{"id":191,"date":"2014-12-06T18:33:33","date_gmt":"2014-12-06T23:33:33","guid":{"rendered":"http:\/\/meyn.coron.us\/?page_id=191"},"modified":"2026-04-14T09:49:16","modified_gmt":"2026-04-14T14:49:16","slug":"sgcourse","status":"publish","type":"page","link":"https:\/\/faculty.eng.ufl.edu\/meyn\/courses\/sgcourse\/","title":{"rendered":"Smart Grid for Sustainable Energy"},"content":{"rendered":"<h1>Control, modeling, and markets for the grid of the future<\/h1>\n<table>\n<tbody>\n<tr>\n<td>\n<h5>Objectives<\/h5>\n<p>The student will be able to explain how to manage supply and demand in a power system through advanced control techniques, and to design and analyze innovative policy, regulation, and business models in order to implement the next-generation grid architectures.<\/p>\n<h5>topics<\/h5>\n<ul>\n<li>Electricity dynamics, demand and supply, industry structure, and renewable energy today.<\/li>\n<li>Fundamentals of energy and electric power \u2013 a survey of traditional and new energy resources<\/li>\n<li>Power markets\u2014today and tomorrow<\/li>\n<li>Control on many time-scales \u2013 from reserve management to second by second regulation<\/li>\n<li>Demand dispatch and virtual energy storage<\/li>\n<\/ul>\n<\/td>\n<td><a href=\"http:\/\/faculty.eng.ufl.edu\/meyn\/wp-content\/uploads\/sites\/671\/2022\/08\/EELSG_2022_poster.pdf\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1583 size-large\" src=\"http:\/\/faculty.eng.ufl.edu\/meyn\/wp-content\/uploads\/sites\/671\/2022\/08\/Page1_EELSG_2022_poster-791x1024.png\" alt=\"Course\" width=\"791\" height=\"1024\" srcset=\"https:\/\/faculty.eng.ufl.edu\/meyn\/wp-content\/uploads\/sites\/671\/2022\/08\/Page1_EELSG_2022_poster-791x1024.png 791w, https:\/\/faculty.eng.ufl.edu\/meyn\/wp-content\/uploads\/sites\/671\/2022\/08\/Page1_EELSG_2022_poster-232x300.png 232w, https:\/\/faculty.eng.ufl.edu\/meyn\/wp-content\/uploads\/sites\/671\/2022\/08\/Page1_EELSG_2022_poster-768x994.png 768w, https:\/\/faculty.eng.ufl.edu\/meyn\/wp-content\/uploads\/sites\/671\/2022\/08\/Page1_EELSG_2022_poster-1187x1536.png 1187w, https:\/\/faculty.eng.ufl.edu\/meyn\/wp-content\/uploads\/sites\/671\/2022\/08\/Page1_EELSG_2022_poster-1583x2048.png 1583w, https:\/\/faculty.eng.ufl.edu\/meyn\/wp-content\/uploads\/sites\/671\/2022\/08\/Page1_EELSG_2022_poster-scaled.png 1978w\" sizes=\"auto, (max-width: 791px) 100vw, 791px\" \/><\/a>The course was launched at UF in the spring of 2014, and has evolved rapidly since then.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Syllabus<\/h2>\n<h5><a href=\"https:\/\/www.dropbox.com\/s\/fmqe2zpizaiotsh\/Smart%20Grid%20-%202022.docx?dl=0\">Link to official 2022 UF document<\/a><\/h5>\n<h5>From 2019 offering:<\/h5>\n<table>\n<tbody>\n<tr>\n<th>Date<\/th>\n<th>#<\/th>\n<th>Topic<\/th>\n<th>Notes<\/th>\n<\/tr>\n<tr>\n<td>8\/<\/td>\n<td>1<\/td>\n<td>Motivation<\/td>\n<td>See the first part of MacKay\u2019s book (references below)<\/td>\n<\/tr>\n<tr>\n<td>8\/<\/td>\n<td>2<\/td>\n<td>Controllable Generation<\/td>\n<td>WWS Chapter 1<\/td>\n<\/tr>\n<tr>\n<td>8\/<\/td>\n<td>3<\/td>\n<td>Convex Optimization<\/td>\n<td>WWS Appendix 3A, lecture notes<\/td>\n<\/tr>\n<tr>\n<td>9\/<\/td>\n<td>4<\/td>\n<td>Dispatch and Optimization<\/td>\n<td>Begin Chapter 3 of WWS<\/td>\n<\/tr>\n<tr>\n<td>\u00a09\/<\/td>\n<td>5<\/td>\n<td>Dispatch and Optimization<\/td>\n<td>Chapter 3 of WWS<\/td>\n<\/tr>\n<tr>\n<td>9\/<\/td>\n<td>6<\/td>\n<td>Dispatch and\u00a0Transmission<\/td>\n<td>Chapter 3 of WWS<\/td>\n<\/tr>\n<tr>\n<td>9\/<\/td>\n<td>7<\/td>\n<td>Dispatch and Markets<\/td>\n<td><a href=\"https:\/\/www.amazon.com\/Microeconomic-Theory-Andreu-Mas-Colell\/dp\/0195073401\" target=\"_blank\" rel=\"noopener\">Advanced reading (not required)<\/a><\/td>\n<\/tr>\n<tr>\n<td>9\/<\/td>\n<td>8<\/td>\n<td>Dispatch and Markets<\/td>\n<td>Marginal cost pricing \u2013 lecture notes<\/td>\n<\/tr>\n<tr>\n<td>9\/<\/td>\n<td>9<\/td>\n<td>LMPs<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td>Unit Commitment<\/td>\n<td>Chapter 4 of WWS<\/td>\n<\/tr>\n<tr>\n<td>9\/<\/td>\n<td>10<\/td>\n<td>Dynamic Markets<\/td>\n<td>References in lecture slides<\/td>\n<\/tr>\n<tr>\n<td>9\/<\/td>\n<td>11<\/td>\n<td>AC Power Flow<\/td>\n<td>Text covers Newton-Raphson method<\/td>\n<\/tr>\n<tr>\n<td>9\/<\/td>\n<td>12<\/td>\n<td>Reserves<\/td>\n<td>WWS Section 4.1 (especially 4.1.3)<\/td>\n<\/tr>\n<tr>\n<td>10\/<\/td>\n<td>13<\/td>\n<td>Reserves &amp; Intro to Control<\/td>\n<td>Begin Chapter 10<\/td>\n<\/tr>\n<tr>\n<td>10\/<\/td>\n<td>14<\/td>\n<td>Grid Dynamics and Control Overview<\/td>\n<td>WWS\u00a0Chapter 10, and your course notes on PI control<br \/>\n<a href=\"https:\/\/www.youtube.com\/watch?v=E6M5ZxOjf_4\" target=\"_blank\" rel=\"noopener\">Crash Course Here<\/a><\/td>\n<\/tr>\n<tr>\n<td>10\/<\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>10\/<\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>10\/<\/td>\n<td>15<\/td>\n<td>Primary control: Droop<\/td>\n<td>WWS Chapter 10\u00a0(lecture on blackboard)<\/td>\n<\/tr>\n<tr>\n<td>10\/<\/td>\n<td>16<\/td>\n<td>History by Bob Moye, and Grid Model<\/td>\n<td>WWS Section\u00a010.7 (lecture on blackboard)<\/td>\n<\/tr>\n<tr>\n<td>10\/<\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>10\/<\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>11\/<\/td>\n<td>17<\/td>\n<td>Classical Control in 20 mins &amp; AGC<\/td>\n<td>WWS Section 10.7. <a href=\"https:\/\/faculty.eng.ufl.edu\/meyn\/wp-content\/uploads\/sites\/671\/2014\/12\/18AGC-DesignRevisited.pdf\" target=\"_blank\" rel=\"noopener\">Alternate design here<\/a><\/td>\n<\/tr>\n<tr>\n<td>11\/<\/td>\n<td><\/td>\n<td>Midterm I<\/td>\n<td>Info regarding course project<\/td>\n<\/tr>\n<tr>\n<td>11\/<\/td>\n<td>18<\/td>\n<td>Secondary Control &amp; AGC<\/td>\n<td><a href=\"https:\/\/faculty.eng.ufl.edu\/meyn\/wp-content\/uploads\/sites\/671\/2014\/12\/Kirby-Frequency-Regulation-Basics-and-Trends1.pdf\" target=\"_blank\" rel=\"noopener\">Frequency Regulation Basics and Trends<\/a><\/td>\n<\/tr>\n<tr>\n<td>11\/<\/td>\n<td>19<\/td>\n<td>Storage<\/td>\n<td><a href=\"http:\/\/www.meyn.ece.ufl.edu\/wp-content\/uploads\/2014\/12\/NREL_Reserves49019.pdf\" target=\"_blank\" rel=\"noopener\">Operating Reserves &amp; Wind Power Integration<\/a><\/td>\n<\/tr>\n<tr>\n<td>11\/<\/td>\n<td><\/td>\n<td>No lecture<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>11\/<\/td>\n<td>20<\/td>\n<td>FERC Orders &amp; Demand Response<\/td>\n<td><a href=\"http:\/\/faculty.eng.ufl.edu\/meyn\/wp-content\/uploads\/sites\/671\/2014\/12\/ERCOT_In_The_Dark-1.pdf\" target=\"_blank\" rel=\"noopener\">See 2016 commentary on ERCOT markets<\/a><\/td>\n<\/tr>\n<tr>\n<td>11\/<\/td>\n<td>21<\/td>\n<td>Demand Dispatch Introduction<\/td>\n<td>See <a href=\"https:\/\/www.youtube.com\/watch?v=YECcwLJP2ig\" target=\"_blank\" rel=\"noopener\">2016 Berkeley Lecture<\/a>\u00a0\u2013 other refs in slides<\/td>\n<\/tr>\n<tr>\n<td>11\/<\/td>\n<td><\/td>\n<td><\/td>\n<td>and <a href=\"https:\/\/www.netl.doe.gov\/File%20Library\/Research\/Energy%20Efficiency\/smart%20grid\/DemandDispatch_08112011.pdf\">2011 Demand Dispatch NETL Report<\/a><\/td>\n<\/tr>\n<tr>\n<td>11\/<\/td>\n<td><\/td>\n<td>Holiday<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>11\/<\/td>\n<td>22<\/td>\n<td>Demand Dispatch: HVAC<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>12\/<\/td>\n<td>23<\/td>\n<td>Demand Dispatch:\u00a0Advanced topics<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>12\/<\/td>\n<td><\/td>\n<td>Farewell<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>12\/<\/td>\n<td><\/td>\n<td><\/td>\n<td>Exam this eve!<\/td>\n<\/tr>\n<tr>\n<td>12\/<\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>12\/<\/td>\n<td><\/td>\n<td>Graduate Student Presentations<\/td>\n<td>Starting at 9:00am<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Recommended Reading<\/h2>\n<h5>Textbooks<\/h5>\n<ul>\n<li><em>Power Generation, Operation and Control<\/em>.\u00a0 Wood, Wollenberg, and Shebl\u00e9, 3<sup>rd<\/sup> edition, 2013, Wiley<\/li>\n<li><em>Renewable and Efficient Electric Power Systems.\u00a0<\/em> Masters, 2014, Wiley<\/li>\n<li><em>Sustainable Energy-without the hot air.<\/em>\u00a0 MacKay, ISBN 9780954452933.\u00a0 Available free online: <a href=\"http:\/\/www.withouthotair.com\/\">http:\/\/www.withouthotair.com\/<\/a><\/li>\n<\/ul>\n<h5>U.S. energy markets today, and thoughts about the future:<\/h5>\n<ul>\n<li><a href=\"http:\/\/www.sciencedirect.com\/science\/article\/pii\/S1040619019300594\">Electricity rates for the zero marginal cost grid<\/a><\/li>\n<li><a href=\"https:\/\/www.researchgate.net\/profile\/David-Spence-2\/publication\/325661778_Naive_Electricity_Markets\/links\/5cc6d764299bf1209787a6a6\/Naive-Electricity-Markets.pdf#page=81\">Redesign of U.S. Electricity Capacity Markets<\/a><\/li>\n<li><a href=\"https:\/\/www.researchgate.net\/profile\/David-Spence-2\/publication\/325661778_Naive_Electricity_Markets\/links\/5cc6d764299bf1209787a6a6\/Naive-Electricity-Markets.pdf#page=81\">Na\u00efve electricity markets<\/a><\/li>\n<li><a href=\"https:\/\/www.utilitydive.com\/news\/addressing-misconceptions-on-the-performance-of-the-energy-market-in-texas\/598436\/\">Addressing misconceptions on the performance of the Energy Market in Texas<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.utilitydive.com\/news\/addressing-misconceptions-on-the-performance-of-the-energy-market-in-texas\/598436\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1603 size-medium\" src=\"http:\/\/faculty.eng.ufl.edu\/meyn\/wp-content\/uploads\/sites\/671\/2022\/08\/FromUD_2021-300x177.jpg\" alt=\"Graph\" width=\"300\" height=\"177\" srcset=\"https:\/\/faculty.eng.ufl.edu\/meyn\/wp-content\/uploads\/sites\/671\/2022\/08\/FromUD_2021-300x177.jpg 300w, https:\/\/faculty.eng.ufl.edu\/meyn\/wp-content\/uploads\/sites\/671\/2022\/08\/FromUD_2021-1024x604.jpg 1024w, https:\/\/faculty.eng.ufl.edu\/meyn\/wp-content\/uploads\/sites\/671\/2022\/08\/FromUD_2021-768x453.jpg 768w, https:\/\/faculty.eng.ufl.edu\/meyn\/wp-content\/uploads\/sites\/671\/2022\/08\/FromUD_2021.jpg 1280w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>Handouts will be made available to fill in gaps on operations, optimization, and economics.<\/p>\n<h2>Links<\/h2>\n<table>\n<thead>\n<tr>\n<td colspan=\"2\">\n<h4><strong>POWER LINKS (IN RANDOM ORDER)<\/strong><\/h4>\n<\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\n<ul>\n<li><a href=\"http:\/\/www.utilitydive.com\/\">Utility Dive \u2013 <em>sign up!<\/em><\/a><\/li>\n<li><a href=\"https:\/\/members.esig.energy\/site_home.cfm\">ESIG<\/a><\/li>\n<li><a href=\"http:\/\/www.nrel.gov\/electricity\/transmission\/glossary.html\">NREL Glossary<\/a><\/li>\n<li><a href=\"http:\/\/fnetpublic.utk.edu\/anglecontour.html\">FNET<\/a><\/li>\n<li><a href=\"http:\/\/115.111.252.134\/rwafms\/wafms\/\">FNET counterpart at IITB<\/a><\/li>\n<li><a href=\"http:\/\/www.pbs.org\/wgbh\/pages\/frontline\/shows\/blackout\/regulation\/ferc.html\" target=\"_blank\" rel=\"noopener noreferrer\">What is FERC?<\/a><\/li>\n<li><a href=\"http:\/\/transmission.bpa.gov\/business\/operations\/Wind\/baltwg.aspx\">BPA \u2013 Supply &amp; Demand<\/a><\/li>\n<li><a href=\"http:\/\/transmission.bpa.gov\/Business\/Operations\/Wind\/reserves.aspx\">BPA \u2013 Balancing reserves<\/a><\/li>\n<li><a href=\"http:\/\/energystorage.org\/\">Energy Storage Assoc<\/a>.<\/li>\n<li><a href=\"http:\/\/www.algenol.com\/\">Algenol<\/a><\/li>\n<li><a href=\"https:\/\/youtu.be\/t-_VPRCtiUg\">Synchronization \u2013 not just generators!<\/a><\/li>\n<\/ul>\n<\/td>\n<td>\n<ul>\n<li><a href=\"http:\/\/www.caiso.com\/market\/Pages\/MarketProcesses.aspx\">Market Defns from CAISO<\/a><\/li>\n<li><a href=\"http:\/\/www.eia.gov\/\">EIA<\/a><\/li>\n<li><a href=\"http:\/\/www.eia.gov\/todayinenergy\/detail.cfm?id=790\">EIA: \u00a0What\u2019s an RTO\/ISO<\/a><\/li>\n<li><a href=\"https:\/\/edata.pjm.com\/eContour\/#app=ecca&amp;e929-selectedIndex=2\">PJM<\/a><\/li>\n<li><a href=\"http:\/\/www.caiso.com\/Pages\/Today's-Outlook-Details.aspx\">CAISO<\/a><\/li>\n<li><a href=\"http:\/\/www.ercot.com\/content\/cdr\/contours\/rtmLmp.html\">ERCOT<\/a><\/li>\n<li><a href=\"https:\/\/pricecontourmap.spp.org\/pricecontourmap\/\">SPP<\/a><\/li>\n<li><a href=\"https:\/\/www.misoenergy.org\/LMPContourMap\/MISO_All.html\">MISO<\/a><\/li>\n<li><a href=\"https:\/\/faculty.eng.ufl.edu\/meyn\/wp-content\/uploads\/sites\/671\/archive\/spm_files\/Market06\/Market06.html\">Cho &amp; Meyn<\/a>\u00a0(<a href=\"http:\/\/faculty.eng.ufl.edu\/meyn\/wp-content\/uploads\/sites\/671\/2014\/12\/ChoMeynSIAM_Review-1.pdf\">and early SIAM review<\/a>)<\/li>\n<li><a href=\"http:\/\/www.irecusa.org\/2014\/01\/fercs-energy-storage-ruling-could-jump-start-big-batteries\/\">FERC 755 &amp; 784<\/a><\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Real-Time Pricing<\/h2>\n<p><a href=\"https:\/\/www.misoenergy.org\/markets-and-operations\/real-time--market-data\/real-time-displays\/\" target=\"_blank\" rel=\"noopener\">MISO<\/a><br \/>\n<a href=\"https:\/\/www.ercot.com\/content\/cdr\/contours\/rtmLmp.html\" target=\"_blank\" rel=\"noopener\">ERCOT<\/a><br \/>\n<a href=\"https:\/\/www.caiso.com\/todaysoutlook\/Pages\/prices.html\" target=\"_blank\" rel=\"noopener\">CAISO<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>By the end of the semester, a student is expected to be able to explain how to manage supply and demand in a power system through advanced control techniques, and to design and analyze innovative policy, regulation, and business models in order to implement the next-generation grid architectures.  <\/p>\n","protected":false},"author":1347,"featured_media":1655,"parent":711,"menu_order":3,"comment_status":"closed","ping_status":"closed","template":"page-templates\/page-section-nav.php","meta":{"_acf_changed":false,"inline_featured_image":false,"featured_post":"","footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-191","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/faculty.eng.ufl.edu\/meyn\/wp-json\/wp\/v2\/pages\/191","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/faculty.eng.ufl.edu\/meyn\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/faculty.eng.ufl.edu\/meyn\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/faculty.eng.ufl.edu\/meyn\/wp-json\/wp\/v2\/users\/1347"}],"replies":[{"embeddable":true,"href":"https:\/\/faculty.eng.ufl.edu\/meyn\/wp-json\/wp\/v2\/comments?post=191"}],"version-history":[{"count":1,"href":"https:\/\/faculty.eng.ufl.edu\/meyn\/wp-json\/wp\/v2\/pages\/191\/revisions"}],"predecessor-version":[{"id":2899,"href":"https:\/\/faculty.eng.ufl.edu\/meyn\/wp-json\/wp\/v2\/pages\/191\/revisions\/2899"}],"up":[{"embeddable":true,"href":"https:\/\/faculty.eng.ufl.edu\/meyn\/wp-json\/wp\/v2\/pages\/711"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/faculty.eng.ufl.edu\/meyn\/wp-json\/wp\/v2\/media\/1655"}],"wp:attachment":[{"href":"https:\/\/faculty.eng.ufl.edu\/meyn\/wp-json\/wp\/v2\/media?parent=191"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}