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status-publish format-standard has-post-thumbnail hentry category-use-cases"> <div class="x-section e3098-e1 m2e2-0 m2e2-1"><div class="x-bg" aria-hidden="true"><div class="x-bg-layer-lower-image" style=" background-image: url(https://cquant.io/wp-content/uploads/2023/05/cQuant_banner-usecases-2.jpg); background-repeat: no-repeat; background-position: top; background-size: cover;"></div></div><div class="x-row x-container max width e3098-e2 m2e2-3 m2e2-4 m2e2-6"><div class="x-row-inner"><div class="x-col e3098-e3 m2e2-8 m2e2-9"><div class="x-text x-text-headline e3098-e4 m2e2-a m2e2-b headline"><div class="x-text-content"><div class="x-text-content-text"><h2 class="x-text-content-text-primary">Use Case</h2></div></div></div><hr class="x-line e3098-e5 m2e2-d"/><div class="x-text x-text-headline e3098-e6 m2e2-b m2e2-c tag"><div class="x-text-content"><div class="x-text-content-text"><h1 class="x-text-content-text-primary">Bitcoin, Cryptocurrency, and High-Performance Computing</h1></div></div></div></div></div></div></div><div class="x-section e3098-e7 m2e2-0 m2e2-2"><div class="x-row e3098-e8 m2e2-4 m2e2-5 m2e2-7"><div class="x-row-inner"><div class="x-col e3098-e9 m2e2-9"><div class="x-the-content entry-content"><div id="cs-content" class="cs-content"><div class="x-section e2799-e1 m25r-0 m25r-1 m25r-2 m25r-3 arrow-down-white"><div class="x-row x-container max width e2799-e2 m25r-9 m25r-a m25r-b m25r-c m25r-i m25r-j"><div class="x-row-inner"><div class="x-col e2799-e3 m25r-s m25r-t m25r-u m25r-v m25r-w"><span class="x-image e2799-e4 m25r-12 m25r-13"><img decoding="async" src="https://cquant.io/wp-content/uploads/2021/03/Bitcoin-Use-Case-Resize.jpg" width="500" height="374" alt="Bitcoin" loading="lazy"></span></div></div></div><div class="x-row e2799-e5 m25r-9 m25r-c m25r-d m25r-e m25r-f m25r-i m25r-k"><div class="x-row-inner"><div class="x-col e2799-e6 m25r-s m25r-t m25r-u m25r-v m25r-w"><div class="x-text x-text-headline e2799-e7 m25r-15 m25r-16"><div class="x-text-content"><div class="x-text-content-text"><h3 class="x-text-content-text-primary">Business Questions</h3></div></div></div></div><div class="x-col e2799-e8 m25r-s m25r-v m25r-x m25r-y m25r-z"><div class="x-text x-content e2799-e9 m25r-18 m25r-19 m25r-1a m25r-1b"><p>How does volatility in energy markets impact cryptocurrency mining and other high-performance computing applications?</p></div></div><div class="x-col e2799-e10 m25r-s m25r-v m25r-x m25r-y m25r-z"><div class="x-text x-content e2799-e11 m25r-18 m25r-19 m25r-1a m25r-1b"><p>How can I optimize cryptocurrency mining around energy prices to limit my exposure to price spikes?</p></div></div><div class="x-col e2799-e12 m25r-s m25r-v m25r-x m25r-y m25r-z"><div class="x-text x-content e2799-e13 m25r-18 m25r-19 m25r-1a m25r-1b"><p>How much value can I generate by leveraging the flexibility of high-performance computing to provide ancillary services to the grid?</p></div></div><div class="x-col e2799-e14 m25r-s m25r-v m25r-x m25r-y m25r-z"><div class="x-text x-content e2799-e15 m25r-18 m25r-19 m25r-1a m25r-1b"><p>What is my overall risk exposure from energy prices, and how would cryptocurrency mining mitigate or amplify risks from other portfolio assets?</p></div></div><div class="x-col e2799-e16 m25r-s m25r-v m25r-x m25r-y m25r-z"><div class="x-text x-content e2799-e17 m25r-18 m25r-19 m25r-1a m25r-1b"><p>How can I hedge my cryptocurrency mining revenue to protect against market price volatility?</p></div></div></div></div></div><div class="x-section e2799-e18 m25r-0 m25r-3 m25r-4 m25r-5 m25r-6"><div class="x-row x-container max width e2799-e19 m25r-9 m25r-a m25r-c m25r-f m25r-i m25r-l"><div class="x-row-inner"><div class="x-col e2799-e20 m25r-s m25r-t m25r-u m25r-v m25r-w m25r-10"><div class="x-text x-text-headline e2799-e21 m25r-15 m25r-16"><div class="x-text-content"><div class="x-text-content-text"><h3 class="x-text-content-text-primary">The Need for Analysis</h3></div></div></div><div class="x-text x-content e2799-e22 m25r-18 m25r-19 m25r-1b m25r-1c"><p>Data centers that focus on cryptocurrency mining, deep learning, computer vision, and other high-performance computing (HPC) applications require significant amounts of energy. Scaling up these applications allows them to interconnect to the grid and acquire electricity directly from wholesale energy markets. This can provide important financial advantages over paying standard utility rates, but also exposes these data centers to the volatility inherent in wholesale energy prices. Wholesale energy prices vary somewhat predictably throughout the day and throughout the year, but can also vary wildly in the near-term based on generation outages, extreme weather events, and other risk drivers. During these scarcity events, prices can reach 100x normal levels, exposing data center operators to enormous costs for running their machines.</p> <p>Fortunately, cryptocurrency mining and other HPC applications frequently have the flexibility to thrive under these conditions. Cryptocurrency mining rigs and servers that can quickly ramp up and down can respond to short-term changes in energy prices more easily than either traditional generation assets or large commercial/industrial customers, allowing them to potentially pivot around price spikes and reduce cost. Furthermore, large mining rigs and servers can even be paid to provide ancillary services to the grid, increasing or decreasing power consumption at the direction of the independent system operator to help regulate voltage and frequency of power flowing on the grid or provide demand response during periods when load must be shed. Providing ancillary services to the grid allows these assets to create additional revenue, particularly in regions with inflexible supply and volatile demand.</p> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "TechArticle", "mainEntityOfPage": { "@type": "WebPage", "id": " https://cquant.io/2021/03/09/bitcoin-cryptocurrency-computing/" }, "headline": " Bitcoin, Cryptocurrency, and High-Performance Computing", "description": " Data centers specializing in high-performance computing applications, including cryptocurrency mining and deep learning, seek to connect directly to wholesale energy markets to gain financial benefits, but this exposes them to significant cost risks due to the volatility in energy prices, which can spike dramatically during scarcity events.", "image": [ " https://cquant.io/wp-content/uploads/2021/03/Bitcoin-Use-Case-Resize.jpg" ], "publisher": { "@type": "Organization", "name": "cQuant", "logo": { "@type": "ImageObject", "url": " https://cquant.io/wp-content/uploads/2023/05/cQuant-Logo-Color-White-300.png.webp" } }, "isAccessibleForFree": "True", "hasPart": { "@type": "SoftwareApplication", "name": "cQuant", "applicationCategory": "BusinessApplication", "offers": { "@type": "Offer", "availability": "https://schema.org/InStock" } } } </script> </div><span class="x-image e2799-e23 m25r-12 m25r-14"><img decoding="async" src="https://cquant.io/wp-content/uploads/2021/03/Bitcoin-1-2.png" width="500" height="250" alt="Hourly Prices" loading="lazy"></span><span class="x-image e2799-e24 m25r-12 m25r-14"><img decoding="async" src="https://cquant.io/wp-content/uploads/2021/03/Bitcoin-2-2.png" width="500" height="250" alt="Bitcoin Power and Regulation Bids" loading="lazy"></span></div></div></div></div><div class="x-section e2799-e25 m25r-0 m25r-5 m25r-7"><div class="x-row x-container max width e2799-e26 m25r-9 m25r-a m25r-b m25r-c m25r-i m25r-m"><div class="x-row-inner"><div class="x-col e2799-e27 m25r-s m25r-t m25r-u m25r-v m25r-w m25r-10"><div class="x-text x-text-headline e2799-e28 m25r-15 m25r-17"><div class="x-text-content"><div class="x-text-content-text"><h3 class="x-text-content-text-primary">The cQuant.io Solution</h3></div></div></div><div class="x-text x-content e2799-e29 m25r-18 m25r-19 m25r-1c m25r-1d"><p>cQuant's cryptocurrency mining solution leverage Monte Carlo simulations of energy markets at the hourly level combined with dynamic optimization of data center operations to model the exposure of cryptocurrency mining to energy market price volatility and uncover the value of ancillary services revenue streams. These simulations ensure that cryptocurrency assets and data centers are evaluated against a coherent and consistent set of futures in order to give a true portfolio-level view of performance and risk.</p> <p>The images above illustrate how cQuant’s approach optimizes bitcoin mining operations in response to simulated market prices. The top figure overlays simulated prices for energy and regulation with the breakeven energy price for mining bitcoin, calculated based on bitcoin market prices and mining parameters, including energy consumption, hash rate, and difficulty. Power prices in the first half of the day are less than the breakeven energy price, so the model mines bitcoin during these hours. Energy prices in the afternoon exceed the breakeven energy price, so the asset generates revenue by providing regulation during hours in which regulation prices spike. cQuant’s solution optimizes these revenue streams simultaneously to provide robust estimates of asset value and risk, tailored to the specific characteristics of markets in which assets operate.</p></div></div></div></div></div><div class="x-section e2799-e30 m25r-0 m25r-3 m25r-4 m25r-5"><div class="x-bg" aria-hidden="true"><div class="x-bg-layer-lower-image" style=" background-image: url(https://cquant.io/wp-content/uploads/2020/08/usecases_seperator.jpg); background-repeat: no-repeat; background-position: top; background-size: contain;"></div></div><div class="x-row x-container max width e2799-e31 m25r-9 m25r-c m25r-f m25r-g m25r-i m25r-n"><div class="x-row-inner"><div class="x-col e2799-e32 m25r-s m25r-t m25r-u m25r-v m25r-w"><div class="x-text x-text-headline e2799-e33 m25r-15 m25r-16"><div class="x-text-content"><div class="x-text-content-text"><h3 class="x-text-content-text-primary">cQuant.io Users Can:</h3></div></div></div></div></div></div><div class="x-row x-container max width e2799-e34 m25r-9 m25r-a m25r-b m25r-h m25r-o"><div class="x-row-inner"><div class="x-col e2799-e35 m25r-s m25r-t m25r-v m25r-w m25r-y"><div class="x-row e2799-e36 m25r-9 m25r-a m25r-c m25r-d m25r-f m25r-i m25r-p"><div class="x-row-inner"><div class="x-col e2799-e37 m25r-s m25r-v m25r-x m25r-y m25r-z m25r-11"><div class="x-text x-content e2799-e38 m25r-18 m25r-1a m25r-1b m25r-1e"><p>Value cryptocurrency and high-performance computing assets based on hourly power price simulations and co-optimized operation to expected mining revenue, energy costs, and ancillary services revenues.</p></div></div><div class="x-col e2799-e39 m25r-s m25r-t m25r-v m25r-y m25r-z m25r-11"><div class="x-text x-content e2799-e40 m25r-18 m25r-1a m25r-1b m25r-1e"><p>Compare the performance and valuation of assets across 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