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# port of | |
# https://colab.research.google.com/drive/1PJgcJ4ly7x5GuZy344eJeYSODo8trbM4#scrollTo=39F2u-4hvwLU | |
import numpy as np | |
import pandas as pd | |
import gradio as gr | |
from simulation import * | |
from data_processing import * | |
from visualization import * | |
from supplier import Supplier | |
#@title ### Downloading the data | |
# !wget "https://static.renyi.hu/ai-shared/daniel/pq/PL_44527.19-21.csv.gz" | |
# !wget "https://static.renyi.hu/ai-shared/daniel/pq/pq_terheles_2021_adatok.tsv" | |
met_2021_data, cons_2021_data = read_datasets() | |
def recalculate(**uiParameters): | |
fixed_consumption = uiParameters['fixed_consumption'] | |
del uiParameters['fixed_consumption'] | |
parameters = Parameters() | |
for k, v in uiParameters.items(): | |
setattr(parameters, k, v) | |
add_production_field(met_2021_data, parameters) | |
all_2021_data = interpolate_and_join(met_2021_data, cons_2021_data) | |
if fixed_consumption: | |
all_2021_data['Consumption'] = 10 | |
results = simulator_with_solar(all_2021_data, parameters) | |
return results | |
def ui_refresh(solar_cell_num, bess_nominal_capacity, fixed_consumption): | |
results = recalculate(solar_cell_num=solar_cell_num, bess_nominal_capacity=bess_nominal_capacity, fixed_consumption=fixed_consumption) | |
fig1 = plotly_visualize_simulation(results, date_range=("2021-02-01", "2021-02-07")) | |
fig2 = plotly_visualize_simulation(results, date_range=("2021-08-02", "2021-08-08")) | |
# (12, 3), the 3 indexed with (network, solar, bess): | |
consumptions_in_mwh = monthly_analysis(results) | |
fig_monthly = plotly_visualize_monthly(consumptions_in_mwh) | |
network, solar, bess = consumptions_in_mwh.sum(axis=0) | |
html = "<table>\n" | |
for column, column_name in zip((network, solar, bess), ("Network", "Solar directly", "Solar via BESS")): | |
html += f"<tr><td>Yearly consumption served by {column_name}: </td><td>{column:0.2f} MWh</td></tr>\n" | |
supplier = Supplier(price=70) # HUF/kWh | |
supplier.set_price_for_daily_interval_on_workdays(start=6, end=22, price=100) | |
# not realistic, just for testing the effect | |
# supplier.set_demand_charge(peak_demand=100, surcharge_per_kw=1000) | |
fee = supplier.fee(results["consumption_from_network"]) | |
html += f"<tr><td>{fee/1e6:.3f} million HUF billed by energy supplier</td></tr>\n" | |
html += "</table>" | |
return (html, fig_monthly, fig1, fig2) | |
ui = gr.Interface( | |
ui_refresh, | |
inputs = [ | |
gr.Slider(0, 2000, 114, label="Solar cell number"), | |
gr.Slider(0, 2000, 330, label="BESS nominal capacity in [Ah]"), | |
gr.Checkbox(value=False, label="Use fixed consumption (10 kW)")], | |
outputs = ["html", "plot", "plot", "plot"], | |
live=True, | |
) | |
ui.launch(show_api=False) | |