noise-modeler

# Noise Modeler ## Purpose Provides expert guidance on quantum noise modeling for realistic simulation and hardware characterization analysis. ## Capabilities - Depolarizing channel modeling - Amplitude damping models - Phase damping models - Crosstalk noise models - Readout error modeling - Custom noise model construction - Kraus operator representation - Pauli channel conversion ## Usage Guidelines 1. **Noise Identification**: Determine dominant noise sources from benchmarking data 2. **Model Construction**: Build appropriate noise channels for each error type 3. **Parameter Extraction**: Fit model parameters to experimental data 4. **Simulation Integration**: Apply noise models to circuit simulations 5. **Validation**: Compare noisy simulations with hardware results ## Tools/Libraries - Qiskit Aer - Cirq - PennyLane - QuTiP - NumPy