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Merge pull request #42 from NVE/nett
support for flowbased with example
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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 2, | ||
"id": "429e1141", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"include(dirname(dirname(pwd()))*\"\\\\src\\\\TuLiPa.jl\");\n", | ||
"using .TuLiPa\n", | ||
"using Dates, DataFrames, CSV, JSON, Plots, JuMP, HiGHS" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 5, | ||
"id": "61cf14fc", | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"data": { | ||
"text/plain": [ | ||
"make_flowbased (generic function with 1 method)" | ||
] | ||
}, | ||
"execution_count": 5, | ||
"metadata": {}, | ||
"output_type": "execute_result" | ||
} | ||
], | ||
"source": [ | ||
"function make_connection(from, to) \n", | ||
" flow_name = \"$(from)$(to)\"\n", | ||
" arrow_name_from = \"arrow_from$(from)$(to)\"\n", | ||
" arrow_name_to = \"arrow_to$(from)$(to)\"\n", | ||
" balance_from = \"$(from)\"\n", | ||
" balance_to = \"$(to)\"\n", | ||
" cap_name = \"$(flow_name)_cap\"\n", | ||
" elem = [\n", | ||
" DataElement(\"Flow\", \"BaseFlow\", flow_name, Dict()), \n", | ||
" DataElement(\"Arrow\", \"BaseArrow\", arrow_name_from, Dict(\"Balance\" => balance_from, \"Flow\" => flow_name, \"Conversion\" => 1.0, \"Direction\" => \"Out\")),\n", | ||
" DataElement(\"Arrow\", \"BaseArrow\", arrow_name_to, Dict(\"Balance\" => balance_to, \"Flow\" => flow_name, \"Conversion\" => 1.0, \"Direction\" => \"In\")),\n", | ||
" #DataElement(\"Capacity\", \"PositiveCapacity\", cap_name, Dict(\"Param\" => cap_name, \"WhichInstance\" => flow_name, \"WhichConcept\" => \"Flow\", \"Bound\" => \"Upper\")), \n", | ||
" #DataElement(\"Param\", \"MWToGWhSeriesParam\", cap_name, Dict{Any, Any}(\"Level\" => BC_cap, \"Profile\" => 1.0)),\n", | ||
" ] \n", | ||
" return elem\n", | ||
"end\n", | ||
"\n", | ||
"function make_flowbased(ptdfs)\n", | ||
" elem = Array{DataElement}([])\n", | ||
" for row in eachrow(ptdfs)\n", | ||
" line = row[\"line\"] # Flow variable used for transfer, i.e AB \n", | ||
" ptdfs_names = names(ptdfs)\n", | ||
" ptdfs_val = Array(row) \n", | ||
" ptdfs_val, ptdfs_names, max_cap = TuLiPa.get_values_from_ptdf_df(ptdfs_val, ptdfs_names) \n", | ||
" e = DataElement(\"FlowBased\", \"BaseFlowBased\", line, Dict(\n", | ||
" \"Flow\" => line,\n", | ||
" \"ptdfs_names\" => ptdfs_names,\n", | ||
" \"ptdfs\" => ptdfs_val,\n", | ||
" \"max_cap\" => max_cap)\n", | ||
" )\n", | ||
" push!(elem, e)\n", | ||
" end\n", | ||
" return elem\n", | ||
"end\n" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 6, | ||
"id": "673cea13", | ||
"metadata": { | ||
"scrolled": false | ||
}, | ||
"outputs": [ | ||
{ | ||
"data": { | ||
"text/latex": [ | ||
"$$ \\begin{aligned}\n", | ||
"\\min\\quad & FlowPowerA_{1} + 10000 FlowPowerB_{1} + 100 FlowPowerC_{1}\\\\\n", | ||
"\\text{Subject to} \\quad & -FlowBA_{1} - FlowPowerA_{1} + FlowAC_{1} + FlowAB_{1} - FlowCA_{1} = -0.24\\\\\n", | ||
" & FlowBA_{1} + FlowBC_{1} - FlowAB_{1} - FlowCB_{1} - FlowPowerB_{1} = -2.4\\\\\n", | ||
" & -FlowBC_{1} - FlowAC_{1} + FlowCB_{1} - FlowPowerC_{1} + FlowCA_{1} = -0.24\\\\\n", | ||
" & FlowAB_{1} + FlowBC_{1} + FlowCB_{1} \\leq 100\\\\\n", | ||
" & FlowBA_{1} \\leq 0\\\\\n", | ||
" & FlowAB_{1} + FlowAC_{1} + FlowCA_{1} \\leq 100\\\\\n", | ||
" & FlowBA_{1} \\geq 0\\\\\n", | ||
" & FlowBC_{1} \\geq 0\\\\\n", | ||
" & FlowPowerA_{1} \\geq 0\\\\\n", | ||
" & FlowAC_{1} \\geq 0\\\\\n", | ||
" & FlowAB_{1} \\geq 0\\\\\n", | ||
" & FlowCB_{1} \\geq 0\\\\\n", | ||
" & FlowPowerB_{1} \\geq 0\\\\\n", | ||
" & FlowPowerC_{1} \\geq 0\\\\\n", | ||
" & FlowCA_{1} \\geq 0\\\\\n", | ||
" & FlowPowerA_{1} \\leq 240\\\\\n", | ||
" & FlowPowerB_{1} \\leq 240\\\\\n", | ||
" & FlowPowerC_{1} \\leq 240\\\\\n", | ||
"\\end{aligned} $$" | ||
] | ||
}, | ||
"metadata": {}, | ||
"output_type": "display_data" | ||
}, | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"* Solver : HiGHS\n", | ||
"\n", | ||
"* Status\n", | ||
" Result count : 1\n", | ||
" Termination status : OPTIMAL\n", | ||
" Message from the solver:\n", | ||
" \"kHighsModelStatusOptimal\"\n", | ||
"\n", | ||
"* Candidate solution (result #1)\n", | ||
" Primal status : FEASIBLE_POINT\n", | ||
" Dual status : FEASIBLE_POINT\n", | ||
" Objective value : 2.88000e+00\n", | ||
" Objective bound : 0.00000e+00\n", | ||
" Relative gap : Inf\n", | ||
" Dual objective value : 2.88000e+00\n", | ||
" Primal solution :\n", | ||
" FlowAB[1] : 2.40000e+00\n", | ||
" FlowAC[1] : 2.40000e-01\n", | ||
" FlowBA[1] : 0.00000e+00\n", | ||
" FlowBC[1] : 0.00000e+00\n", | ||
" FlowCA[1] : 0.00000e+00\n", | ||
" FlowCB[1] : 0.00000e+00\n", | ||
" FlowPowerA[1] : 2.88000e+00\n", | ||
" FlowPowerB[1] : 0.00000e+00\n", | ||
" FlowPowerC[1] : 0.00000e+00\n", | ||
" Dual solution :\n", | ||
" BalanceA[1] : -1.00000e+00\n", | ||
" BalanceB[1] : -1.00000e+00\n", | ||
" BalanceC[1] : -1.00000e+00\n", | ||
" FlowBasedAB[1] : 0.00000e+00\n", | ||
" FlowBasedAC[1] : 0.00000e+00\n", | ||
" FlowBasedBC[1] : 0.00000e+00\n", | ||
"\n", | ||
"* Work counters\n", | ||
" Solve time (sec) : 8.20160e-05\n", | ||
" Simplex iterations : 4\n", | ||
" Barrier iterations : 0\n", | ||
" Node count : -1\n", | ||
"\u001b[1m3×8 DataFrame\u001b[0m\n", | ||
"\u001b[1m Row \u001b[0m│\u001b[1m line \u001b[0m\u001b[1m max_cap \u001b[0m\u001b[1m AB \u001b[0m\u001b[1m AC \u001b[0m\u001b[1m BA \u001b[0m\u001b[1m BC \u001b[0m\u001b[1m CA \u001b[0m\u001b[1m CB \u001b[0m\n", | ||
" │\u001b[90m String \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Float64 \u001b[0m\n", | ||
"─────┼───────────────────────────────────────────────────────────────────────\n", | ||
" 1 │ AB 0 0.0 0.0 1.0 0.0 0.0 0.0\n", | ||
" 2 │ AC 100 1.0 1.0 0.0 0.0 1.0 0.0\n", | ||
" 3 │ BC 100 1.0 0.0 0.0 1.0 0.0 1.0\n", | ||
"Used capacities over AB, AC, BC lines\n", | ||
"[0.0][2.6399999999999997][2.4]\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"PowerA = 1.0\n", | ||
"PowerA_cap = 10000.0\n", | ||
"DemandA = 10.0\n", | ||
"PowerB_cap = 10000.0\n", | ||
"PowerB = 10000.0\n", | ||
"DemandB = 100.0\n", | ||
"PowerC_cap = 10000.0\n", | ||
"PowerC = 100.0\n", | ||
"DemandC = 10.0\n", | ||
"\n", | ||
"#AB_cap = 1000.0\n", | ||
"#AC_cap = 2000.0\n", | ||
"#BC_cap = 3000.0\n", | ||
"\n", | ||
"elements = [\n", | ||
" \n", | ||
" DataElement(\"Balance\", \"BaseBalance\", \"A\", Dict{Any, Any}(\"Commodity\" => \"Power\")), \n", | ||
" DataElement(\"Flow\", \"BaseFlow\", \"PowerA\", Dict{Any, Any}()),\n", | ||
" DataElement(\"Arrow\", \"BaseArrow\", \"A\", Dict{Any, Any}(\"Balance\" => \"A\", \"Flow\" => \"PowerA\", \"Conversion\" => 1.0, \"Direction\" => \"In\")),\n", | ||
" DataElement(\"Cost\", \"CostTerm\", \"PowerA_cost\", Dict{Any, Any}(\"Param\" => PowerA, \"WhichInstance\" => \"PowerA\", \"WhichConcept\" => \"Flow\", \"Direction\" => \"In\")),\n", | ||
" DataElement(\"Capacity\", \"PositiveCapacity\", \"PowerA_cap\", Dict{Any, Any}(\"Param\" => \"PowerA_cap\", \"WhichInstance\" => \"PowerA\", \"WhichConcept\" => \"Flow\", \"Bound\" => \"Upper\")),\n", | ||
" DataElement(\"Param\", \"MWToGWhSeriesParam\", \"PowerA_cap\", Dict{Any, Any}(\"Level\" => PowerA_cap, \"Profile\" => 1.0)),\n", | ||
" DataElement(\"Param\", \"MWToGWhSeriesParam\", \"DemandA\", Dict(\"Level\" => DemandA , \"Profile\" => 1.0)),\n", | ||
" DataElement(\"RHSTerm\", \"BaseRHSTerm\", \"DemandA\", Dict{Any, Any}(\"Balance\" => \"A\", \"Param\" => \"DemandA\", \"Direction\" => \"Out\")),\n", | ||
"\n", | ||
" DataElement(\"Balance\", \"BaseBalance\", \"B\", Dict{Any, Any}(\"Commodity\" => \"Power\")), \n", | ||
" DataElement(\"Flow\", \"BaseFlow\", \"PowerB\", Dict{Any, Any}()),\n", | ||
" DataElement(\"Arrow\", \"BaseArrow\", \"B\", Dict{Any, Any}(\"Balance\" => \"B\", \"Flow\" => \"PowerB\", \"Conversion\" => 1.0, \"Direction\" => \"In\")),\n", | ||
" DataElement(\"Cost\", \"CostTerm\", \"PowerB_cost\", Dict{Any, Any}(\"Param\" => PowerB, \"WhichInstance\" => \"PowerB\", \"WhichConcept\" => \"Flow\", \"Direction\" => \"In\")),\n", | ||
" DataElement(\"Capacity\", \"PositiveCapacity\", \"PowerB_cap\", Dict{Any, Any}(\"Param\" => \"PowerB_cap\", \"WhichInstance\" => \"PowerB\", \"WhichConcept\" => \"Flow\", \"Bound\" => \"Upper\")),\n", | ||
" DataElement(\"Param\", \"MWToGWhSeriesParam\", \"PowerB_cap\", Dict{Any, Any}(\"Level\" => PowerB_cap, \"Profile\" => 1.0)),\n", | ||
" DataElement(\"Param\", \"MWToGWhSeriesParam\", \"DemandB\", Dict(\"Level\" => DemandB , \"Profile\" => 1.0)),\n", | ||
" DataElement(\"RHSTerm\", \"BaseRHSTerm\", \"DemandB\", Dict{Any, Any}(\"Balance\" => \"B\", \"Param\" => \"DemandB\", \"Direction\" => \"Out\")),\n", | ||
"\n", | ||
" DataElement(\"Balance\", \"BaseBalance\", \"C\", Dict{Any, Any}(\"Commodity\" => \"Power\")), \n", | ||
" DataElement(\"Flow\", \"BaseFlow\", \"PowerC\", Dict{Any, Any}()),\n", | ||
" DataElement(\"Arrow\", \"BaseArrow\", \"C\", Dict{Any, Any}(\"Balance\" => \"C\", \"Flow\" => \"PowerC\", \"Conversion\" => 1.0, \"Direction\" => \"In\")),\n", | ||
" DataElement(\"Cost\", \"CostTerm\", \"PowerC_cost\", Dict{Any, Any}(\"Param\" => PowerC, \"WhichInstance\" => \"PowerC\", \"WhichConcept\" => \"Flow\", \"Direction\" => \"In\")),\n", | ||
" DataElement(\"Capacity\", \"PositiveCapacity\", \"PowerC_cap\", Dict{Any, Any}(\"Param\" => \"PowerC_cap\", \"WhichInstance\" => \"PowerC\", \"WhichConcept\" => \"Flow\", \"Bound\" => \"Upper\")),\n", | ||
" DataElement(\"Param\", \"MWToGWhSeriesParam\", \"PowerC_cap\", Dict{Any, Any}(\"Level\" => PowerC_cap, \"Profile\" => 1.0)),\n", | ||
" DataElement(\"Param\", \"MWToGWhSeriesParam\", \"DemandC\", Dict(\"Level\" => DemandC , \"Profile\" => 1.0)),\n", | ||
" DataElement(\"RHSTerm\", \"BaseRHSTerm\", \"DemandC\", Dict{Any, Any}(\"Balance\" => \"C\", \"Param\" => \"DemandC\", \"Direction\" => \"Out\"))\n", | ||
"]\n", | ||
" \n", | ||
"elements = vcat(elements, make_connection(\"A\", \"B\"))\n", | ||
"elements = vcat(elements, make_connection(\"B\", \"A\"))\n", | ||
" \n", | ||
"elements = vcat(elements, make_connection(\"A\", \"C\"))\n", | ||
"elements = vcat(elements, make_connection(\"C\", \"A\")) \n", | ||
" \n", | ||
"elements = vcat(elements, make_connection(\"B\", \"C\"))\n", | ||
"elements = vcat(elements, make_connection(\"C\", \"B\"))\n", | ||
"\n", | ||
"power_horizon = SequentialHorizon(1, Day(1))\n", | ||
"push!(elements, getelement(COMMODITY_CONCEPT, \"BaseCommodity\", \"Power\", (HORIZON_CONCEPT, power_horizon)))\n", | ||
"addscenariotimeperiod!(elements, \"ScenarioTimePeriod\", getisoyearstart(1981), getisoyearstart(1983));\n", | ||
" \n", | ||
"ptdfs = DataFrame(\n", | ||
" line = [\"AB\", \"AC\", \"BC\"],\n", | ||
" max_cap = [0, 100, 100],\n", | ||
" AB = [0.0, 1.0, 1.0],\n", | ||
" AC = [0.0, 1.0, 0.0],\n", | ||
" BA = [1.0, 0.0, 0.0],\n", | ||
" BC = [0.0, 0.0, 1.0],\n", | ||
" CA = [0.0, 1.0, 0.0],\n", | ||
" CB = [0.0, 0.0, 1.0]\n", | ||
")\n", | ||
"\n", | ||
"elements = vcat(elements, make_flowbased(ptdfs))\n", | ||
"\n", | ||
" \n", | ||
"modelobjects = getmodelobjects(elements)\n", | ||
"mymodel = JuMP.Model(HiGHS.Optimizer)\n", | ||
"prob = JuMP_Prob(modelobjects, mymodel)\n", | ||
"datatime = getisoyearstart(2023)\n", | ||
"scenariotime = getisoyearstart(1981)\n", | ||
"prob_time = TwoTime(datatime, scenariotime)\n", | ||
" \n", | ||
"update!(prob, prob_time)\n", | ||
"solve!(prob)\n", | ||
"print(prob.model)\n", | ||
"print(solution_summary(prob.model, verbose = true))\n", | ||
"println(ptdfs)\n", | ||
"println(\"Used capacities over AB, AC, BC lines\")\n", | ||
"println(value.(prob.model[:FlowBasedAB]), value.(prob.model[:FlowBasedAC]), value.(prob.model[:FlowBasedBC]))" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "0a5771d9", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "Julia 1.9.2", | ||
"language": "julia", | ||
"name": "julia-1.9" | ||
}, | ||
"language_info": { | ||
"file_extension": ".jl", | ||
"mimetype": "application/julia", | ||
"name": "julia", | ||
"version": "1.9.2" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 5 | ||
} |
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