diff --git a/Kickstart/V2/Demand_Data_Smurfit_Preprocessed3.xlsx b/Kickstart/V2/Demand_Data_Smurfit_Preprocessed3.xlsx
index e95a155..efe542a 100644
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diff --git a/Kickstart/V2/Demand_Data_Smurfit_Preprocessed4.xlsx b/Kickstart/V2/Demand_Data_Smurfit_Preprocessed4.xlsx
index 9f8fc83..9a4bb26 100644
Binary files a/Kickstart/V2/Demand_Data_Smurfit_Preprocessed4.xlsx and b/Kickstart/V2/Demand_Data_Smurfit_Preprocessed4.xlsx differ
diff --git a/Kickstart/V2/Flex-heat-pump2.ipynb b/Kickstart/V2/Flex-heat-pump2.ipynb
index 80ec519..f05937a 100644
--- a/Kickstart/V2/Flex-heat-pump2.ipynb
+++ b/Kickstart/V2/Flex-heat-pump2.ipynb
@@ -13,7 +13,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 3,
"metadata": {
"tags": [
"exclude"
@@ -208,7 +208,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 11,
"metadata": {
"tags": [
"exclude"
@@ -227,15 +227,15 @@
" # start = start.astimezone(pytz.UTC)\n",
" # end = end.astimezone(pytz.UTC)\n",
" \n",
- " hp_vdg_e_power = 23.3 # MW\n",
- " hp_ndg_e_power = 7.7 # MW\n",
+ " hp_vdg_e_power = 1.5 # MW\n",
+ " # hp_ndg_e_power = 7.7 # MW\n",
" hp_min_load = 0\n",
" hp_lifetime = 25\n",
" hp_capex = 200_000 # EUR/MWth\n",
" hp_opex = 0.01 # in % of CAPEX\n",
" hp_devex = 0.005 # in % of CAPEX\n",
" \n",
- " gb_power = 35 # MW\n",
+ " gb_power = 5 # MW\n",
" gb_efficiency = 0.9\n",
" \n",
" storage_power = 25\n",
@@ -284,7 +284,7 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 12,
"metadata": {
"tags": [
"exclude"
@@ -309,7 +309,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
@@ -328,7 +328,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 15,
"metadata": {
"tags": [
"exclude"
@@ -352,7 +352,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
@@ -361,7 +361,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 17,
"metadata": {
"tags": [
"exclude"
@@ -372,7 +372,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "testets\n"
+ "testetss\n"
]
},
{
@@ -403,7 +403,7 @@
"\n",
"'T' is deprecated and will be removed in a future version, please use 'min' instead.\n",
"\n",
- "C:\\Users\\z004yn8c\\AppData\\Local\\Temp\\ipykernel_9420\\1095823442.py:3: FutureWarning:\n",
+ "C:\\Users\\z004yn8c\\AppData\\Local\\Temp\\ipykernel_16932\\1095823442.py:3: FutureWarning:\n",
"\n",
"'T' is deprecated and will be removed in a future version, please use 'min' instead.\n",
"\n"
@@ -440,7 +440,7 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
@@ -449,7 +449,7 @@
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 19,
"metadata": {},
"outputs": [
{
@@ -489,7 +489,7 @@
" \n",
" \n",
" | mean | \n",
- " 75.0 | \n",
+ " 70.0 | \n",
" 144.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
@@ -503,35 +503,35 @@
"
\n",
" \n",
" | min | \n",
- " 75.0 | \n",
+ " 70.0 | \n",
" 144.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" | 25% | \n",
- " 75.0 | \n",
+ " 70.0 | \n",
" 144.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" | 50% | \n",
- " 75.0 | \n",
+ " 70.0 | \n",
" 144.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" | 75% | \n",
- " 75.0 | \n",
+ " 70.0 | \n",
" 144.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" | max | \n",
- " 75.0 | \n",
+ " 70.0 | \n",
" 144.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
@@ -543,16 +543,16 @@
"text/plain": [
" Tsource (VDG) Tsink (VDG) MW (VDG) Total demand\n",
"count 52560.0 52560.0 52560.0 52560.0\n",
- "mean 75.0 144.0 1.0 1.0\n",
+ "mean 70.0 144.0 1.0 1.0\n",
"std 0.0 0.0 0.0 0.0\n",
- "min 75.0 144.0 1.0 1.0\n",
- "25% 75.0 144.0 1.0 1.0\n",
- "50% 75.0 144.0 1.0 1.0\n",
- "75% 75.0 144.0 1.0 1.0\n",
- "max 75.0 144.0 1.0 1.0"
+ "min 70.0 144.0 1.0 1.0\n",
+ "25% 70.0 144.0 1.0 1.0\n",
+ "50% 70.0 144.0 1.0 1.0\n",
+ "75% 70.0 144.0 1.0 1.0\n",
+ "max 70.0 144.0 1.0 1.0"
]
},
- "execution_count": 24,
+ "execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
@@ -574,7 +574,7 @@
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 21,
"metadata": {
"tags": [
"exclude"
@@ -621,7 +621,7 @@
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 22,
"metadata": {
"tags": [
"exclude"
@@ -647,7 +647,7 @@
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 23,
"metadata": {
"tags": [
"exclude"
@@ -729,7 +729,7 @@
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 24,
"metadata": {},
"outputs": [
{
@@ -778,7 +778,7 @@
" 63.998 | \n",
" 5.23 | \n",
" 1.01 | \n",
- " 75.0 | \n",
+ " 70.0 | \n",
" 144.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
@@ -793,7 +793,7 @@
" 63.998 | \n",
" 5.23 | \n",
" 1.01 | \n",
- " 75.0 | \n",
+ " 70.0 | \n",
" 144.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
@@ -808,7 +808,7 @@
" 63.998 | \n",
" 5.23 | \n",
" 1.01 | \n",
- " 75.0 | \n",
+ " 70.0 | \n",
" 144.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
@@ -823,7 +823,7 @@
" 63.998 | \n",
" 5.23 | \n",
" 1.01 | \n",
- " 75.0 | \n",
+ " 70.0 | \n",
" 144.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
@@ -838,7 +838,7 @@
" 63.998 | \n",
" 5.23 | \n",
" 1.01 | \n",
- " 75.0 | \n",
+ " 70.0 | \n",
" 144.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
@@ -863,11 +863,11 @@
"2023-01-01 00:04:00+01:00 63.998 5.23 \n",
"\n",
" CO2 prices (€/MWh) Tsource (VDG) Tsink (VDG) \\\n",
- "2023-01-01 00:00:00+01:00 1.01 75.0 144.0 \n",
- "2023-01-01 00:01:00+01:00 1.01 75.0 144.0 \n",
- "2023-01-01 00:02:00+01:00 1.01 75.0 144.0 \n",
- "2023-01-01 00:03:00+01:00 1.01 75.0 144.0 \n",
- "2023-01-01 00:04:00+01:00 1.01 75.0 144.0 \n",
+ "2023-01-01 00:00:00+01:00 1.01 70.0 144.0 \n",
+ "2023-01-01 00:01:00+01:00 1.01 70.0 144.0 \n",
+ "2023-01-01 00:02:00+01:00 1.01 70.0 144.0 \n",
+ "2023-01-01 00:03:00+01:00 1.01 70.0 144.0 \n",
+ "2023-01-01 00:04:00+01:00 1.01 70.0 144.0 \n",
"\n",
" MW (VDG) Total demand \n",
"2023-01-01 00:00:00+01:00 1.0 1.0 \n",
@@ -877,7 +877,7 @@
"2023-01-01 00:04:00+01:00 1.0 1.0 "
]
},
- "execution_count": 29,
+ "execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
@@ -910,7 +910,7 @@
},
{
"cell_type": "code",
- "execution_count": 32,
+ "execution_count": 27,
"metadata": {
"tags": [
"exclude"
@@ -930,7 +930,7 @@
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{
"cell_type": "code",
- "execution_count": 33,
+ "execution_count": 28,
"metadata": {},
"outputs": [
{
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"Polynomial([1.08290551, 0.86827559], domain=[-1, 1], window=[-1, 1], symbol='x')"
]
},
- "execution_count": 33,
+ "execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
@@ -953,7 +953,7 @@
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{
"cell_type": "code",
- "execution_count": 34,
+ "execution_count": 29,
"metadata": {},
"outputs": [
{
@@ -965,7 +965,7 @@
"Polynomial([2.05267164, 1.64583582], domain=[-1, 1], window=[-1, 1], symbol='x')"
]
},
- "execution_count": 34,
+ "execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
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",
+ "image/png": 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",
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