Advanced Examples

This section contains advanced examples for experienced users.

Custom Quantum Encoding

Implementing custom quantum encoding methods:

import quscope
import numpy as np
from qiskit import QuantumCircuit

# Create custom encoder class
class CustomEncoder(quscope.QuantumImageEncoder):
    def custom_encode(self, image_data):
        """Custom encoding method."""
        circuit = QuantumCircuit(self.num_qubits)
        # Add custom encoding logic here
        return circuit

# Use custom encoder
image_data = np.random.rand(4, 4)
encoder = CustomEncoder(image_size=(4, 4))
circuit = encoder.custom_encode(image_data)

EELS Analysis Workflow

Complete electron energy loss spectroscopy analysis:

import quscope.eels_analysis as eels
import numpy as np

# Simulate EELS data
eels_data = np.random.rand(100, 100, 512)

# Preprocess EELS data
processed_data = eels.preprocess_eels_data(eels_data)

# Apply quantum processing
result = eels.quantum_process_eels(processed_data)

Performance Optimization

Optimizing quantum circuits for better performance:

import quscope
from qiskit.transpiler import PassManager
from qiskit.transpiler.passes import Optimize1qGates

# Create and optimize circuit
image_data = np.random.rand(4, 4)
encoder = quscope.QuantumImageEncoder(image_size=(4, 4))
circuit = encoder.encode_amplitude_encoding(image_data)

# Optimize the circuit
pass_manager = PassManager([Optimize1qGates()])
optimized_circuit = pass_manager.run(circuit)