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# Quantum Art Research Outlines More Efficient Quantum Approach to Wave Modeling

**[The Quantum Insider](https://daily.dev/sources/thequantuminsider)** · 5 min read · 0 upvotes · 0 comments

## Summary

Quantum Art has published research describing a quantum algorithm that uses known wave physics to simplify large-scale wave simulations. Instead of solving the full mathematical system, the method directly constructs only the physically allowed wave states, avoiding wasted computation on impossible solutions. The company estimates simulations needing 10^18 to 10^21 classical grid points could potentially be handled with roughly 100 qubits, though this depends on further hardware progress. CTO Amit Ben Kish says the approach could extend to any wave with a fixed frequency-speed relationship, including sound, radar and seismic waves, not just radio signals.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://thequantuminsider.com/2026/10/26/quantum-art-research-outlines-more-efficient-quantum-approach-to-wave-modeling>

## Questions this post answers

### How many qubits would be needed to simulate large-scale wave propagation problems that currently require massive classical grids?

Roughly 100 qubits, according to Quantum Art's estimate, for simulations that would otherwise require 10^18 to 10^21 classical grid points. This applies to detailed 3D simulations of radio waves spanning tens of kilometers at centimeter accuracy. Practical implementation still depends on further hardware advances, including multi-qubit gates that reduce circuit depth and error as systems scale.

_Engineers evaluating quantum approaches for large-scale simulation follow algorithm research like this on daily.dev._

### Why do existing quantum algorithms for wave simulation lose their quantum advantage as the simulated region grows?

Most existing quantum methods treat wave simulation as a generic system of equations and solve it by brute force, spending effort searching mathematical possibilities that known wave physics already rules out. Because a wave of a given frequency travels at a fixed speed, only one 'circle' of directions is physically possible, but prior methods still check far outside that circle, causing them to slow dramatically or lose quantum advantage on large problems.

_Developers tracking what actually limits quantum speedups can follow wave-simulation research like this on daily.dev._

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