Quantum optimal control in quantum technologies. Strategic report on current status, visions and goals for research in Europe
Quantum optimal control, a toolbox for devising and implementing the shapes of external
fields that accomplish given tasks in the operation of a quantum device in the best way …
fields that accomplish given tasks in the operation of a quantum device in the best way …
Learning quantum systems
The future development of quantum technologies relies on creating and manipulating
quantum systems of increasing complexity, with key applications in computation, simulation …
quantum systems of increasing complexity, with key applications in computation, simulation …
Artificial intelligence and machine learning for quantum technologies
In recent years the dramatic progress in machine learning has begun to impact many areas
of science and technology significantly. In the present perspective article, we explore how …
of science and technology significantly. In the present perspective article, we explore how …
Modern applications of machine learning in quantum sciences
In these Lecture Notes, we provide a comprehensive introduction to the most recent
advances in the application of machine learning methods in quantum sciences. We cover …
advances in the application of machine learning methods in quantum sciences. We cover …
Gradient-ascent pulse engineering with feedback
Efficient approaches to quantum control and feedback are essential for quantum
technologies, from sensing to quantum computation. Open-loop control tasks have been …
technologies, from sensing to quantum computation. Open-loop control tasks have been …
Pareto-optimal cycles for power, efficiency and fluctuations of quantum heat engines using reinforcement learning
The full optimization of a quantum heat engine requires operating at high power, high
efficiency, and high stability (ie, low power fluctuations). However, these three objectives …
efficiency, and high stability (ie, low power fluctuations). However, these three objectives …
Optimal control of families of quantum gates
Quantum optimal control (QOC) enables the realization of accurate operations, such as
quantum gates, and supports the development of quantum technologies. To date, many …
quantum gates, and supports the development of quantum technologies. To date, many …
Model-free optimization of power/efficiency tradeoffs in quantum thermal machines using reinforcement learning
A quantum thermal machine is an open quantum system that enables the conversion
between heat and work at the micro or nano-scale. Optimally controlling such out-of …
between heat and work at the micro or nano-scale. Optimally controlling such out-of …
Protocol discovery for the quantum control of majoranas by differentiable programming and natural evolution strategies
Quantum control, which refers to the active manipulation of physical systems described by
the laws of quantum mechanics, constitutes an essential ingredient for the development of …
the laws of quantum mechanics, constitutes an essential ingredient for the development of …
Near-optimal control of dynamical systems with neural ordinary differential equations
L Böttcher, T Asikis - Machine Learning: Science and Technology, 2022 - iopscience.iop.org
Near-optimal control of dynamical systems with neural ordinary differential equations -
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