422 lines
324 KiB
Text
422 lines
324 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "d9db36e3-8080-4fd8-a64f-f80f21e63c9c",
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import pandas as pd"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "f065a4bb-6f49-493f-a6e7-6d9edef361b9",
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"metadata": {},
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"outputs": [],
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"source": [
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"import matplotlib.pyplot as plt"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "9aae1575-f04d-4ea6-8d81-7f86959cfbda",
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"metadata": {},
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"outputs": [],
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"source": [
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"dfs = []"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "f0aafdc5-3ba8-4b0c-bb49-8f704a6b578f",
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"metadata": {},
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"outputs": [],
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"source": [
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"Tsample = 300"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "cde7cb35-5a17-4b8a-9fe0-f1b6afe02055",
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"metadata": {},
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"outputs": [
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{
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"ename": "FileNotFoundError",
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"evalue": "[Errno 2] No such file or directory: '../Data/CARNOT_experimental_validation/Exp1_table.csv'",
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"output_type": "error",
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"traceback": [
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"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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"\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)",
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"\u001b[0;32m<ipython-input-5-b08114576033>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m8\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdfs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"../Data/CARNOT_experimental_validation/Exp{idx}_table.csv\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrename\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m'Power'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'SimulatedHeat'\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mdfs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'ExperimentTime'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mdfs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mTsample\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m24\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;36m3600\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m~/.local/lib/python3.9/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, dialect, error_bad_lines, warn_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options)\u001b[0m\n\u001b[1;32m 608\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkwds_defaults\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 609\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 610\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 611\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 612\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m~/.local/lib/python3.9/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m 460\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 461\u001b[0m \u001b[0;31m# Create the parser.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 462\u001b[0;31m \u001b[0mparser\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTextFileReader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 463\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 464\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mchunksize\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0miterator\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m~/.local/lib/python3.9/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m 817\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"has_index_names\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"has_index_names\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 818\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 819\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_engine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mengine\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 820\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 821\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m~/.local/lib/python3.9/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m_make_engine\u001b[0;34m(self, engine)\u001b[0m\n\u001b[1;32m 1048\u001b[0m )\n\u001b[1;32m 1049\u001b[0m \u001b[0;31m# error: Too many arguments for \"ParserBase\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1050\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mmapping\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mengine\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# type: ignore[call-arg]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1051\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1052\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_failover_to_python\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m~/.local/lib/python3.9/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, src, **kwds)\u001b[0m\n\u001b[1;32m 1865\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1866\u001b[0m \u001b[0;31m# open handles\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1867\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_open_handles\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msrc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1868\u001b[0m \u001b[0;32massert\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhandles\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1869\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mkey\u001b[0m \u001b[0;32min\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m\"storage_options\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"encoding\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"memory_map\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"compression\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m~/.local/lib/python3.9/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m_open_handles\u001b[0;34m(self, src, kwds)\u001b[0m\n\u001b[1;32m 1360\u001b[0m \u001b[0mLet\u001b[0m \u001b[0mthe\u001b[0m \u001b[0mreaders\u001b[0m \u001b[0mopen\u001b[0m \u001b[0mIOHanldes\u001b[0m \u001b[0mafter\u001b[0m \u001b[0mthey\u001b[0m \u001b[0mare\u001b[0m \u001b[0mdone\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mtheir\u001b[0m \u001b[0mpotential\u001b[0m \u001b[0mraises\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1361\u001b[0m \"\"\"\n\u001b[0;32m-> 1362\u001b[0;31m self.handles = get_handle(\n\u001b[0m\u001b[1;32m 1363\u001b[0m \u001b[0msrc\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1364\u001b[0m \u001b[0;34m\"r\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m~/.local/lib/python3.9/site-packages/pandas/io/common.py\u001b[0m in \u001b[0;36mget_handle\u001b[0;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[1;32m 640\u001b[0m \u001b[0merrors\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"replace\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 641\u001b[0m \u001b[0;31m# Encoding\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 642\u001b[0;31m handle = open(\n\u001b[0m\u001b[1;32m 643\u001b[0m \u001b[0mhandle\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 644\u001b[0m \u001b[0mioargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmode\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '../Data/CARNOT_experimental_validation/Exp1_table.csv'"
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]
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}
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],
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"source": [
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"for idx in range(1, 8):\n",
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" dfs.append(pd.read_csv(f\"../Data/CARNOT_experimental_validation/Exp{idx}_table.csv\").rename(columns = {'Power': 'SimulatedHeat'}))\n",
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" dfs[idx-1]['ExperimentTime'] = (dfs[idx-1].index * Tsample) / (24 * 3600)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "9f37003e-f388-4a73-8a31-00adcb76cc11",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>SimulatedHeat</th>\n",
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" <th>SolRad</th>\n",
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" <th>OutsideTemp</th>\n",
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" <th>SimulatedTemp</th>\n",
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" <th>InsideTemp</th>\n",
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" <th>ExperimentTime</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>-21625.172414</td>\n",
|
||
" <td>61.330555</td>\n",
|
||
" <td>22.0</td>\n",
|
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" <td>24.300000</td>\n",
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||
" <td>24.300000</td>\n",
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" <td>0.000000</td>\n",
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||
" </tr>\n",
|
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" <tr>\n",
|
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" <th>1</th>\n",
|
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" <td>57.936582</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>22.500597</td>\n",
|
||
" <td>24.283333</td>\n",
|
||
" <td>0.003472</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>-21598.833333</td>\n",
|
||
" <td>54.914443</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>22.215820</td>\n",
|
||
" <td>24.083333</td>\n",
|
||
" <td>0.006944</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>-14466.724138</td>\n",
|
||
" <td>73.944706</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>21.950847</td>\n",
|
||
" <td>23.933333</td>\n",
|
||
" <td>0.010417</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>-295.689655</td>\n",
|
||
" <td>76.206334</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>22.255122</td>\n",
|
||
" <td>23.666667</td>\n",
|
||
" <td>0.013889</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>534</th>\n",
|
||
" <td>21740.344828</td>\n",
|
||
" <td>519.577879</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>20.827707</td>\n",
|
||
" <td>22.500000</td>\n",
|
||
" <td>1.854167</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>535</th>\n",
|
||
" <td>310.689655</td>\n",
|
||
" <td>361.258938</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>24.362802</td>\n",
|
||
" <td>22.300000</td>\n",
|
||
" <td>1.857639</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>536</th>\n",
|
||
" <td>287.413793</td>\n",
|
||
" <td>596.555761</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>23.032233</td>\n",
|
||
" <td>22.300000</td>\n",
|
||
" <td>1.861111</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>537</th>\n",
|
||
" <td>281.166667</td>\n",
|
||
" <td>550.419278</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>23.150831</td>\n",
|
||
" <td>22.316667</td>\n",
|
||
" <td>1.864583</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>538</th>\n",
|
||
" <td>266.896552</td>\n",
|
||
" <td>627.529596</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>23.273154</td>\n",
|
||
" <td>22.450000</td>\n",
|
||
" <td>1.868056</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>539 rows × 6 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" SimulatedHeat SolRad OutsideTemp SimulatedTemp InsideTemp \\\n",
|
||
"0 -21625.172414 61.330555 22.0 24.300000 24.300000 \n",
|
||
"1 -21435.000000 57.936582 22.0 22.500597 24.283333 \n",
|
||
"2 -21598.833333 54.914443 22.0 22.215820 24.083333 \n",
|
||
"3 -14466.724138 73.944706 22.0 21.950847 23.933333 \n",
|
||
"4 -295.689655 76.206334 22.0 22.255122 23.666667 \n",
|
||
".. ... ... ... ... ... \n",
|
||
"534 21740.344828 519.577879 24.0 20.827707 22.500000 \n",
|
||
"535 310.689655 361.258938 24.0 24.362802 22.300000 \n",
|
||
"536 287.413793 596.555761 24.0 23.032233 22.300000 \n",
|
||
"537 281.166667 550.419278 24.0 23.150831 22.316667 \n",
|
||
"538 266.896552 627.529596 24.0 23.273154 22.450000 \n",
|
||
"\n",
|
||
" ExperimentTime \n",
|
||
"0 0.000000 \n",
|
||
"1 0.003472 \n",
|
||
"2 0.006944 \n",
|
||
"3 0.010417 \n",
|
||
"4 0.013889 \n",
|
||
".. ... \n",
|
||
"534 1.854167 \n",
|
||
"535 1.857639 \n",
|
||
"536 1.861111 \n",
|
||
"537 1.864583 \n",
|
||
"538 1.868056 \n",
|
||
"\n",
|
||
"[539 rows x 6 columns]"
|
||
]
|
||
},
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"dfs[0]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "63b4ca0a-895e-4ede-88e3-1bf1e6842471",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<AxesSubplot:>"
|
||
]
|
||
},
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
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\n",
|
||
"text/plain": [
|
||
"<Figure size 1080x360 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"dfs[2][['InsideTemp', 'SimulatedTemp', 'OutsideTemp']].plot(figsize = (15, 5))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "3345f2c8-b69a-4f80-a429-53793f86d09c",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<ipython-input-8-99cf007cf5e0>:22: UserWarning: You have mixed positional and keyword arguments, some input may be discarded.\n",
|
||
" fig.legend([l1, l2, l3], labels=labels, loc = 'upper right')\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1080x360 with 6 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"#fig, (ax1, ax2) = plt.subplots(3, 2, figsize = (20, 5))\n",
|
||
"fig, (ax1, ax2, ax3) = plt.subplots(3, 2, figsize=(15, 5))\n",
|
||
"\n",
|
||
"for idx in range(6):\n",
|
||
" plt.subplot(3, 2, idx + 1)\n",
|
||
" l1 = plt.plot(dfs[idx]['ExperimentTime'], dfs[idx]['OutsideTemp'], ls = '--')\n",
|
||
" l2 = plt.plot(dfs[idx]['ExperimentTime'], dfs[idx]['InsideTemp'])\n",
|
||
" l3 = plt.plot(dfs[idx]['ExperimentTime'], dfs[idx]['SimulatedTemp'])\n",
|
||
" plt.title(f\"Experiment {idx + 1}\")\n",
|
||
"\n",
|
||
"\n",
|
||
"labels = ['Measured outside temp', 'Measured inside temp', 'Simulated CARNOT temp']\n",
|
||
"\n",
|
||
"ax3[0].set_xlabel(\"Experiment time [days]\")\n",
|
||
"ax3[1].set_xlabel(\"Experiment time [days]\")\n",
|
||
"\n",
|
||
"ax1[0].set_ylabel(\"Temperature [°C]\")\n",
|
||
"ax2[0].set_ylabel(\"Temperature [°C]\")\n",
|
||
"ax3[0].set_ylabel(\"Temperature [°C]\")\n",
|
||
"\n",
|
||
"\n",
|
||
"#fig.legend([l1, l2, l3], labels=labels, loc = 'upper right')\n",
|
||
"fig.suptitle(\"Comparison of CARNOT simulation with real Polydome measurements\")\n",
|
||
"\n",
|
||
"# Adjusting the sub-plots\n",
|
||
"plt.subplots_adjust(right=0.95)\n",
|
||
"fig.subplots_adjust(hspace=0.55)\n",
|
||
"\n",
|
||
"plt.savefig(\"../Thesis/Plots/CARNOT_comparison_1.pdf\", bbox_inches='tight')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"id": "a4b5de30-548a-4794-84dc-75e8fd2eb565",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1080x216 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"#fig, (ax1, ax2) = plt.subplots(3, 2, figsize = (20, 5))\n",
|
||
"fig, ax = plt.subplots(figsize=(15, 3))\n",
|
||
"\n",
|
||
"idx = 6\n",
|
||
"l1 = plt.plot(dfs[idx]['ExperimentTime'], dfs[idx]['OutsideTemp'], ls = '--')\n",
|
||
"l2 = plt.plot(dfs[idx]['ExperimentTime'], dfs[idx]['InsideTemp'])\n",
|
||
"l3 = plt.plot(dfs[idx]['ExperimentTime'], dfs[idx]['SimulatedTemp'])\n",
|
||
"\n",
|
||
"\n",
|
||
"labels = ['Measured outside temp', 'Measured inside temp', 'Simulated CARNOT temp']\n",
|
||
"\n",
|
||
"ax.set_xlabel(\"Experiment time [days]\")\n",
|
||
"\n",
|
||
"ax.set_ylabel(\"Temperature [°C]\")\n",
|
||
"\n",
|
||
"fig.suptitle(\"Experiment 7\")\n",
|
||
"\n",
|
||
"fig.legend([l1, l2, l3], labels=labels, loc = 'upper right')\n",
|
||
"\n",
|
||
"# Adjusting the sub-plots\n",
|
||
"plt.subplots_adjust(right=0.95)\n",
|
||
"fig.subplots_adjust(hspace=0.55)\n",
|
||
"\n",
|
||
"plt.savefig(\"../Thesis/Plots/CARNOT_comparison_2.pdf\", bbox_inches='tight')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "aa862346-5096-493d-be18-04fa213c0287",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.9.6"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|