Probabilistic Pathways: New Frontiers in Quantum Ensemble Control
Randa Herzallah, Abdessamad Belfakir

TL;DR
This paper introduces a probabilistic control framework for efficiently steering quantum ensembles from initial to final states, accounting for environmental interactions and parameter variations, with demonstrated numerical effectiveness.
Contribution
It presents a novel probabilistic control approach for quantum ensembles that handles environmental effects and parameter variations, enabling distribution-to-distribution state transitions.
Findings
Effective control of quantum ensembles demonstrated through numerical simulations.
Framework compensates for environmental interactions and parameter variations.
Enables transition from initial to desired final probability distributions.
Abstract
In this paper, we propose a novel probabilistic control framework for efficiently controlling an ensemble of quantum systems that can also compensate for the interaction of the systems with the external environment. The main challenge in this problem is to simultaneously steer an ensemble of systems with variation in their internal parameters from an initial state to a desired final state. The minimisation of the discrepancy between the probabilistic description of the dynamics of a quantum ensemble and a predefined desired probabilistic description is the key step in the proposed framework. With this objective, the derived solution will not only allow the transitioning of the ensemble from one state to another, but will generally allow steering an initial distribution of the ensemble to a final distribution. Numerical results are presented, demonstrating the effectiveness of the…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsQuantum Information and Cryptography · Spectroscopy and Quantum Chemical Studies · Quantum Mechanics and Applications
