Skip to main content
Sandbox Physics

Q048 · Open systems / state reconstruction

Decoherence Channels & Information Loss

Watch level populations and phase alignment separately. Predict what changes under phase damping, then compare relaxation into a cold bath. Test the endpoint with three independent sets of simulated counts; explore state reconstruction and decay fits when ready.

Interactive modelDecoherence Channels & Information Loss
Ground population50%50\%
Phase alignment100%100\%

The prepared state is ready. Move time forward to see the change.

Bars are modeled populations. The phase hand shows transverse coherence; its direction is a relative phase, not a spatial orientation. Gray marks the preparation.

Endpoint model and acquisition readouts
Model excited population—\text{—}
Model displayed-basis probability—\text{—}
Model purity—\text{—}
Model entropy—\text{—}
Bath excited fraction—\text{—}
Model transverse rate—\text{—}
Current tomography shots—\text{—}
Explore the evidence · counts, fits and raw data

SIMULATED ACQUISITION

Follow the evidence through the noise.

Predict which components change. Acquire three bases for the current state, then a time scan. Colored points and 95% Wilson bars come from separate preparation ensembles; dashed curves are model references.

No acquired record yet.

Inference from acquired counts

—\text{—}

Current-state reconstruction

ρ^=—\widehat\rho=\text{—}
—\text{—}
Current counts and 95% intervals
BasisPositive / total95% Wilson interval
Model density matrix · not reconstructed data
ρ=I+r⋅σ2\rho=\frac{I+\boldsymbol r\cdot\boldsymbol\sigma}{2}
Latest raw events · full record in CSV
Event / runProtocol / basisDuration (ms)Outcome

Scientific basis: IBM Quantum · channels · IBM Quantum · noise models

Physics tutorial

Reconstruct information after a channel

BackgroundA density matrix records both population and coherence. Different environments change them in different ways.

Why it mattersMeasuring one population cannot establish purity. Three independent preparation ensembles provide the complementary information needed for a single-qubit reconstruction.

Start with the essentials

Focus question
Can a noisy process make an initially pure state mixed, then pure again?
One-sentence intuition
Cold relaxation ends in a pure ground state. Pure phase damping keeps population, and depolarization approaches the maximally mixed state.

Core mathematical model

Thermal relaxation with pure dephasing

rz(t)=rz,eq+[rz(0)−rz,eq]e−Γ1t,rx,y(t)=rx,y(0)e−(Γ1/2+Γφ)tr_z(t)=r_{z,\mathrm{eq}}+[r_z(0)-r_{z,\mathrm{eq}}]e^{-\Gamma_1t},\quad r_{x,y}(t)=r_{x,y}(0)e^{-(\Gamma_1/2+\Gamma_\varphi)t}

North is ground. Rates are nonnegative inverse ms; the transverse decay rate includes half the longitudinal rate.

Two-level Gibbs bath

q=11+ehf01/(kBTb),rz,eq=1−2qq=\frac{1}{1+e^{hf_{01}/(k_BT_b)}},\quad r_{z,\mathrm{eq}}=1-2q

The bath fraction uses the displayed GHz gap and Kelvin temperature. Zero temperature gives zero excited fraction; this is an effective bath, not a specific device.

Reconstruct from counts

r~j=2nj,+Nj−1,r^=r~max⁡(1,∣r~∣),ρ^=I+r^⋅σ2\widetilde r_j=2\frac{n_{j,+}}{N_j}-1,\quad \widehat{\boldsymbol r}=\frac{\widetilde{\boldsymbol r}}{\max(1,|\widetilde{\boldsymbol r}|)},\quad \widehat\rho=\frac{I+\widehat{\boldsymbol r}\cdot\boldsymbol\sigma}{2}

Each basis uses a separately prepared ensemble. Radial Euclidean projection enforces a physical Bloch ball; it is not maximum likelihood and can introduce finite-sample bias.

Purity and entropy

P=1+∣r∣22,S=−∑±λ±log⁡2λ±,λ±=1±∣r∣2\mathcal P=\frac{1+|\boldsymbol r|^2}{2},\quad S=-\sum_{\pm}\lambda_\pm\log_2\lambda_\pm,\quad\lambda_\pm=\frac{1\pm|\boldsymbol r|}{2}

Propagated approximate joint Wilson component bounds give conservative purity and entropy ranges. They exclude preparation and measurement systematics.

Common difficulties

Noise need not monotonically reduce purity

Typical misconceptionEvery channel always decreases purity.

Better mental modelAmplitude damping is non-unital and can prepare a pure ground state. Depolarization and pure dephasing are different channels.

One qubit is not measured three times

Typical misconceptionThe three records are successive measurements of one specimen.

Better mental modelEach recorded result comes from a fresh preparation. Three ensemble averages estimate complementary components.

A fitted state is not a certified device

Typical misconceptionA physical projected estimate proves the detector and channel are correct.

Better mental modelProjection is a statistical constraint. The model assumes ideal preparation and readout; real device calibration and process tomography are outside this experiment.

Run the experiment

  1. 01

    Acquire complementary information

    Choose Thermal relaxation and acquire three bases. Open the reconstructed density matrix and count table.

    What to observe: The green reconstructed state comes only from counts. The purple state and dashed curves remain separate model references.
  2. 02

    Follow energy to a cold bath

    Choose Cold excited state and acquire a time scan. Move exposure from zero through the middle to four milliseconds.

    What to observe: Longitudinal population changes; purity falls then recovers. The acquisition fit reports weak identification when the input lacks transverse coherence.
  3. 03

    Lose phase without energy

    Choose Phase loss only and acquire a time scan.

    What to observe: The longitudinal probability stays fixed while transverse probabilities approach half. Entropy increases without population relaxation.
  4. 04

    Challenge reconstruction

    Choose No noise, reduce shots, acquire three bases, then increase shots. Try an unpolarized input.

    What to observe: Sampling may put the raw Bloch vector outside the ball. Projection restores positivity; uncertainty stays visible. An unpolarized input cannot identify depolarization rate.