Quantum Real-Time Optimization in Control Loops
How quantum algorithms such as QAOA and VQE might be used for real-time optimization, and the coherence and error limits that apply today.
Shor, Grover, QAOA, VQE and the rest — what each quantum algorithm does, the problem it targets and where the promised speedup really comes from.
85 articlesHow quantum algorithms such as QAOA and VQE might be used for real-time optimization, and the coherence and error limits that apply today.
Quantum algorithmic complexity measures the resources an algorithm needs, from gate count and depth to Kolmogorov-style descriptions of states.
Discrete and continuous quantum random walks compared with classical walks, and their uses in algorithms, cryptography and models of biology.
How Shor’s algorithm would factor RSA moduli, how many qubits that needs, the records achieved so far and why migration to new schemes has begun.
Oracle separations show that quantum and classical computers differ relative to a black box. Key results, from Simon’s problem to BQP versus PH.
Quantum parallelism evaluates a function on many inputs at once, but measurement returns only one result. What it gives and what it does not.
Quantum property testing decides whether a state or operation has a property using few measurements. Methods such as entanglement witnesses.
Quantum approaches to optimization compared: quantum annealing, quantum walks and Grover’s algorithm, and industries where they are being tested.
Quantum algorithms for matrix operations: inversion, singular value decomposition and linear systems, with their uses and important caveats.
How quantum algorithms compute persistent homology for topological data analysis, what speedups are claimed and what current hardware allows.
Quantum Fourier sampling applies the quantum Fourier transform and measures the result. How it reveals hidden structure and where it is used.
How quantum annealing and variational algorithms are applied to portfolio optimization, how they compare with classical methods, and results so far.