \n", "0.000000 | \n", "0.000000 | \n", "-8.00000 | \n", "0.0 | \n", "8.000000 | \n", "0.75 | \n", "8.000000 | \n", "0.75 | \n", "6.000003 | \n", "0.0 | \n", "-8.00000 | \n", "0.000000 | \n", "0.0 | \n", "0.0 | \n", "1842.991784 | \n", "6.0 | \n", "0.000 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
715 | \n", "8.0 | \n", "-8.00000 | \n", "-0.750000 | \n", "0.00000 | \n", "0.000003 | \n", "0.0 | \n", "0.000000 | \n", "-8.00000 | \n", "-8.000000 | \n", "0.000000 | \n", "0.000000 | \n", "-8.00000 | \n", "0.0 | \n", "8.000000 | \n", "0.75 | \n", "8.000000 | \n", "0.75 | \n", "6.000003 | \n", "0.0 | \n", "-8.00000 | \n", "0.000000 | \n", "0.0 | \n", "0.0 | \n", "1842.991784 | \n", "6.0 | \n", "0.000 | \n", "
716 | \n", "8.0 | \n", "-2056.54405 | \n", "-2143.152745 | \n", "0.00000 | \n", "22.965518 | \n", "-2000.0 | \n", "5.630538 | \n", "-2056.54405 | \n", "-2056.544050 | \n", "0.000000 | \n", "18.544050 | \n", "-2056.54405 | \n", "300.0 | \n", "26.544050 | \n", "0.00 | \n", "26.544050 | \n", "0.00 | \n", "28.965518 | \n", "0.0 | \n", "-2056.54405 | \n", "0.933205 | \n", "-2000.0 | \n", "-2000.0 | \n", "1842.991784 | \n", "6.0 | \n", "30.000 | \n", "
717 | \n", "8.0 | \n", "84.50917 | \n", "70.482314 | \n", "84.50917 | \n", "0.024839 | \n", "95.0 | \n", "20.973224 | \n", "84.50917 | \n", "85.535597 | \n", "1.026427 | \n", "0.039403 | \n", "0.00000 | \n", "300.0 | \n", "8.039403 | \n", "0.00 | \n", "8.039403 | \n", "0.00 | \n", "6.024839 | \n", "0.0 | \n", "84.50917 | \n", "0.741919 | \n", "95.0 | \n", "95.0 | \n", "1842.991784 | \n", "6.0 | \n", "1.425 | \n", "
718 | \n", "8.0 | \n", "-8.00000 | \n", "-0.750000 | \n", "0.00000 | \n", "0.000003 | \n", "0.0 | \n", "0.000000 | \n", "-8.00000 | \n", "-8.000000 | \n", "0.000000 | \n", "0.000000 | \n", "-8.00000 | \n", "0.0 | \n", "8.000000 | \n", "0.75 | \n", "8.000000 | \n", "0.75 | \n", "6.000003 | \n", "0.0 | \n", "-8.00000 | \n", "0.000000 | \n", "0.0 | \n", "0.0 | \n", "1842.991784 | \n", "6.0 | \n", "0.000 | \n", "
719 | \n", "8.0 | \n", "-8.00000 | \n", "-0.750000 | \n", "0.00000 | \n", "0.000003 | \n", "0.0 | \n", "0.000000 | \n", "-8.00000 | \n", "-8.000000 | \n", "0.000000 | \n", "0.000000 | \n", "-8.00000 | \n", "0.0 | \n", "8.000000 | \n", "0.75 | \n", "8.000000 | \n", "0.75 | \n", "6.000003 | \n", "0.0 | \n", "-8.00000 | \n", "0.000000 | \n", "0.0 | \n", "0.0 | \n", "1842.991784 | \n", "6.0 | \n", "0.000 | \n", "
720 rows × 26 columns
\n", "\n", " | storage_discharge_max | \n", "charge_lo | \n", "negative_dam_base_point | \n", "soe_lo | \n", "export_limit_at_coupling | \n", "soe_mean | \n", "nominal_hvac_load | \n", "dam_price | \n", "rtm_base_point | \n", "discharge_actual | \n", "total_output | \n", "soe_hi | \n", "output | \n", "dam_charge | \n", "charge | \n", "charge_hi | \n", "soe_actual | \n", "discharge_efficiency | \n", "discharge | \n", "battery_output | \n", "charge_actual | \n", "discharge_lo | \n", "import_limit_at_coupling | \n", "dam_base_point | \n", "internal_energy | \n", "rtm_price | \n", "internal_energy_max | \n", "charge_efficiency | \n", "dam_discharge | \n", "rtm_charge | \n", "discharge_hi | \n", "hvac_load | \n", "rtm_discharge | \n", "soe_lo_hb | \n", "
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0 | \n", "2000.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "None | \n", "0.0 | \n", "0.0 | \n", "0.140269 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.95 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "None | \n", "0.0 | \n", "0.0 | \n", "0.448188 | \n", "4210.526316 | \n", "0.05 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
1 | \n", "2000.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "None | \n", "0.0 | \n", "0.0 | \n", "0.381499 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.95 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "None | \n", "0.0 | \n", "0.0 | \n", "0.986922 | \n", "4210.526316 | \n", "0.05 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
2 | \n", "2000.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "None | \n", "0.0 | \n", "0.0 | \n", "0.973503 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.95 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "None | \n", "0.0 | \n", "0.0 | \n", "0.532283 | \n", "4210.526316 | \n", "0.05 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
3 | \n", "2000.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "None | \n", "0.0 | \n", "0.0 | \n", "0.309717 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.95 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "None | \n", "0.0 | \n", "0.0 | \n", "0.514577 | \n", "4210.526316 | \n", "0.05 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
4 | \n", "2000.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "None | \n", "0.0 | \n", "0.0 | \n", "0.528634 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.95 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "None | \n", "0.0 | \n", "0.0 | \n", "0.681771 | \n", "4210.526316 | \n", "0.05 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
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715 | \n", "2000.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "None | \n", "0.0 | \n", "0.0 | \n", "0.914586 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.95 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "None | \n", "0.0 | \n", "0.0 | \n", "0.729848 | \n", "4210.089534 | \n", "0.05 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
716 | \n", "2000.0 | \n", "2000.0 | \n", "2000.0 | \n", "100.0 | \n", "None | \n", "50.0 | \n", "0.0 | \n", "0.016358 | \n", "-2000.0 | \n", "0.0 | \n", "-2000.0 | \n", "100.0 | \n", "-2000.0 | \n", "2000.0 | \n", "2000.0 | \n", "2000.0 | \n", "100.0 | \n", "0.95 | \n", "0.0 | \n", "-2000.0 | \n", "2000.0 | \n", "0.0 | \n", "None | \n", "-2000.0 | \n", "100.0 | \n", "0.797364 | \n", "4210.089534 | \n", "0.05 | \n", "0.0 | \n", "2000.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
717 | \n", "2000.0 | \n", "0.0 | \n", "-95.0 | \n", "0.0 | \n", "None | \n", "50.0 | \n", "0.0 | \n", "0.662193 | \n", "95.0 | \n", "95.0 | \n", "95.0 | \n", "0.0 | \n", "95.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.95 | \n", "95.0 | \n", "95.0 | \n", "0.0 | \n", "95.0 | \n", "None | \n", "95.0 | \n", "0.0 | \n", "0.909171 | \n", "4210.089534 | \n", "0.05 | \n", "95.0 | \n", "0.0 | \n", "95.0 | \n", "0.0 | \n", "95.0 | \n", "100.0 | \n", "
718 | \n", "2000.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "None | \n", "0.0 | \n", "0.0 | \n", "0.206303 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.95 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "None | \n", "0.0 | \n", "0.0 | \n", "0.947974 | \n", "4210.089534 | \n", "0.05 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
719 | \n", "2000.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "None | \n", "0.0 | \n", "0.0 | \n", "0.134326 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.95 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "None | \n", "0.0 | \n", "0.0 | \n", "0.074833 | \n", "4210.089534 | \n", "0.05 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
720 rows × 34 columns
\n", "\n", " | negative_dam_base_point | \n", "rtm_base_point | \n", "rt_tare | \n", "discharge_actual | \n", "total_output | \n", "dam_charge | \n", "charge | \n", "discharge | \n", "charge_actual | \n", "dam_base_point | \n", "dam_discharge | \n", "rtm_charge | \n", "rtm_discharge | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "0.00000 | \n", "0.00000 | \n", "-8.0 | \n", "0.0 | \n", "0.00000 | \n", "0.00000 | \n", "0.00000 | \n", "0.00000 | \n", "0.0 | \n", "0.00000 | \n", "0.00000 | \n", "0.00000 | \n", "0.00000 | \n", "
1 | \n", "0.00000 | \n", "0.00000 | \n", "-8.0 | \n", "0.0 | \n", "0.00000 | \n", "0.00000 | \n", "0.00000 | \n", "0.00000 | \n", "0.0 | \n", "0.00000 | \n", "0.00000 | \n", "0.00000 | \n", "0.00000 | \n", "
2 | \n", "0.00000 | \n", "0.00000 | \n", "-8.0 | \n", "0.0 | \n", "0.00000 | \n", "0.00000 | \n", "0.00000 | \n", "0.00000 | \n", "0.0 | \n", "0.00000 | \n", "0.00000 | \n", "0.00000 | \n", "0.00000 | \n", "
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720 rows × 13 columns
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