Nettet20. mai 2024 · In recent years, some experimental studies and simulations show that reinforcement learning (RL) is an effective learning control approach for solving certain quantum control problems. In this paper, Q-learning with different exploration strategies (e.g., ε-greedy and Softmax), probabilistic Q-learning (PQL) and quantum … NettetHis main research interests are in robust control theory, quantum control theory and stochastic control theory. Ian Petersen was elected IFAC Council Member for the 2014-2024 and 2024-2024 Trienniums. He was also elected to be a member of the IEEE Control Systems Society Board of Governors for the periods 2011-2013 and 2015-2024.
Open quantum system control based on reinforcement learning
Nettet11. apr. 2024 · Solving the ground state and the ground-state properties of quantum many-body systems is generically a hard task for classical algorithms. For a family of ... Download a PDF of the paper titled Exponentially Improved Efficient Machine Learning for Quantum Many-body States with Provable Guarantees, by Yanming Che and Clemens ... NettetLearning control of quantum systems using frequency-domain optimization algorithms Daoyi Dong, Chuan-Cun Shu, Jiangchao Chen, Xi Xing, Hailan Ma, Yu Guo, Herschel Rabitz Abstract—We investigate two classes of quantum control problems by using frequency-domain optimization algorithms in the context of ultrafast laser control of … bunnys info
Quantum robot--structure,algorithms and applications - arXiv
Nettet11. apr. 2024 · We compute the ground-state properties of fully polarized, trapped, one-dimensional fermionic systems interacting through a gaussian potential. We use an antisymmetric artificial neural network, or neural quantum state, as an ansatz for the wavefunction and use machine learning techniques to variationally minimize the … Nettet12. apr. 2024 · At the atomic and subatomic scales of matter, classical laws of nature lose control and quantum mechanics take over. Discoveries of new quantum phenomena and materials, such as quantum entanglement and topological systems, promise to deliver groundbreaking technologies. New extremely efficient quantum computers and … Nettet24. mai 2024 · Abstract. Learning the Hamiltonian that describes interactions in a quantum system is an important task in both condensed-matter physics and the verification of quantum technologies. Its classical ... bunny sings i love you