This Julia package provides functions to sample from various random matrix ensebles associated with quantum information applications.
Here is a table of currently support ensembles:
| Type | Ensemble |
|---|---|
GinibreEnsemble |
Ginibre unitarily invariant matrix ensemble |
FubiniStudyPureState |
Fubini-Study pure ensemble |
FubiniStudyMixedState |
Mixed-state ensemble induced by tracing out elements of Fubini-Study ensenble on a larger space |
HilbertSchmidtMixedState |
Mixed-state ensemble given by the "flat" Hilbert-Schmidt |
BuresMixedState |
Mixed-state ensemble given by the Bures metric. |
ClosedHaarEnsemble |
Circular Unitary Ensemble (CUE), unitaries distributed according to the Haar measure. |
OpenHaarEnsemble |
Quantum channel ensemble induced by Haar-distributed unitaries (CUE) on a larger space. |
RandomClosedEvolution |
Unitary matrix ensemble obtained by evolving under a Hamiltonian sampled from a Gaussian unitary ensemble |
RandomOpenEvolution |
Quantum channel ensemble induced by integrated GUE evolution on a larger space. |
The interface is emulates the interface of Distributions.jl,
although there is a lot missing at the moment.
Install it with the following command:
julia> Pkg.add("RandomQuantum")
For Julia v1.0 use the master branch:
(v1.0) pkg> add RandomQuantum
julia> using RandomQuantum
julia> rand(BuresMixedState(2))
2x2 Array{Complex{Float64},2}:
0.771511+0.0im -0.0632581+0.116198im
-0.0632581-0.116198im 0.228489+0.0im Francesco Mezzadri, How to Generate Random Matrices from the Classical Compact Groups Notices Amer Math Soc 54 4 592 (2007) arXiv:math-ph/0609050
Wojciech Bruzda, Valerio Cappellini, Hans-Jürgen Sommers, Karol Życzkowski, Random quantum operations, Physics Letters A, Volume 373, Issue 3, 12 January 2009, Pages 320-324 arXiv:0804.2361
Karol Życzkowski, Karol A. Penson, Ion Nechita, and Benoît Collins, Generating random density matrices, Journal of Mathematical Physics, 52, 062201 (2011) arXiv:1010.3570
MIT License
This research was funded by the Intelligence Advanced Research Projects Activity (IARPA) Multi Qubit Coherent Operations (MQCO) program under Contract No. W911NF-10-1-0324. All statements of fact, opinion, or conclusions contained herein are those of the authors and should not be construed as representing the official views or policies of IARPA, ODNI, or the US Government.
(c) Raytheon BBN Technologies, 2015
Marcus P S (@marcusps)