<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.10.0">Jekyll</generator><link href="https://sanjanakunkolienkar.com/feed.xml" rel="self" type="application/atom+xml" /><link href="https://sanjanakunkolienkar.com/" rel="alternate" type="text/html" /><updated>2026-06-12T14:29:37+00:00</updated><id>https://sanjanakunkolienkar.com/feed.xml</id><title type="html">Sanjana Kunkolienkar</title><subtitle>personal description</subtitle><author><name>Sanjana Kunkolienkar</name><email>sanjanakunkolienkar@tamu.edu</email></author><entry><title type="html">Five Workers, One House: Why All Generation Is Not the Same</title><link href="https://sanjanakunkolienkar.com/posts/2026/06/generation/" rel="alternate" type="text/html" title="Five Workers, One House: Why All Generation Is Not the Same" /><published>2026-06-01T00:00:00+00:00</published><updated>2026-06-01T00:00:00+00:00</updated><id>https://sanjanakunkolienkar.com/posts/2026/06/blog-post-3</id><content type="html" xml:base="https://sanjanakunkolienkar.com/posts/2026/06/generation/"><![CDATA[<p><em>An analogy for how modern power grids actually work.</em></p>

<p>Imagine you’re managing a construction project on a fixed deadline. The work can’t stop. Every hour, a certain amount of progress has to happen, or the project slips.</p>

<p>You hire five workers. They all show up, and they all build, but each one behaves differently on the site.</p>

<p><strong>Worker A</strong> is steady. He’s there around the clock, hammer always swinging, and he’ll keep going long after everyone else has gone home. The downside is that paying him to stay on the clock all day is expensive.</p>

<p><strong>Worker B</strong> is responsive. He can sense a problem and step in before it gets worse. A pipe bursts, he’s there. A wall starts leaning, he’s on it. His hourly rate is even higher than Worker A’s.</p>

<p><strong>Worker C</strong> is productive but limited. Around noon, he’s a powerhouse, sometimes out-building half the crew during his peak hours, and he barely costs anything. He only works when the sun is shining. When evening comes, he packs up.</p>

<p><strong>Worker D</strong> is unpredictable. Some days he does more work than everyone else combined. Other days he’s barely lifting a finger. His output rises and falls with the weather, and nobody can predict which day will be which.</p>

<p><strong>Worker E</strong> is fast. The instant something goes sideways, he’s already moving, and he can keep a small problem from becoming a big one. He also burns out fast. Once his energy is gone, he needs to sit out and recharge.</p>

<p>Running the project isn’t just about having enough workers. It’s about coordinating reliability, cost, speed, flexibility, and unpredictability at the same time. You can’t throw bodies at the problem. You have to choreograph them.</p>

<p>This is more or less how modern power grids work.</p>

<p>Most of us treat electricity as a single entity. Flip the switch, the light turns on. The bulb doesn’t care whether the electrons came from a coal plant, a wind farm, a solar panel, a dam, or a battery. The grid does.</p>

<p>Some power sources are like Worker A: steady, reliable, always running in the background. Coal plants, nuclear reactors, and certain natural gas plants play this role. They’re the backbone of the system, but running them continuously is expensive.</p>

<p>Others are like Worker B. They can ramp up quickly when demand spikes. Hydropower and fast-response gas plants typically fill this role, stepping in when the grid suddenly needs more output.</p>

<p>Solar is Worker C. On a sunny afternoon it produces large amounts of cheap, clean electricity. At 8 p.m., when people are cooking dinner and turning on their TVs, solar has stopped. Grid operators can’t call the sun back.</p>

<p>This is where one technical term is worth knowing: dispatchable. A dispatchable source is one that operators can turn up or down on command. Coal, gas, hydro, and nuclear are dispatchable. Solar isn’t. It depends on the sun.</p>

<p>Wind is Worker D, and it isn’t dispatchable either. Some days it produces a lot. Other days, very little. No matter how much electricity the grid needs at 6 p.m., no one can make the wind blow harder on demand.</p>

<p>Batteries are Worker E. They respond in milliseconds, smoothing out sudden imbalances in the system. They also have a finite capacity. Once drained, they need time to recharge.</p>

<p>For most of the twentieth century, the grid was built around Worker A. Big, predictable, always-on plants did the heavy lifting, and operators knew what they were going to get hour after hour.</p>

<p>The grid of today, and especially the grid of the next few decades, relies much more on Workers C and D. These sources are cleaner and cheaper, but their output is tied to the environment rather than to demand. The sun and wind don’t take orders.</p>

<p>The job of running a grid has changed because of this. It used to be only about generating electricity. Now it’s also about coordinating a diverse mix of sources in real time, every second of every day, each with different behaviors and different limits.</p>

<p>That coordination problem is what makes the modern grid harder, and more interesting, than the one it’s replacing.</p>]]></content><author><name>Sanjana Kunkolienkar</name><email>sanjanakunkolienkar@tamu.edu</email></author><category term="generators" /><category term="renewable" /><category term="conventional" /><summary type="html"><![CDATA[An analogy for how modern power grids actually work.]]></summary></entry><entry><title type="html">Who actually runs the power grid?</title><link href="https://sanjanakunkolienkar.com/posts/2026/05/who-runs-the-grid/" rel="alternate" type="text/html" title="Who actually runs the power grid?" /><published>2026-05-03T00:00:00+00:00</published><updated>2026-05-03T00:00:00+00:00</updated><id>https://sanjanakunkolienkar.com/posts/2026/05/blog-post-2</id><content type="html" xml:base="https://sanjanakunkolienkar.com/posts/2026/05/who-runs-the-grid/"><![CDATA[<p>You flip a switch. The light comes on. Somewhere, roughly a tenth of a second earlier, a generator a hundred miles away pushed a little harder to make that possible.</p>

<p>That sentence sounds like a metaphor. It isn’t. Electricity can’t really be stored at grid scale, so the power you’re using right now was generated moments ago, and every second of every day, somebody is making sure that the amount being produced matches the amount being used, across millions of homes and thousands of power plants, all at once.</p>

<p>Who is that somebody? It turns out the answer is not one person or one company. It’s a layered cast of operators, utilities, generators, and regulators, each with a different job. This post is a tour of who does what, told by following a single electron from a power plant to your kitchen lamp.</p>

<h2 id="the-journey">The journey</h2>

<p>Let’s start with the physical path. A power plant, say, a natural gas plant in central Texas, spins a turbine, which spins a generator, which pushes electricity out onto high-voltage transmission lines. Those lines carry the power at hundreds of thousands of volts over long distances. At a substation near your town, transformers step the voltage down. Smaller distribution lines carry it through neighborhoods. A final transformer on a pole outside your house drops it to 120 volts. It enters your wall. You turn on the lamp.</p>

<p>That’s the physical story. The organizational story is more interesting, because at every step of that journey, a different entity is in charge.</p>

<p><img src="/images/fig1-journey-blog.png" alt="Diagram showing journey of power" />
Caption: The physical path, with the entity in charge at each step.</p>

<h2 id="the-cast-of-characters">The cast of characters</h2>

<p>There are five roles worth knowing. Some of them might be played by the same company in your region, and some are played by different ones. That overlap is exactly what makes this confusing, so let’s separate the roles from the companies first.</p>

<p><strong>The balancing authority</strong> keeps supply and demand matched in real time. This is the job with the tightest deadline. Frequency on the grid needs to stay near 60 hertz, and if generation and consumption drift apart by even a small amount, frequency drifts too. A balancing authority watches this on a screen and dispatches corrections within seconds.</p>

<p><strong>The ISO (Independent System Operator)</strong> is a bigger role. It operates the bulk transmission system across a whole region, runs the electricity markets where generators sell power, and usually acts as the balancing authority for its footprint. “Independent” means it’s not owned by any one utility or generator. It’s supposed to treat everyone fairly.</p>

<p>You’ll sometimes see the term <strong>RTO (Regional Transmission Organization)</strong>. An RTO is basically an ISO with expanded responsibility for long-term regional transmission planning and cost allocation across a larger footprint. FERC created the RTO designation in 1999 to push for bigger, more integrated regions. PJM, MISO, SPP, and ISO-NE are RTOs; CAISO, NYISO, and ERCOT are ISOs. For a reader’s purposes, they do the same job in the control room, so the rest of this post just says “ISO.”</p>

<p><strong>The utility</strong> is the company that most people think of as “the electric company.” It owns wires and poles, delivers power to your house, sends you a bill, and shows up in a bucket truck after a storm. Depending on where you live, your utility might also own power plants and transmission lines, or just the local distribution network.</p>

<p><strong>The independent power producer (IPP)</strong> owns power plants and sells electricity. A wind farm developer, a solar company, a gas plant operator. These are IPPs. They don’t run the grid or serve customers; they just produce.</p>

<p><strong>The regulator</strong> writes and enforces the rules. In the US, state regulators (like the Public Utility Commission of Texas) oversee retail rates and local utilities. Federal regulators (like FERC) oversee interstate transmission and wholesale markets. They don’t operate anything. They keep everyone else honest.</p>

<p><img src="/images/fig2-roles-blog.png" alt="Diagram showing the five roles" />
Caption: The five roles, and how they connect.</p>

<h2 id="how-they-work-together-think-of-it-like-a-restaurant">How they work together: think of it like a restaurant</h2>

<p>The cast list is a lot to hold in your head at once. Here’s an analogy that helps.</p>

<p>Imagine a huge restaurant that has to serve exactly the right amount of food at exactly the right time, with no leftovers and no shortages, because the food can’t be stored. Every plate has to leave the kitchen the instant a customer wants it.</p>

<p><strong>The farmers</strong> grow the ingredients. They don’t work in the restaurant. They just supply it. These are your power plants, owned by IPPs or utility generation arms.</p>

<p><strong>The head chef</strong> runs the kitchen. She decides which farmers to buy from tonight (the cheapest ones that can deliver on time), tells each station when to start cooking, and watches the pass to make sure plates go out the door at the right pace. This is your ISO. It runs the overnight auction that picks which plants run tomorrow, dispatches them through the day, and coordinates the whole bulk system.</p>

<p><strong>The expeditor</strong> stands at the pass with a stopwatch. If the dining room suddenly gets busier, she yells at the line to push more plates out, right now. If it slows down, she tells them to ease off. Her whole job is keeping the pace matched to the room, second by second. This is the balancing authority. In most big regions, the head chef and the expeditor are the same person wearing two hats. That’s why you’ll hear people say an ISO “is also” the balancing authority.</p>

<p><strong>The waitstaff</strong> carry the food from the kitchen to the tables. They don’t cook, and they don’t pick the menu. They’re the last mile between the kitchen and the customer. This is your local utility, owning the distribution lines and the transformer outside your house.</p>

<p><strong>The health inspector</strong> never cooks a single thing. She shows up to make sure the kitchen is clean, the prices on the menu are fair, and nobody is cutting corners on safety. She sets the rules that everyone else operates under. This is your regulator.</p>

<blockquote>
  <p>The same meal passed through four or five different people’s hands in the span of a few minutes. The grid works the same way, just faster and at a scale of millions of diners at once.</p>
</blockquote>

<p>Now replay our electron through the restaurant. A farmer (the power plant) sends ingredients to the kitchen because the head chef (the ISO) called in an order last night based on tonight’s reservations. The head chef cooks the dish and hands it to the pass. The expeditor (the balancing authority), watching the dining room fill up faster than expected, tells the kitchen to fire two more tickets right now. The waitstaff (your local utility) carries the plate from the pass to your table. You (the customer) eat the food. You turn on the lamp.</p>

<p>And the whole time, the health inspector (the regulator) has already set the rules about how hot the food has to be, how fair the prices are, and what the kitchen has to do if the power goes out.</p>

<h2 id="why-it-looks-different-depending-on-where-you-live">Why it looks different depending on where you live</h2>

<p>The US doesn’t have one grid with one governance structure. It has three big interconnections (Eastern, Western, and Texas), and within those, a patchwork of regions with very different setups.</p>

<p>To stick with the restaurant analogy: in about two-thirds of the country, there’s a big central kitchen running the show. An ISO or RTO covers a whole region. PJM covers 13 states from Illinois to New Jersey. MISO covers the central Midwest. ERCOT covers most of Texas. CAISO covers most of California. NYISO, ISO-NE, and SPP cover New York, New England, and the central plains. In these regions, the ISO is the head chef and the expeditor. Utilities own the building and the waitstaff, but the kitchen isn’t theirs to run.</p>

<p>In the rest of the country, much of the Southeast, much of the non-California West, and Alaska, there’s no ISO. Each big utility runs its own kitchen, for its own dining room, with its own waitstaff. Southern Company does it in Georgia and Alabama. Duke Energy does it in the Carolinas. PacifiCorp does it across parts of the West. These are “vertically integrated” utilities. They own the farms, the kitchen, and the waitstaff. There’s no outside auction picking the cheapest farmer. The utility runs the whole operation and charges customers a regulated rate to cover the costs.</p>

<p>And then there are hybrids. Utilities that participate in shared markets without being in a full ISO, regions that are partially integrated. The map is messier than a textbook would suggest.</p>

<p><img src="/images/fig3-regions-blog.png" alt="Diagram showing schematic of grid operation" />
Caption: A schematic of how grid operation is divided across the US. Not drawn to geographic scale.</p>

<h2 id="whos-who-by-region">Who’s who, by region</h2>

<p>Here’s a cheat sheet. Find your region and you can see how the pieces fit.</p>

<p><img src="/images/fig4-table-blog.png" alt="Diagram showing who is who by region" />
Caption: Who’s who, by region.</p>

<p>A few things worth pointing out from the table.</p>

<p><strong>The regulator column tells you a lot.</strong> Notice that Texas is the only row with no federal regulator. That’s the ERCOT quirk: because it doesn’t cross state lines in a way that triggers FERC authority, PUCT has wholesale market oversight that state regulators elsewhere don’t. Every other state PUC handles retail rates and utility oversight, while FERC handles wholesale.</p>

<p><strong>The balancing authority column is where the ISO-vs-utility split shows up cleanly.</strong> In ISO regions, the ISO is the BA. In non-ISO regions, each big utility runs its own. There are roughly 60 balancing authorities in North America, and most of them are utilities in those bottom two rows.</p>

<p><strong>Utilities appear in every row</strong>, because utilities own the local wires and serve customers everywhere. What changes is how much else they do. In the Southeast and non-CAISO West, those utility names own the generation and operate the grid too. In ISO regions, they’re mostly confined to the wires-and-customers role.</p>

<h2 id="texas-is-its-own-thing">Texas is its own thing</h2>

<p>Since we started with a gas plant in central Texas, a word about ERCOT, because it’s unusual.</p>

<p>ERCOT operates the grid for about 90% of Texas. What makes it distinctive is that it deliberately doesn’t connect meaningfully to the rest of the country, which means it stays out of federal jurisdiction. In most of the US, FERC regulates the wholesale electricity market. In Texas, the Public Utility Commission of Texas (PUCT) does that job instead.</p>

<p>PUCT wears several hats. It regulates the wires companies like Oncor and CenterPoint (setting their rates, approving new transmission lines). It regulates the retail electricity providers that Texans buy power from in the deregulated market. And it oversees ERCOT itself, the reliability policies, market design, and resource adequacy rules. After Winter Storm Uri in 2021, PUCT was the body directing ERCOT to change how the market handles extreme weather.</p>

<p>Every state has an equivalent body. California has the CPUC. New York has the NY PSC. Florida has the FPSC. What varies is how much authority each one has over the wholesale market: huge in Texas, modest elsewhere, because FERC handles that in the other 49 states.</p>

<h2 id="the-bigger-picture">The bigger picture</h2>

<p>If you zoom out, the whole system is really one ongoing negotiation between three timescales. Right now, operators are balancing generation and demand second by second. Over hours and days, markets are pricing electricity and scheduling plants. Over years and decades, regulators are approving transmission lines and setting the rules that shape what the grid looks like a generation from now.</p>

<p>The electron that lit your lamp traveled through all three timescales before it got to you. The generator that produced it exists because of a decade-old planning decision. The market that dispatched it ran an auction last night. The balancing authority adjusted its output a second ago. The utility delivered it through a pole transformer that was installed in the 1990s.</p>

<p>That’s the grid. Not wires and generators, but a choreography of people and institutions, all coordinating to keep the lights on.</p>]]></content><author><name>Sanjana Kunkolienkar</name><email>sanjanakunkolienkar@tamu.edu</email></author><category term="power grids" /><category term="runs" /><category term="ISOs" /><summary type="html"><![CDATA[You flip a switch. The light comes on. Somewhere, roughly a tenth of a second earlier, a generator a hundred miles away pushed a little harder to make that possible.]]></summary></entry><entry><title type="html">Understanding Transmission Line Failures in Power Grids</title><link href="https://sanjanakunkolienkar.com/posts/2024/09/cascading-transmission-failures/" rel="alternate" type="text/html" title="Understanding Transmission Line Failures in Power Grids" /><published>2025-09-06T00:00:00+00:00</published><updated>2025-09-06T00:00:00+00:00</updated><id>https://sanjanakunkolienkar.com/posts/2024/09/blog-post-1</id><content type="html" xml:base="https://sanjanakunkolienkar.com/posts/2024/09/cascading-transmission-failures/"><![CDATA[<p>Imagine you are driving home during rush hour. Suddenly, the main highway bridge in your city is closed. Everyone diverts to the side roads. At first, it seems manageable. But as more cars pile onto the alternative routes, those smaller streets get jammed. Then, if it is a really unlucky day, one of those side roads also gets blocked. The traffic mess snowballs until the entire city comes to a standstill.</p>

<p>That same story plays out in our power grids. Instead of cars, it is electricity rushing through high-voltage transmission lines. This is what engineers call a <em>cascading transmission line failure</em>.</p>

<p>To understand how a small disturbance can grow into a large blackout, let us walk through the stages of what happens inside the power grid network.</p>

<h2 id="normal-grid-operation">Normal Grid Operation</h2>

<p>The grid operates with electricity flowing across many transmission lines. Each line has a safe carrying capacity, just like roads have speed limits. To keep the system safe, protective devices called <strong>relays</strong> continuously monitor the lines.</p>

<p>These relays are like traffic officers stationed along every major road. If a bridge is about to collapse under too much weight, or if there is a sudden accident, the officer immediately shuts that road down to protect people from disaster. In the grid, the relay does the same: it senses an abnormal condition and disconnects the transmission line from the system, keeping equipment from being damaged and preventing a dangerous fault from spreading.</p>

<h2 id="the-initial-disturbance">The Initial Disturbance</h2>

<p>One transmission line fails, perhaps due to a storm, overheating, or equipment malfunction. The relay protecting that line detects the problem and disconnects it almost instantly. The flow of electricity does not stop—it reroutes through neighboring transmission lines.</p>

<p>Now those neighbors must carry more than they were designed for. Think of it as all the traffic from a closed highway pouring onto side streets. The cars still get through, but the side streets begin to strain under the volume. In the grid, electricity likewise flows through the remaining transmission lines, and these lines suddenly feel the pressure of the extra flow of electricity.</p>

<h2 id="dependent-failures-begin">Dependent Failures Begin</h2>

<p>If one of those neighboring lines becomes overloaded, its relay will also trip to protect equipment. This second failure was not random. The second failure is <em>dependent</em> on the first—it happened because of the first outage.</p>

<p>This is the point where cascading begins: a domino effect where each relay trips another line as the overload shifts through the system.</p>

<h2 id="escalation">Escalation</h2>

<p>With each trip, fewer paths remain to supply electricity to the consumer. The burden shifts again and again, and even faraway parts of the power grid feel the strain. In the worst case, this chain reaction can grow into a regional blackout—the kind that makes headlines.</p>

<h2 id="illustration">Illustration</h2>

<p><img src="/images/cascade_blog.png" alt="Diagram showing the cascading failure of transmission lines in a power grid" />
<em>A single line failure reroutes power through its neighbors, which can overload and trip in turn — the domino effect at the heart of a cascading blackout.</em></p>

<h2 id="why-cascading-matters">Why Cascading Matters</h2>

<p>Most major blackouts reported in the news—such as the U.S. Northeast blackout of 2003, or events in India, Italy, South America, and most recently Spain-Iberia—were cascading failures. They did not begin with an earthquake that destroyed the system all at once. They began with a single line, a single relay trip, a single event. The rest was the domino effect.</p>

<p>Cascading is what makes power grids both fascinating and fragile. One event might stay local and harmless, or under the wrong conditions, ripple into a chain reaction that darkens entire regions.</p>

<p>This is why power grid operators prepare for contingencies. The greatest danger is rarely the first failure; it is what happens after. And in a world where power grids are becoming larger and more complex, keeping that chain reaction under control is becoming even harder.</p>

<h2 id="terminology">Terminology</h2>

<p><strong>📦 What is a Relay?</strong></p>

<p>A relay is like a smart security guard for the power grid. It constantly checks the “health” of a transmission line—how much electricity is flowing, whether there is a short circuit, or if the line is overheating. If something looks dangerous, the relay instantly signals a circuit breaker to open and disconnect that line. This quick action prevents equipment damage.</p>]]></content><author><name>Sanjana Kunkolienkar</name><email>sanjanakunkolienkar@tamu.edu</email></author><category term="power grids" /><category term="cascading failures" /><category term="transmission" /><summary type="html"><![CDATA[Imagine you are driving home during rush hour. Suddenly, the main highway bridge in your city is closed. Everyone diverts to the side roads. At first, it seems manageable. But as more cars pile onto the alternative routes, those smaller streets get jammed. Then, if it is a really unlucky day, one of those side roads also gets blocked. The traffic mess snowballs until the entire city comes to a standstill.]]></summary></entry></feed>