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class="hero-bg-image__content"> <div class="hero-bg-image__content-inner"> <h1 class="hero-bg-image__title"><div class="tex2jax_process"><p>Grid Analytics</p> </div></h1> <h3 class="hero-bg-image__subtitle"><div class="tex2jax_process"><p>Actionable intelligence for<br /> planning and operations</p> </div></h3> <div class="caption"> <button class="caption__button">Open</button> <div class="caption__text"> <div class="caption__caption"><div class="tex2jax_process"><p><span><span><span><span lang="EN" xml:lang="EN"><span><span>PNNL uses computing, modeling, and simulation to provide predictive capabilities for managing grid dynamics and uncertainties.</span></span></span></span></span></span></p></div></div> <div class="caption__credit"><div class="tex2jax_process"><p>Andrea Starr | Pacific Northwest National Laboratory</p></div></div> </div> </div> </div> </div> </div> </div> </div> <div class="l-constrain"> </div> <div class="l-constrain l-constrain--narrow"> <div 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class="menu menu--listing-links"><li class="menu__item"><a href="/news?news%5B0%5D=research-topic%3A59" class="news">News & Updates</a></li><li class="menu__item"><a href="/events?events%5B0%5D=research-topic%3A59" class="events">Attend a Grid Analytics Event</a></li><li class="menu__item"><a href="/publications-reports?publications%5B0%5D=research-topic%3A59" class="publications-reports">Publications</a></li><li class="menu__item"><a href="/projects?projects%5B0%5D=research-topic%3A59" class="projects">Projects</a></li><li class="menu__item"><a href="/explainer-articles?explainer-articles%5B0%5D=research-topic%3A59" class="explainer-articles">Explainer Articles</a></li></ul> </div> </div> <div class="related-people"> <h4 class="related-people-heading"> </h4> <div class="related-people-list" > </div> </div> </aside> <div class="l-sidebar__main"> <section class="paragraph paragraph--type-content-embed paragraph--display-mode-default l-section"> <div class="l-section__content"> <div class="custom-table"><div class="tex2jax_process"><p><span><span><span><span lang="EN" xml:lang="EN"><span><span>Every day, the nation鈥檚 power grid becomes more complex. It</span></span></span><span>聽</span><span lang="EN" xml:lang="EN"><span><span>incorporates hundreds of millions of connected devices, which create unprecedented volumes of data. The grid must integrate distributed energy resources with traditional large-scale power generation while maintaining adequate reliability and resilience. And it must allow increasing situational awareness to detect and address physical and cyber threats, such as earthquakes, storms, and malicious attacks.</span></span></span></span></span></span></p> <p><span><span><span><span lang="EN" xml:lang="EN"><span><span>For a power grid to maintain maximum reliability and efficiency, operators need to know what鈥檚 happening across the system, and locally, as it happens. Planners need to determine future operating schedules, prepare for system expansion, and plan for emergency response and recovery. PNNL leaders in grid analytics embed analytical insight into operational and planning systems. This means applying advanced analytic聽methods to data,聽</span></span></span>including predictive and prescriptive analytics for forecasting, simulating, analyzing, controlling, and optimizing the grid while taking into account its interdependency with other systems<span lang="EN" xml:lang="EN"><span><span>.</span></span></span></span></span></span></p> <p><span><span><span><span lang="EN" xml:lang="EN"><span><span>In developing advanced grid analytics, PNNL collaborates with industry stakeholders to create the control room of the future and to develop planning functions that address emerging power grid requirements. These advances enable operators to see and manage their grids as holistic systems聽in real time. Likewise, planners can conduct comprehensive analyses and optimization for future scenarios. Through high-performance computing and new mathematical algorithms, operators and planners can identify signs of grid failures and develop new ways to maintain grid reliability and resilience.</span></span></span></span></span></span></p> <h2><span><span><span><span lang="EN" xml:lang="EN"><span><span>Improving prediction, reducing uncertainty</span></span></span></span></span></span></h2> <p><span><span><span><span lang="EN" xml:lang="EN"><span><span>PNNL uses computing, modeling, and simulation to provide predictive capabilities for managing grid dynamics and uncertainties. Analytical platforms enable large-scale evaluation, control, and optimization of the energy ecosystem.</span></span></span></span></span></span></p> <p><span><span><span><span lang="EN" xml:lang="EN"><span><span>PNNL researchers are also advancing grid simulations for petascale and exascale computation. These simulations enable large-scale scenarios for transmission planning and cyber vulnerability assessments.</span></span></span></span></span></span></p> <p><span><span><span><span lang="EN" xml:lang="EN"><span><span>To test simulations under realistic operating conditions, researchers and industry stakeholders can use the </span></span></span><span lang="EN" xml:lang="EN"><span><span><a href="/electricity-infrastructure-operations-center"><span><span><span>Electricity Infrastructure Operations Center</span></span></span></a></span></span></span><span lang="EN" xml:lang="EN"><span><span> on PNNL鈥檚 Richland campus. This unique facility integrates industry hardware and software, real-time grid data, and advanced computation in two control rooms. It can be reserved for training and situational awareness exercises and can host network models and data analysis tools. 聽</span></span></span></span></span></span></p> <h2><span><span><span><span lang="EN" xml:lang="EN"><span><span>Keeping critical infrastructure running</span></span></span></span></span></span></h2> <p><span><span><span><span lang="EN" xml:lang="EN"><span><span>PNNL also contributes its analytics expertise to efforts such as the Department of Energy (DOE) Office of Electricity鈥檚 </span></span></span><span lang="EN" xml:lang="EN"><span><span><a href="https://www.energy.gov/oe/activities/technology-development/advanced-modeling-grid-research-program"><span><span><span>Advanced Modeling Grid Research Program</span></span></span></a></span></span></span><span lang="EN" xml:lang="EN"><span><span>, the DOE Office of Advanced Scientific Computing Research鈥檚 Power Grid Math Program, the DOE </span></span></span></span></span></span>Advanced Research Projects Agency-Energy<span><span><span><span lang="EN" xml:lang="EN"><span><span>鈥檚 </span></span></span><span lang="EN" xml:lang="EN"><span><span><a href="https://gocompetition.energy.gov/"><span><span><span>Grid Optimization Competition</span></span></span></a></span></span></span><span lang="EN" xml:lang="EN"><span><span>, and the </span></span></span><span lang="EN" xml:lang="EN"><span><span><a href="https://www.naspi.org/"><span><span><span>North American SynchroPhasor Initiative</span></span></span></a></span></span></span><span lang="EN" xml:lang="EN"><span><span>. These collaborations are dedicated to improving power system reliability and resilience by using data, computing, and innovative tools.</span></span></span></span></span></span></p> <p><span><span><span><span lang="EN" xml:lang="EN"><span><span>For the Department of Homeland Security, PNNL supports the </span></span></span><span lang="EN" xml:lang="EN"><span><span><a href="https://www.sandia.gov/nisac-ssl/"><span><span><span>National Infrastructure Simulation and Analysis Center</span></span></span></a></span></span></span><span lang="EN" xml:lang="EN"><span><span>,聽which focuses on protecting the nation鈥檚 critical infrastructure. As part of this effort, PNNL analyzes potential impacts on electric power, water, and transportation systems in the event of a disruption. PNNL continually works to develop next-generation grid analytics tools and to validate those tools with industry partners. As these advanced solutions reach the power grid community, the grid will become more resilient, secure, and flexible.</span></span></span></span></span></span></p> <p><strong>To access datasets and models, check out the <a href="https://climate.pnnl.gov/">Climate Research Portal</a>.</strong></p></div></div> </div> </section> <div class="l-listing-view"> <div class="l-constrain"> <div class="l-listing-view__wrapper"> <div class="l-listing-view__body"> <section class="paragraph paragraph--type-view-embed paragraph--display-mode-default l-section"> <h2 class="l-section__title">Recent News</h2> <div class="l-section__content"> <div class="views-element-container"><div class="l-grid l-grid--3col"> <div class="card has-footer "> <div class="card__body"> <div class="card__header"> <div class="card__meta"> <div class="meta "> <div class="meta__item">OCTOBER 21, 2024</div> <div class="meta__item">Staff Accomplishment</div> </div> </div> <h3 class="card__title"> <a href="/news-media/egrass-wins-big-rd-100-awards"> <span>EGRASS Wins Big at R&D 100 Awards </span> </a> </h3> </div> <div class="card__footer"> <a href="/news-media/egrass-wins-big-rd-100-awards">Read</a> </div> </div> <div class="card__media"> <a href="/news-media/egrass-wins-big-rd-100-awards"> <article> <div class="field field--name-field-media-image field--type-image field--label-hidden field--style-no-margin"> <div class="field__item"> <img src="/sites/default/files/styles/thumbnail/public/media/image/Hero%20Image-Puerto_Rico-232.jpg?h=34bbd072&itok=0A9Ut4T9" width="800" height="600" alt="The EGRASS team visits Puerto Rico " loading="lazy" /> </div> </div> </article> </a> </div> </div> <div class="card has-footer "> <div class="card__body"> <div class="card__header"> <div class="card__meta"> <div class="meta "> <div class="meta__item">OCTOBER 3, 2024</div> <div class="meta__item">News Release</div> </div> </div> <h3 class="card__title"> <a 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class="card__header"> <div class="card__meta"> <div class="meta "> <div class="meta__item">AUGUST 29, 2024</div> <div class="meta__item">News Release</div> </div> </div> <h3 class="card__title"> <a href="/news-media/pnnl-technology-wins-three-rd-100-awards"> <span>PNNL Technology Wins Three R&D 100 Awards</span> </a> </h3> </div> <div class="card__footer"> <a href="/news-media/pnnl-technology-wins-three-rd-100-awards">Read</a> </div> </div> <div class="card__media"> <a href="/news-media/pnnl-technology-wins-three-rd-100-awards"> <article> <div class="field field--name-field-media-image field--type-image field--label-hidden field--style-no-margin"> <div class="field__item"> <img src="/sites/default/files/styles/thumbnail/public/media/image/RD100_2024_Winner_Logo_1.png?h=08b866d1&itok=Zg8kiFhd" width="800" height="600" alt="R&D 2024 Logo" loading="lazy" /> </div> </div> </article> </a> </div> </div> </div> <div class="see-all-link"> <a href="/news?news%5B0%5D=research-topic%3A59">SEE 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