{"id":17837,"date":"2026-08-10T09:12:00","date_gmt":"2026-08-10T12:12:00","guid":{"rendered":"https:\/\/eseg.edu.br\/?p=17837"},"modified":"2026-07-30T18:46:01","modified_gmt":"2026-07-30T21:46:01","slug":"quantum-algorithms-how-they-work-and-why-they-could-revolutionize-computing","status":"publish","type":"post","link":"https:\/\/eseg.edu.br\/en\/blog\/algoritmos-quanticos-como-eles-funcionam-e-por-que-podem-revolucionar-a-computacao\/","title":{"rendered":"Quantum algorithms: how do they work and why could they revolutionize computing?"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Quantum computers are attracting attention for their ability to solve certain problems much faster than conventional computers.<br><br>However, this performance does not depend solely on the hardware or the qubits used during processing.<br><br>Just as in classical computing, quantum computers need instructions to perform tasks. These instructions are called <strong>quantum algorithms.<\/strong><br><br>They are the ones who take advantage of the properties of quantum mechanics to find more efficient solutions to extremely complex problems, involving millions or even billions of possibilities.<br><br>Although still under development, several quantum algorithms have already demonstrated significant advantages in areas such as cryptography, optimization, artificial intelligence, logistics, and scientific research.<br><br>In this article, you will understand what quantum algorithms are, how they work, and learn about three of the main examples currently being studied: <strong>Shor&#039;s algorithm, Grover&#039;s algorithm<\/strong> and the optimization model known as <strong>QUBO<\/strong>.<br><br>So, keep reading and learn more about the subject!<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What are quantum algorithms?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">An algorithm is an organized sequence of instructions created to solve a problem.<br><br>In traditional computing, algorithms are present in virtually everything: mobile applications, banking systems, social networks, streaming platforms, and search engines.<br><br>In quantum computing, the principle is the same.<br><br>The difference is that the algorithms are developed to exploit specific characteristics of quantum computers, allowing them to solve certain problems more efficiently than would be possible using only classical computers.<br><br>It is important to point out that not every problem presents an advantage when solved in a <a href=\"https:\/\/eseg.edu.br\/en\/blog\/computador-quantico-o-que-e-como-funciona-e-por-que-ele-representa-o-futuro-da-computacao\/\" target=\"_blank\" rel=\"noreferrer noopener\">quantum computer<\/a>.<br><br>Quantum algorithms are especially useful in situations involving large search spaces, optimization, number factorization, and complex mathematical simulations.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Why are quantum algorithms different?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The main difference lies in how the information is processed.<br><br>While traditional algorithms work with bits, quantum algorithms use operations performed on qubits.<br><br>These algorithms exploit properties of quantum mechanics to manipulate information during calculations.<br><br>In practice, this allows for the development of mathematical strategies that are completely different from those used in conventional computing.<br><br>The result is not simply &quot;more speed,&quot; but a new way of solving certain computational problems.<br><br>This paradigm shift is the reason why quantum computing is generating so much interest in universities, research centers, and technology companies.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What are the main quantum algorithms?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Over the past few decades, several algorithms have been proposed to explore the potential of quantum computers.<br><br>Among them, some have become benchmarks for demonstrating clear advantages in specific problems.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Shor&#039;s algorithm<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"463\" src=\"https:\/\/eseg.edu.br\/wp-content\/uploads\/2026\/07\/Algoritmo-de-Shor.webp\" alt=\"Shor&#039;s algorithm\" class=\"wp-image-17838\" srcset=\"https:\/\/eseg.edu.br\/wp-content\/uploads\/2026\/07\/Algoritmo-de-Shor.webp 800w, https:\/\/eseg.edu.br\/wp-content\/uploads\/2026\/07\/Algoritmo-de-Shor-300x174.webp 300w, https:\/\/eseg.edu.br\/wp-content\/uploads\/2026\/07\/Algoritmo-de-Shor-768x444.webp 768w, https:\/\/eseg.edu.br\/wp-content\/uploads\/2026\/07\/Algoritmo-de-Shor-18x10.webp 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">O <strong>Shor&#039;s algorithm <\/strong>It was developed by mathematician Peter Shor in 1994 and is considered one of the milestones of modern quantum computing.<br><br>Your goal is to factor very large integers into prime factors.<br><br>It may seem like just a mathematical problem, but this operation is extremely important for digital security.<br><br>Many of the encryption systems currently in use rely precisely on the difficulty of performing this factorization using conventional computers.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">While a classical computer can take an extremely long time to solve certain cases, a quantum computer running Shor&#039;s algorithm can perform this process much more efficiently.<br><br>For this reason, several researchers are working on developing what is called post-quantum cryptography, seeking to create systems capable of withstanding future quantum computers.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">How can Shor&#039;s algorithm be applied?<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Among the applications studied are:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>analysis of cryptographic systems;<\/li>\n\n\n\n<li>Development of new digital security standards;<\/li>\n\n\n\n<li>research in number theory;<\/li>\n\n\n\n<li>Studies on post-quantum cryptography.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">It is important to point out that current quantum computers do not yet have sufficient capacity to break the cryptographic systems used on a large scale.<br><br>Even so, this algorithm has spurred investment in new security technologies and changed how researchers view the future of cryptography.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Grover&#039;s Algorithm<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Another major highlight is the<strong> Grover&#039;s algorithm,<\/strong> Developed by Lov Grover in 1996.<br><br>It was created to speed up searches in large datasets.<br><br>Imagine having to locate a single correct record among millions of possibilities.<br><br>On a conventional computer, it would typically be necessary to check a large number of items before finding the answer.<br><br>Grover&#039;s algorithm significantly reduces the number of checks required, making the process much more efficient for certain types of searches.<br><br>Although it doesn&#039;t solve all problems instantly, it represents an important advance for applications involving information retrieval and optimization.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Where can Grover&#039;s algorithm be used?<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Among its possible applications are:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>search engines;<\/li>\n\n\n\n<li>artificial intelligence;<\/li>\n\n\n\n<li>data mining;<\/li>\n\n\n\n<li>analysis of large information databases;<\/li>\n\n\n\n<li>process optimization;<\/li>\n\n\n\n<li>scientific research.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Because of these characteristics, it is considered one of the quantum algorithms with the greatest potential for practical applications in the future.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What is QUBO?<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"481\" src=\"https:\/\/eseg.edu.br\/wp-content\/uploads\/2026\/07\/O-que-e-QUBO.webp\" alt=\"What is QUBO?\" class=\"wp-image-17841\" srcset=\"https:\/\/eseg.edu.br\/wp-content\/uploads\/2026\/07\/O-que-e-QUBO.webp 800w, https:\/\/eseg.edu.br\/wp-content\/uploads\/2026\/07\/O-que-e-QUBO-300x180.webp 300w, https:\/\/eseg.edu.br\/wp-content\/uploads\/2026\/07\/O-que-e-QUBO-768x462.webp 768w, https:\/\/eseg.edu.br\/wp-content\/uploads\/2026\/07\/O-que-e-QUBO-18x12.webp 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Among the most important models used in quantum computing is the... <strong>QUBO stands for Quadratic Unconstrained Binary Optimization.<\/strong><br><br>Despite its technical name, the concept behind QUBO is quite straightforward: to transform complex optimization problems into a mathematical model that can be solved more efficiently by specific algorithms.<br><br>Instead of creating a different algorithm for each situation, many challenges can be represented using a mathematical function composed of binary variables (0 or 1). The goal is to find the combination of these variables that produces the best possible result.<br><br>This approach is especially interesting because many real-world problems can be converted to the QUBO format, allowing quantum computers\u2014or even classical optimization algorithms\u2014to find solutions more efficiently.<br><br>Therefore, QUBO has become one of the most studied models in research involving quantum computing and combinatorial optimization.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Where can QUBO be applied?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The QUBO model has applications in various sectors, especially those that need to make decisions considering a very large number of possibilities.<br><br>Key examples include:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Logistics<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Transportation companies need to determine the best routes for product delivery every day.<br><br>The greater the number of vehicles, customers, and restrictions, the more complex this problem becomes.<br><br>The QUBO model allows these decisions to be represented mathematically, helping in the search for more efficient solutions.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Production planning<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">In industry, it is necessary to define the ideal manufacturing sequence, allocate resources, and reduce waste.<br><br>These challenges can also be modeled using QUBO, promoting more efficient production processes.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>Read also: <\/strong><a href=\"https:\/\/eseg.edu.br\/en\/news-2\/a-production-engineering-student-at-eseg-is-developing-a-thesis-on-quantum-computing-with-the-potential-for-continued-scientific-research\/\" target=\"_blank\" rel=\"noreferrer noopener\">A Production Engineering student at ESEG is developing a final project on Quantum Computing with the potential for further scientific research.<\/a><\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">Financial market<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Financial institutions use mathematical models to select investment portfolios, balancing risk and return.<br><br>In many cases, these decisions can be formulated as optimization problems, making QUBO an interesting alternative for research in this area.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Artificial intelligence<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Some problems of <a href=\"https:\/\/blog.eseg.edu.br\/inteligencia-artificial-e-aprendizado-de-maquina-em-engenharia-da-computacao\/\" target=\"_blank\" rel=\"noreferrer noopener\">machine learning<\/a> Feature selection and optimization can also be converted to binary optimization models.<br><br>With this in mind, researchers are studying ways to combine artificial intelligence and quantum computing to develop even more efficient solutions.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Are quantum algorithms already in use today?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Yes, but still in an experimental phase.<br><br>Quantum computers that exist today have limitations related to the number of qubits available and the occurrence of errors during calculations.<br><br>Even so, universities, research centers, and companies are already developing algorithms aimed at:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>discovery of new drugs;<\/li>\n\n\n\n<li>Molecular simulation;<\/li>\n\n\n\n<li>development of new materials;<\/li>\n\n\n\n<li>logistics optimization;<\/li>\n\n\n\n<li>artificial intelligence;<\/li>\n\n\n\n<li>operational research;<\/li>\n\n\n\n<li>cryptography;<\/li>\n\n\n\n<li>financial analysis.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">These projects allow us to validate new techniques and pave the way for more robust quantum computers in the coming decades.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What are the challenges of quantum algorithms?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Creating an efficient quantum algorithm is a very different task from developing a traditional algorithm.<br><br>In addition to computational logic, it is necessary to consider limitations related to quantum hardware, qubit stability, and errors that still occur during processing.<br><br>Among the main challenges are:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Develop algorithms capable of taking advantage of quantum computing;<\/li>\n\n\n\n<li>to reduce the influence of quantum errors during the execution of calculations;<\/li>\n\n\n\n<li>Adapting real-world problems into mathematical models compatible with quantum computers;<\/li>\n\n\n\n<li>To create efficient techniques for optimization and error correction.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Another important challenge is identifying which problems actually offer an advantage when executed on a quantum computer.<br><br>Not all tasks will be accelerated by this technology, which makes the development of specific algorithms for each type of application essential.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The future of quantum algorithms<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"436\" src=\"https:\/\/eseg.edu.br\/wp-content\/uploads\/2026\/07\/O-futuro-dos-algoritmos-quanticos.webp\" alt=\"The future of quantum algorithms\" class=\"wp-image-17840\" srcset=\"https:\/\/eseg.edu.br\/wp-content\/uploads\/2026\/07\/O-futuro-dos-algoritmos-quanticos.webp 800w, https:\/\/eseg.edu.br\/wp-content\/uploads\/2026\/07\/O-futuro-dos-algoritmos-quanticos-300x164.webp 300w, https:\/\/eseg.edu.br\/wp-content\/uploads\/2026\/07\/O-futuro-dos-algoritmos-quanticos-768x419.webp 768w, https:\/\/eseg.edu.br\/wp-content\/uploads\/2026\/07\/O-futuro-dos-algoritmos-quanticos-18x10.webp 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">As quantum computers evolve, new algorithms are expected to emerge to take advantage of more stable equipment with a greater number of qubits.<br><br>In addition to Shor&#039;s algorithm and Grover&#039;s algorithm, researchers are continuously working on solutions focused on optimization, molecular simulation, artificial intelligence, and machine learning.<br><br>In the coming years, the evolution of algorithms is likely to be as important as the evolution of the hardware itself, allowing us to explore the full potential of quantum computing.<br><br>This scenario reinforces the importance of scientific research and the training of professionals capable of developing innovative solutions to increasingly complex problems.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Quantum Algorithms and Computer Engineering at ESEG<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Developing algorithms requires much more than knowing a programming language. It is necessary to understand logic, data structures, mathematics, optimization, and computational modeling.<br><br>In <a href=\"https:\/\/eseg.edu.br\/en\/\" target=\"_blank\" rel=\"noreferrer noopener\">ESEG College<\/a>, The Computer Engineering course prepares students to face these challenges through a solid foundation in programming, Python, Artificial Intelligence, Data Science, Big Data, Software Engineering, and the Internet of Things (IoT).<br><br>Get to know <a href=\"https:\/\/eseg.edu.br\/en\/graduation\/computer-engineering-3\/\" target=\"_blank\" rel=\"noreferrer noopener\">Faculty of Computer Engineering<\/a> From ESEG, discover how to develop the skills needed to create solutions capable of transforming the future of technology.<br><br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Frequently asked questions about quantum algorithms<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">What are quantum algorithms?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">These are sets of instructions developed for quantum computers, capable of using properties of quantum mechanics to solve certain problems more efficiently.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">What is Shor&#039;s algorithm?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">It is an algorithm created to factor very large integers with high efficiency, and is one of the main reasons why researchers are studying new cryptography systems resistant to quantum computing.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">What is Grover&#039;s algorithm?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">It is a quantum algorithm designed for searching large datasets, significantly reducing the number of checks required in certain problems.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">What is QUBO?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">QUBO is a mathematical optimization model that represents problems using binary variables, allowing them to be solved by both classical and quantum optimization algorithms.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Are quantum algorithms already being used by companies?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Yes, primarily in research and experimental projects. Although quantum computers are still under development, several sectors are already studying applications related to logistics, healthcare, artificial intelligence, finance, and scientific research.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>","protected":false},"excerpt":{"rendered":"<p>Os computadores qu\u00e2nticos chamam aten\u00e7\u00e3o por sua capacidade de resolver determinados problemas muito mais rapidamente do que os computadores convencionais. No entanto, esse desempenho n\u00e3o depende apenas do hardware ou dos qubits utilizados durante o processamento. Assim como acontece na computa\u00e7\u00e3o cl\u00e1ssica, os computadores qu\u00e2nticos precisam de instru\u00e7\u00f5es para executar tarefas. Essas instru\u00e7\u00f5es s\u00e3o chamadas [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":17839,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[50],"tags":[176,169,173],"class_list":["post-17837","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-engenharia-computacao","tag-faculdade-de-engenharia-da-computacao","tag-faculdade-em-sp","tag-faculdade-particular-em-sp"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Algoritmos qu\u00e2nticos: como eles funcionam e quais s\u00e3o?<\/title>\n<meta name=\"description\" content=\"Entenda o que s\u00e3o algoritmos qu\u00e2nticos, como funcionam e conhe\u00e7a o algoritmo de Shor, o algoritmo de Grover e o modelo QUBO. 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