Error detection in quantum computers is the key to making trusted systems.

 "Researchers have developed a groundbreaking method to identify errors in quantum computers, greatly improving error correction efficiency. This advancement employs real-time error monitoring in quantum computations, marking a significant shift in quantum computing research. Credit: SciTechDaily.com" (ScitechDaily, Finding and Erasing Quantum Computing Errors in Real-Time)

Quantum computers have the same problems as other computers. Even if the system is over 40 years faster than binary computers. That means quantum computers calculate in one second. Calculation that takes 47 years using binary computers.

Researchers make more, and more complicated calculations, and quantum computers must give response to challenges. And the reason why quantum computers developed is that more and more complicated simulations and AI-based software require more and more effective computers. Quantum computers require fast-reacting AI that follows that system operates as it should.

Trust plays a key role in computing. And this rule is one of the cornerstones in quantum and binary computing. If a user cannot trust the system, the problem is how to make trusted actions using the system. The problem with Qauntum computers is that the only known system, that can check results is another Qauntum computer.

The biggest difference between quantum and binary computers is that the quantum computer is more vulnerable to things like FRBs (Fast Radio Bursts) than binary computers. Quantum computers store data in the physical objects. And those objects can be photons or electrons. In that system, information is like the plague on the object.

Then quantum entanglement or electromagnetic field between particles transports that information into another identical particle that is on a lower energy level and oscillates with the same frequency as the sending particle. This kind of thing is a sensitive but powerful tool. Many things can disturb the qubit. And the worst of them, like FRB, can affect all quantum systems at the same time. In that case, all quantum systems make errors.

In computing, error detection happens simple way. The system makes calculations. And then it makes the same calculation again. If the results are the same there is no malfunction in that process. Or the probability that there is some kind of error is minimal. In that process, the system can use two different computers to make those calculations. And that increases the accuracy.

But in quantum computing the speed of those computers is extremely high. In quantum computers, error detection can happen by making two calculations that happen between certain times. If two quantum systems can calculate the same calculations at different times, that can uncover the errors in the system. Each quantum computer system consists of two quantum computers that operate at the same time with the same problem.

This system requires the ability to store data in a fast-operating memory matrix. Especially, in scientific calculations that can last over months. It's important. That system recognizes errors while calculations are in progress. That requires fast-reacting AI-based systems.

https://scitechdaily.com/finding-and-erasing-quantum-computing-errors-in-real-time/

https://scitechdaily.com/stanfords-revolutionary-universal-memory-the-dawn-of-a-fast-ultra-efficient-memory-matrix/

https://learningmachines9.wordpress.com/2024/01/30/error-detection-in-quantum-computers-is-the-key-to-making-trusted-systems/