opentn

Code for my master thesis at the Scientific Computing chair @ TUM under the supervision of Prof. Christian Mendl

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OpenTN [WIP]

Employing Locally Purified Density Operator (LPDO) tensor networks to study open quantum systems under non-local CPTP maps.

Decreasing approximation errors from the trotterization of CPTP maps on the kraus dimensions. Using Riemannian optimization on Sitefel Manifold.

Methods: Tensor Networks, Automatic Differentiation, Convex Optimization, Riemannian Optimization, Open Quantum Systems.

Structure

├── experiments
   ├── *ipynb notebooks with experiments to verify the theory and numerics*
├── opentn
   ├── states
   │   ├── __init__.py
   │   ├── qubits.py
   │   ├── qudits.py
   ├── __init__.py
   ├── channels.py
   ├── circuits.py
   ├── entanglement.py
   ├── optimization.py
   ├── stiefel.py
   ├── transformations.py
   ├── trust_region_rcopt.py
├── tests
   ├── test_optimization.py
   ├── test_transformations.py
├── .gitignore
└── README.md