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Created June 6, 2020 22:54
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Comparing Pulsed and Steady-State Tokamaks
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Fusion Energy.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The Future of Fusion Energy\n",
"Pulsed vs Steady-State Tokamaks\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# author: dan segal (dan@seg.al)\n",
"\n",
"using FusionSystems\n",
"using SimplePlots\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"### Steady State Tokamaks"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"scrolled": false
},
"outputs": [
{
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" $(\"#js-interact__866edbd7-3a6b-4664-91c8-7dcb7809a3f6\").trigger(\"interact\");\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"used_fracs = 0.5:0.25:1.5\n",
"\n",
"@demo for reactor in [\"ARC\", \"Steady\"], P_F=used_fracs, eta_CD=used_fracs, epsilon=used_fracs\n",
" scan = Scan(reactor, P_F=P_F, eta_CD=eta_CD, epsilon=epsilon)\n",
" FusionSystems.plot(scan, :B_C, :cost)\n",
" \n",
" xlims!(0,30) ; ylims!(0,150)\n",
" title!(\"$(reactor) Cost Curves\")\n",
"end"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"### Pulsed Tokamaks"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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" <div class='cs-widget-label'>\n",
" reactor\n",
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" <div class='js-widget-toggle'>\n",
" <div class=\"cs-button-group\" style=\"display: inline-flex;\">\n",
" <div class=\"cs-button cs-active\">\n",
" DEMO\n",
" </div>\n",
" <div class=\"cs-button\">\n",
" Pulsed\n",
" </div>\n",
" </div>\n",
" </div>\n",
" <div class='cs-widget-value js-widget-value cs-hidden'>\n",
" DEMO\n",
" </div>\n",
"\n",
" </div>\n",
" <div class='cs-widget js-widget'>\n",
" <div class='cs-widget-label'>\n",
" P_F\n",
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"<div class='cs-widget-slider js-widget-slider'></div> <div class='cs-widget-value js-widget-value '>\n",
" 1.0\n",
" </div>\n",
"\n",
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" N_G\n",
" </div>\n",
"<div class='cs-widget-slider js-widget-slider'></div> <div class='cs-widget-value js-widget-value '>\n",
" 1.0\n",
" </div>\n",
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" var newValue = tmpRange[values[handle]];\n",
"\n",
" var tmpSpan = $(that.parentElement).children(\".js-widget-value\")[0];\n",
" tmpSpan.innerText = newValue;\n",
"\n",
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" });\n",
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"\n",
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"\n",
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" decimals: 0\n",
" }),\n",
" range: {\n",
" min: 0,\n",
" max: 4\n",
" }\n",
" });\n",
"\n",
" var that = this;\n",
" this.noUiSlider.on('update', function (values, handle) {\n",
" var tmpRange = [\"0.5\", \"0.75\", \"1.0\", \"1.25\", \"1.5\"];\n",
" var newValue = tmpRange[values[handle]];\n",
"\n",
" var tmpSpan = $(that.parentElement).children(\".js-widget-value\")[0];\n",
" tmpSpan.innerText = newValue;\n",
"\n",
" $(\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9\").trigger(\"interact\");\n",
" });\n",
" });\n",
" if ( !foundSlider ) { alert(\"Unable to find all sliders!\"); }\n",
" $(\".js-widget-toggle .cs-button\").click(function (curEvent) {\n",
" if ( !$(curEvent.target).hasClass(\"cs-active\") ) {\n",
" var curItems = $(curEvent.target.parentElement).children(\".cs-button\");\n",
" var curIndex = curItems.index(curEvent.target);\n",
"\n",
" $.each(curItems, function(workIndex, workValue) {\n",
" var otherTarget = $(curEvent.target.parentElement.children[workIndex]);\n",
"\n",
" otherTarget.removeClass(\"cs-active\");\n",
" otherTarget.removeClass(\"cs-pre-active\");\n",
"\n",
" if ( workIndex == curIndex ) { otherTarget.addClass(\"cs-active\"); }\n",
" if ( workIndex == curIndex - 1 ) { otherTarget.addClass(\"cs-pre-active\"); }\n",
" });\n",
"\n",
" var curWidgetVal = $(curEvent.target).closest(\".js-widget\").children(\".js-widget-value\")[0];\n",
" curWidgetVal.innerText = curEvent.target.innerText;\n",
"\n",
" $(\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9\").trigger(\"interact\");\n",
" }\n",
" });\n",
" $(\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9\").on(\"interact\", function() {\n",
" var msgLabels = $(\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9 .cs-widget-label\").map(function(){\n",
" return $.trim($(this).text());\n",
" }).get();\n",
"\n",
" var msgValues = $(\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9 .cs-widget-value\").map(function(){\n",
" return $.trim($(this).text());\n",
" }).get();\n",
"\n",
" var msgDict = msgLabels.reduce((obj, k, i) => ({...obj, [k]: msgValues[i] }), {});\n",
"\n",
" var workPlotlyId = $(\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9 .js-plotly-plot\").attr(\"id\");\n",
" msgDict[\"___interact_plot_id___\"] = workPlotlyId;\n",
"\n",
" if ( \"interact-8f2a0f59-65e2-478c-be28-0938b1ee7bd9\" in demoData ) {\n",
" tmpData = demoData[\"interact-8f2a0f59-65e2-478c-be28-0938b1ee7bd9\"];\n",
" tmpData = tmpData[msgDict[\"reactor\"]];\n",
" tmpData = tmpData[msgDict[\"P_F\"]];\n",
" tmpData = tmpData[msgDict[\"N_G\"]];\n",
" var workPlot = $(\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9 .js-plotly-plot\")[0];\n",
" var workJson = tmpData;\n",
"\n",
" if ( typeof workPlot === \"undefined\" ) {\n",
" var tmpDisplay = $(\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9 .js-display\");\n",
" var tmpPlotId = \"js-plot-3fc6cb4a-97d2-4089-be7e-778b3d66fbd7\";\n",
" tmpDisplay.html('<div id=\"' + tmpPlotId + '\" style=\"width:600px;height:400px;\"></div>');\n",
"\n",
" plotDiv = document.getElementById(tmpPlotId);\n",
" Plotly.newPlot(plotDiv, workJson.data, workJson.layout, workJson.config);\n",
" } else {\n",
" customPlotlyReact(workPlot, workJson.data, workJson.layout, workJson.config);\n",
" }\n",
" } else {\n",
" if ( \"interact-8f2a0f59-65e2-478c-be28-0938b1ee7bd9\" in globalComms ) {\n",
" globalComms[\"interact-8f2a0f59-65e2-478c-be28-0938b1ee7bd9\"].send(msgDict);\n",
" } else {\n",
" console.log(\"Unable to startup GUI – may be waiting for demo data...\")\n",
" }\n",
" }\n",
" });\n",
" }\n",
"\n",
" customPlotLoader(anonFunc);\n",
" </script>\n"
],
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"HTML{String}(\" <div class='js-interact' id='js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9'>\\n <div class='js-widgets'>\\n <div class='cs-widget js-widget'>\\n <div class='cs-widget-label'>\\n reactor\\n </div>\\n <div class='js-widget-toggle'>\\n <div class=\\\"cs-button-group\\\" style=\\\"display: inline-flex;\\\">\\n <div class=\\\"cs-button cs-active\\\">\\n DEMO\\n </div>\\n <div class=\\\"cs-button\\\">\\n Pulsed\\n </div>\\n </div>\\n </div>\\n <div class='cs-widget-value js-widget-value cs-hidden'>\\n DEMO\\n </div>\\n\\n </div>\\n <div class='cs-widget js-widget'>\\n <div class='cs-widget-label'>\\n P_F\\n </div>\\n<div class='cs-widget-slider js-widget-slider'></div> <div class='cs-widget-value js-widget-value '>\\n 1.0\\n </div>\\n\\n </div>\\n <div class='cs-widget js-widget'>\\n <div class='cs-widget-label'>\\n N_G\\n </div>\\n<div class='cs-widget-slider js-widget-slider'></div> <div class='cs-widget-value js-widget-value '>\\n 1.0\\n </div>\\n\\n </div>\\n </div>\\n\\n <div class='js-display'>\\n </div>\\n </div>\\n <script>\\n var anonFunc = function () {\\n var foundSlider = false;\\n \\$(\\\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9 .js-widget-slider\\\").each(function( index ) {\\n var tmpText = \\$(this.parentElement).children(\\\".cs-widget-label\\\").text().trim();\\n if ( tmpText !== \\\"P_F\\\" ) { return; }\\n\\n if ( foundSlider ) { alert(\\\"There are repeated sliders!\\\"); }\\n\\n foundSlider = true;\\n noUiSlider.create(this, {\\n start: 2,\\n step: 1,\\n connect: \\\"lower\\\",\\n format: wNumb({\\n decimals: 0\\n }),\\n range: {\\n min: 0,\\n max: 4\\n }\\n });\\n\\n var that = this;\\n this.noUiSlider.on('update', function (values, handle) {\\n var tmpRange = [\\\"0.5\\\", \\\"0.75\\\", \\\"1.0\\\", \\\"1.25\\\", \\\"1.5\\\"];\\n var newValue = tmpRange[values[handle]];\\n\\n var tmpSpan = \\$(that.parentElement).children(\\\".js-widget-value\\\")[0];\\n tmpSpan.innerText = newValue;\\n\\n \\$(\\\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9\\\").trigger(\\\"interact\\\");\\n });\\n });\\n if ( !foundSlider ) { alert(\\\"Unable to find all sliders!\\\"); }\\n var foundSlider = false;\\n \\$(\\\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9 .js-widget-slider\\\").each(function( index ) {\\n var tmpText = \\$(this.parentElement).children(\\\".cs-widget-label\\\").text().trim();\\n if ( tmpText !== \\\"N_G\\\" ) { return; }\\n\\n if ( foundSlider ) { alert(\\\"There are repeated sliders!\\\"); }\\n\\n foundSlider = true;\\n noUiSlider.create(this, {\\n start: 2,\\n step: 1,\\n connect: \\\"lower\\\",\\n format: wNumb({\\n decimals: 0\\n }),\\n range: {\\n min: 0,\\n max: 4\\n }\\n });\\n\\n var that = this;\\n this.noUiSlider.on('update', function (values, handle) {\\n var tmpRange = [\\\"0.5\\\", \\\"0.75\\\", \\\"1.0\\\", \\\"1.25\\\", \\\"1.5\\\"];\\n var newValue = tmpRange[values[handle]];\\n\\n var tmpSpan = \\$(that.parentElement).children(\\\".js-widget-value\\\")[0];\\n tmpSpan.innerText = newValue;\\n\\n \\$(\\\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9\\\").trigger(\\\"interact\\\");\\n });\\n });\\n if ( !foundSlider ) { alert(\\\"Unable to find all sliders!\\\"); }\\n \\$(\\\".js-widget-toggle .cs-button\\\").click(function (curEvent) {\\n if ( !\\$(curEvent.target).hasClass(\\\"cs-active\\\") ) {\\n var curItems = \\$(curEvent.target.parentElement).children(\\\".cs-button\\\");\\n var curIndex = curItems.index(curEvent.target);\\n\\n \\$.each(curItems, function(workIndex, workValue) {\\n var otherTarget = \\$(curEvent.target.parentElement.children[workIndex]);\\n\\n otherTarget.removeClass(\\\"cs-active\\\");\\n otherTarget.removeClass(\\\"cs-pre-active\\\");\\n\\n if ( workIndex == curIndex ) { otherTarget.addClass(\\\"cs-active\\\"); }\\n if ( workIndex == curIndex - 1 ) { otherTarget.addClass(\\\"cs-pre-active\\\"); }\\n });\\n\\n var curWidgetVal = \\$(curEvent.target).closest(\\\".js-widget\\\").children(\\\".js-widget-value\\\")[0];\\n curWidgetVal.innerText = curEvent.target.innerText;\\n\\n \\$(\\\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9\\\").trigger(\\\"interact\\\");\\n }\\n });\\n \\$(\\\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9\\\").on(\\\"interact\\\", function() {\\n var msgLabels = \\$(\\\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9 .cs-widget-label\\\").map(function(){\\n return \\$.trim(\\$(this).text());\\n }).get();\\n\\n var msgValues = \\$(\\\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9 .cs-widget-value\\\").map(function(){\\n return \\$.trim(\\$(this).text());\\n }).get();\\n\\n var msgDict = msgLabels.reduce((obj, k, i) => ({...obj, [k]: msgValues[i] }), {});\\n\\n var workPlotlyId = \\$(\\\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9 .js-plotly-plot\\\").attr(\\\"id\\\");\\n msgDict[\\\"___interact_plot_id___\\\"] = workPlotlyId;\\n\\n if ( \\\"interact-8f2a0f59-65e2-478c-be28-0938b1ee7bd9\\\" in demoData ) {\\n tmpData = demoData[\\\"interact-8f2a0f59-65e2-478c-be28-0938b1ee7bd9\\\"];\\n tmpData = tmpData[msgDict[\\\"reactor\\\"]];\\n tmpData = tmpData[msgDict[\\\"P_F\\\"]];\\n tmpData = tmpData[msgDict[\\\"N_G\\\"]];\\n var workPlot = \\$(\\\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9 .js-plotly-plot\\\")[0];\\n var workJson = tmpData;\\n\\n if ( typeof workPlot === \\\"undefined\\\" ) {\\n var tmpDisplay = \\$(\\\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9 .js-display\\\");\\n var tmpPlotId = \\\"js-plot-3fc6cb4a-97d2-4089-be7e-778b3d66fbd7\\\";\\n tmpDisplay.html('<div id=\\\"' + tmpPlotId + '\\\" style=\\\"width:600px;height:400px;\\\"></div>');\\n\\n plotDiv = document.getElementById(tmpPlotId);\\n Plotly.newPlot(plotDiv, workJson.data, workJson.layout, workJson.config);\\n } else {\\n customPlotlyReact(workPlot, workJson.data, workJson.layout, workJson.config);\\n }\\n } else {\\n if ( \\\"interact-8f2a0f59-65e2-478c-be28-0938b1ee7bd9\\\" in globalComms ) {\\n globalComms[\\\"interact-8f2a0f59-65e2-478c-be28-0938b1ee7bd9\\\"].send(msgDict);\\n } else {\\n console.log(\\\"Unable to startup GUI – may be waiting for demo data...\\\")\\n }\\n }\\n });\\n }\\n\\n customPlotLoader(anonFunc);\\n </script>\\n\")"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"\n",
" var _guiBootup = function (curCallback) {\n",
" Jupyter.notebook.kernel.comm_manager.unregister_target(\"interact-8f2a0f59-65e2-478c-be28-0938b1ee7bd9\")\n",
" Jupyter.notebook.kernel.comm_manager.register_target(\"interact-8f2a0f59-65e2-478c-be28-0938b1ee7bd9\", function (comm, msg) {\n",
" globalComms[\"interact-8f2a0f59-65e2-478c-be28-0938b1ee7bd9\"] = comm;\n",
"\n",
" comm.on_msg(function(msg) {\n",
" if ( \"json\" in msg.content.data ) {\n",
" var workPlot = $(\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9 .js-plotly-plot\")[0];\n",
" if ( typeof workPlot === \"undefined\" ) { alert(\"Could not find plotly plot!\"); }\n",
"\n",
" var workJson = msg.content.data.json.plot;\n",
" customPlotlyReact(workPlot, workJson.data, workJson.layout, workJson.config);\n",
"\n",
" $(\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9 .js-new-plot-script\").replaceWith(msg.content.data.json.script);\n",
" } else {\n",
" if ( \"html\" in msg.content.data ) {\n",
" var tmpDisplay = $(\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9 .js-display\");\n",
" tmpDisplay.html(msg.content.data.html);\n",
" } else {\n",
" if ( \"text\" in msg.content.data ) {\n",
" console.log(msg.content.data.text);\n",
" } else {\n",
" alert(\"Unrecognized interact content type!\");\n",
" }\n",
" }\n",
" }\n",
" });\n",
"\n",
" comm.on_close(function(msg) { console.log(\"Julia close message: \" + msg); });\n",
" $(\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9\").trigger(\"interact\");\n",
" })\n",
"\n",
" var curCommand = 'Main.SimplePlots.interact_comms[\"interact-8f2a0f59-65e2-478c-be28-0938b1ee7bd9\"][] += 10';\n",
" Jupyter.notebook.kernel.execute(curCommand, {\"iopub\": {\"output\": function(tmpMessage) {\n",
" console.log(tmpMessage)\n",
" }}});\n",
"\n",
" if ( typeof curCallback !== \"undefined\" ) { curCallback(); }\n",
" }\n",
"\n",
" if ( typeof Jupyter === \"undefined\" ) {\n",
" customPlotLoader(function() {\n",
" $(\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9\").trigger(\"interact\");\n",
" });\n",
" } else {\n",
" if (Jupyter.notebook.kernel) {\n",
" _guiBootup()\n",
" } else {\n",
" Jupyter.notebook.events.one('kernel_ready.Kernel', (e) => {\n",
" _guiBootup(function() {\n",
" customPlotLoader(function() {\n",
" $(\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9\").trigger(\"interact\");\n",
" });\n",
" });\n",
" });\n",
" }\n",
" }\n"
]
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{
"data": {
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"demoData['interact-8f2a0f59-65e2-478c-be28-0938b1ee7bd9'] = {\"DEMO\":{\"0.5\":{\"0.5\":{\"config\":{\"responsive\":true},\"data\":[{\"showlegend\":false,\"line\":{\"color\":\"#636EFA\"},\"mode\":\"lines\",\"x\":[7.284107021473831,8.520624583333355,9.786938942931178,11.075109300897813,12.376359027783261,13.681233723043158,14.979877809616557,16.262406060275783,17.519330865133643,18.74199460570609,19.922953942018097,21.0562708522602,22.1376818787043,23.164637479131223,24.136222305955037,25.052980744136313],\"y\":[22.65786297065462,26.091034370920013,29.781968187091806,33.783947078479,38.15916528576841,42.98038360599644,48.33268317962336,54.31541658401254,61.044457372889596,68.65486228219028,77.30407559800643,87.17581975364978,98.48483180561843,111.48262754501233,126.46451141045634,143.77810930930562]}],\"layout\":{\"showlegend\":true,\"xaxis\":{\"autorange\":false,\"range\":[0,30],\"title\":\"B_C\",\"type\":\"linear\"},\"annotations\":[],\"title\":\"DEMO Cost Curves\",\"yaxis\":{\"autorange\":false,\"range\":[0,150],\"title\":\"cost\",\"type\":\"linear\"},\"shapes\":[],\"legend\":{}}},\"0.75\":{\"config\":{\"responsive\":true},\"data\":[{\"showlegend\":false,\"line\":{\"color\":\"#636EFA\"},\"mode\":\"lines\",\"x\":[5.9009530619574955,7.050389513159464,8.234917639790224,9.449388768166827,10.688016131583579,11.944315428496857,13.21112586496703,14.48071188295817,15.744942315345403,16.99553620870348,18.224355611948614,19.423718010766258,20.586697271227962,21.707383357015114,22.781077522225424,23.804409449773885,24.775373369377235],\"y\":[23.653639198506838,27.35516302212165,31.246765779090083,35.373445579965306,39.78602327198865,44.54295531088428,49.712063638530566,55.37234617235592,61.61598471343581,68.55065950267434,76.30229070553858,85.01834703052609,94.87188502306253,106.06650648587528,118.84244566459337,133.4840248659513,150.3287528105181]}],\"layout\":{\"showlegend\":true,\"xaxis\":{\"autorange\":false,\"range\":[0,30],\"title\":\"B_C\",\"type\":\"linear\"},\"annotations\":[],\"title\":\"DEMO Cost Curves\",\"yaxis\":{\"autorange\":false,\"range\":[0,150],\"title\":\"cost\",\"type\":\"linear\"},\"shapes\":[],\"legend\":{}}},\"1.0\":{\"config\":{\"responsive\":true},\"data\":[{\"showlegend\":false,\"line\":{\"color\":\"#636EFA\"},\"mode\":\"lines\",\"x\":[5.778075050581507,6.8933957193639985,8.042037376828878,9.219912935919993,10.422453782853278,11.644525767672185,12.88040125101677,14.12378778439005,15.367914348696942,16.605672977709414,17.829808391001347,19.0331423892946,20.20881481209962,21.350520264959588,22.45272045740167,23.51081582564461,24.52126620583912],\"y\":[27.504283950704803,31.63616941184195,35.93985672834512,40.46047950047893,45.24783441569034,50.358296940078205,55.85657188498767,61.81747825639862,68.32790134762183,75.48902785964532,83.4189873118184,92.25604473794273,102.16252043441354,113.32964927845843,125.98363301687337,140.39318306786456,156.87889891926773]}],\"layout\":{\"showlegend\":true,\"xaxis\":{\"autorange\":false,\"range\":[0,30],\"title\":\"B_C\",\"type\":\"linear\"},\"annotations\":[],\"title\":\"DEMO 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" $(\"#js-interact__8f2a0f59-65e2-478c-be28-0938b1ee7bd9\").trigger(\"interact\");\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"used_fracs = 0.5:0.25:1.5\n",
"\n",
"@demo for reactor in [\"DEMO\", \"Pulsed\"], P_F=used_fracs, N_G=used_fracs\n",
" scan = Scan(reactor, P_F=P_F, N_G=N_G)\n",
" FusionSystems.plot(scan, :B_C, :cost)\n",
" \n",
" xlims!(0,30) ; ylims!(0,150)\n",
" title!(\"$(reactor) Cost Curves\")\n",
"end"
]
}
],
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