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| − | [[Category:Energy]]
| + | #REDIRECT [[Energy balance in Stuttgart]] |
| − | [[Category:Energy balance]]
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| − | [[Category:Stuttgart]]
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| − | [[Category:Contains R code]]
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| − | {{variable|moderator=nobody|stub=Yes}}
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| − | == Question ==
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| − | What are the amounts of energy produced, consumed, imported, and exported in Stuttgart?
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| − | | |
| − | == Answer ==
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| − | {{attack|# |Rcode for using the ovariable is needed.|--[[User:Jouni|Jouni]] 23:03, 26 February 2013 (EET)}}
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| − | | |
| − | ==Rationale==
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| − | There are several [[energy transformations]] that each describe a specific process of energy production or use. Per unit activity, there is a constant amount of different inputs and outputs into and from this process, respectively. These unit processes are used for Stuttgart in such a way that one critical input or output from each relevant energy transformation is listed here; all other inputs and outputs logically follow from the nature of the transformation process.
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| − | | |
| − | ===Data===
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| − | <t2b name="Equations" index="Equation" obs="Dummy" desc="Description" unit="GWh /a?">
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| − | STP renewable energy + STP electricity = STP local heating|1|Balance Solar Thermal Pump. In energy balance, inputs and outputs cancel out
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| − | STP electricity = 0.363636364*STP renewable energy|1|Fraction STP renewable energy. Amount of electricity is used as comparison for renewable energy. 12/34 Electricity divided by renewable energy
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| − | CHP gas + CHP renewable energy + CHP mineral oil = CHP local heating + CHP electricity + CHP loss|1|Balance CHP Plants. In energy balance, inputs and outputs cancel out
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| − | CHP renewable energy + CHP mineral oil = 0.564814815*CHP gas|1|Fraction CHP gas. Sum of other fuels is used as comparison for gas. (116+11)/33 Others divided by gas
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| − | CHP gas + CHP mineral oil = 2.12962963*CHP renewable energy|1|Sum of other fuels is used as comparison for renewable energy. Fraction CHP renewable energy. (33+11)/116 Others divided by renewable energy
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| − | CHP electricity + CHP loss = 1.770491803*CHP local heating|1|Fraction CHP local heating. Sum of other outputs is used as comparison for local heating. (27+96)/37 Others divided by local heating.
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| − | CHP local heating + CHP loss = 3.023809524*CHP electricity|1|Fraction CHP electricity. Sum of other outputs is used as comparison for electricity. (37+96)/27 Others divided by electricity
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| − | WWP renewable energy = WWP electricity|1|Balance Water, Wind, Photovlotaics. In energy balance, inputs and outputs cancel out
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| − | TPP electricity input + TPP mineral oil + TPP gas = TPP local heating + TPP electricity output + TPP loss|1|Balance Thermal Power Plant Pfaffenwald. In energy balance, inputs and outputs cancel out
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| − | TPP mineral oil + TPP gas = 23.33333333*TPP electricity input|1|Fraction TPP electricity input. Sum of other fuels is used as comparison for electricity input. (17+217)/9 Others divided by electricity input
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| − | TPP electricity input + TPP gas = 4.093023256*TPP mineral oil|1|Fraction TPP mineral oil. Sum of other fuels is used as comparison for mineral oil. (9+217)/17 Others divided by mineral oil
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| − | TPP electricity output + TPP loss = 0.335365854*TPP local heating|1|Fraction TPP local heating. Sum of other outputs is used as comparison for local heating. (50+5)/164 Others divided by local heating
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| − | TPP local heating +TPP loss = 3.38*TPP electricity output|1|Fraction TPP electricity output. Sum of other outputs is used as comparison for electricity. (164+5)/50 Others divided by electricity
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| − | TPE waste + TPE gas + TPE coal + TPE mineral oil = TPE electricity + TPE district heating + TPE loss|1|Balance Thermal Power Plant EVU. In energy balance, inputs and outputs cancel out
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| − | TPE gas + TPE coal + TPE mineral oil = 1.04973357*TPE waste|1|Fraction TPE waste. Sum of other fuels is used as comparison for waste. (162+1019+1)/1126 Others divided by waste
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| − | TPE waste + TPE coal + TPE mineral oil = 13.24691358*TPE gas|1|Fraction TPE gas. Sum of other fuels is used as comparison for gas. (1126+1019+1)/162 Others divided by gas
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| − | TPE waste + TPE gas + TPE mineral oil = 1.264965653*TPE coal|1|Fraction TPE coal. Sum of other fuels is used as comparison for coal. (1126+162+1)/1019 Others divided by coal
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| − | TPE district heating + TPE loss = 5.089709763*TPE electricity|1|Fraction TPE electricity. Sum of other outputs is used as comparison for electricity. (1101+828)/379 Others divided by electricity
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| − | TPE electricity + TPE loss = 1.096276113*TPE district heating|1|Fraction TPE district heating. Sum of other outputs is used as comparison for district heating. (379 +828)/1101 Others divided by district heating
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| − | Ind gas = Ind electricity + Ind loss|1|Balance Industrial Plants. In energy balance, inputs and outputs cancel out
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| − | Ind electricity = 0.533333333*Ind loss|1|Fraction Ind loss. Amount of district heating is used as comparison for loss. 8/15 district heating per loss
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| − | STP local heating = 0.245901639*CHP local heating|1|Fraction local heating producers. CHP local heating production is used as reference. 30/122 STP local heating divided by CHP local heating
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| − | Ind electricity = 0.095238095*CHP electricity|1|Fraction electricity producers 1. 8/84 Ind electricity divided by TPE district heating
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| − | WWP electricity = 0.797619048*CHP electricity|1|Fraction electricity producers 2. CHP electricity production is used as reference. 67/84 WWP electricity divided by CHP electricity
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| − | TPP electricity output = 0.595238095*CHP electricity|1|Fraction electricity producers 3. CHP electricity production is used as reference. 50/84 TPP electricity divided by CHP electricity
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| − | TPE electricity = 4.511904762*CHP electricity|1|Fraction electricity producers 4. CHP electricity production is used as reference. 379/84 TPE electricity divided by CHP electricity
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| − | Loss local heating = 0.041139241*STP local heating + 0.041139241*CHP local heating + 0.041139241*TPP local heating|1|Transmission loss local heating. Known loss divided by production. 13/(30+122+164)
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| − | Loss electricity = 0.221088435*CHP electricity + 0.221088435*WWP electricity + 0.221088435*TPP electricity output + 0.221088435*TPE electricity + 0.221088435*Ind electricity|1|Transmission loss electricity. Known loss divided by production. 130/(84+67+50+379+8)
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| − | Loss district heating = 0.109900091*TPE district heating|1|Transmission loss district heating. Known loss divided by production. 121/1101
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| − | CES local heating = 0.366666667*STP local heating|1|Consumption in the Energy Sector local heating. STP local heating is used as reference. 11/30
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| − | CES electricity = 1.392857143*CHP electricity|1|Consumption in the Energy Sector electricity. CHP electricity is used as reference. 117/84
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| − | V renewable energy = 0.272727273*STP renewable energy|1|Vorketten renewable energy. STP renewable energy is used as reference. 6/22
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| − | V coal = 0.103042198*TPE coal|1|Vorketten coal. TPE coal is used as reference. 105/1019
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| − | V electricity = 17.79683377*TPE electricity|1|Vorketten electricity. TPE electricity is used as reference. 6745/379
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| − | V gas = 2.027777778*CHP gas|1|Vorketten gas. CHP gas is used as reference. 438/216
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| − | V mineral oil = 12.3255814*TPP mineral oil|1|Vorketten mineral oil. TPP mineral oil is used as reference. 530/43
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| − | Bought electricity + CHP electricity + WWP electricity + TPP electricity output + TPE electricity + Ind electricity = STP electricity + TPP electricity input + Loss electricity + CES electricity + V electricity + Cons Ind electricity + Cons Traffic electricity + Cons Home electricity + Cons Commerce electricity|1|Electricity use balance. In energy balance, inputs and outputs cancel out
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| − | STP local heating + CHP local heating + TPP local heating = Loss local heating + CES local heating + Cons Ind local heating + Cons Home local heating + Cons Commerce local heating|1|Local heating balance. In energy balance, inputs and outputs cancel out
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| − | Bought district heating + TPE district heating = Loss district heating + Cons Ind district heating + Cons Home district heating + Cons Commerce district heating|1|District heating balance. In energy balance, inputs and outputs cancel out
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| − | Cons Ind electricity = 2257|1|Consumed electricity industry
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| − | Cons Traffic electricity = 224|1|Consumed electricity traffic
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| − | Cons Home electricity = 1077|1|Consumed electricity households
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| − | Cons Commerce electricity = 695|1|Consumed electricity commerce
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| − | Cons Ind local heating = 35|1|Consumed local heating industry
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| − | Cons Home local heating = 54|1|Consumed local heating households
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| − | Cons Commerce local heating = 203|1|Consumed local heating commerce
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| − | Cons Ind district heating = 513|1|Consumed districit heating industry
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| − | Cons Home district heating = 35|1|Consumed districit heating households
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| − | Cons Commerce district heating = 851|1|Consumed districit heating commerce
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| − | </t2b>
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| − | There are no nonlinearities.
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| − | | |
| − | === Calculations ===
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| − | <rcode name="answer" graphics="1">
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| − | library(OpasnetUtils)
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| − | library(ggplot2)
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| − | N <- 10
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| − | objects.latest("Op_en5141", code_name = "initiate")
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| − | balance <- Ovariable("balance", ddata = "Op_en5815.equations")
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| − | nonlinearity <- Ovariable("nonlinearity", ddata = "Op_en5141", subset = "No nonlinearities")
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| − | directinput <- Ovariable("directinput", ddata = "Op_en5141", subset = "No modelled upstream variables")
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| − | energy.balance <- EvalOutput(energy.balance)
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| − | oprint(summary(energy.balance))
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| − | ggplot(energy.balance@output, aes_string(x = "energybalanceVars", y = "energy.balanceResult")) +
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| − | geom_boxplot() +
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| − | theme_grey(base_size = 24) +
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| − | theme(axis.text.x = element_text(angle = 90, hjust = 1, vjust= 0.2))
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| − | # objects.store(energy.balance)
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| − | | |
| − | </rcode>
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| − | * See [[Energy balance]].
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| − | * [http://en.opasnet.org/en-opwiki/index.php?title=Energy_balance_in_Stuttgart&oldid=30532 Model version] for ISEE 2013 results. [http://en.opasnet.org/en-opwiki/index.php/Special:R-tools?id=gX8Z6tC6PyTmUiir Model run]
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| − | * [http://en.opasnet.org/en-opwiki/index.php?title=Energy_balance_in_Stuttgart&oldid=30516 Old code available here]. Unfortunately it does not run any more, because input data has been reformatted.
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| − | ==See also==
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| − | * Previous way of presenting energy balances in Stuttgart: [http://en.opasnet.org/en-opwiki/index.php?title=Energy_consumption_in_Stuttgart&oldid=25974 consumption], [http://en.opasnet.org/en-opwiki/index.php?title=Energy_transformations_in_Stuttgart&oldid=25971 transformations], [http://en.opasnet.org/en-opwiki/index.php?title=Energy_supply_in_Stuttgart&oldid=25973 supply]
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| − | * About [http://www.jstatsoft.org/v32/i04/paper large systems of non-linear equations: BB package in R]
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| − | {{urgenche}}
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| − | ==Keywords==
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| − | ==References==
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| − | <references/>
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| − | ==Related files==
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| − | {{mfiles}}
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