|
904 | 904 | "plt.tight_layout()\n", |
905 | 905 | "plt.show()" |
906 | 906 | ] |
907 | | - }, |
908 | | - { |
909 | | - "cell_type": "markdown", |
910 | | - "metadata": {}, |
911 | | - "source": [ |
912 | | - "## 12. Conclusion\n", |
913 | | - "\n", |
914 | | - "This notebook demonstrated:\n", |
915 | | - "\n", |
916 | | - "### ✓ **Qiskit Implementation**\n", |
917 | | - "- SparsePauliOp for Hamiltonian construction\n", |
918 | | - "- Parameterized quantum circuits\n", |
919 | | - "- Estimator primitive for expectation values\n", |
920 | | - "\n", |
921 | | - "### ✓ **Multiple Backends**\n", |
922 | | - "- Ideal simulator (noiseless)\n", |
923 | | - "- Noisy simulator (realistic noise models)\n", |
924 | | - "- Real hardware compatibility (IBM Quantum)\n", |
925 | | - "\n", |
926 | | - "### ✓ **Realistic Quantum Computing**\n", |
927 | | - "- Finite measurement shots\n", |
928 | | - "- Noise effects\n", |
929 | | - "- Error mitigation considerations\n", |
930 | | - "\n", |
931 | | - "### ✓ **Complete Analysis**\n", |
932 | | - "- Pauli decomposition and measurements\n", |
933 | | - "- Convergence tracking\n", |
934 | | - "- Shot budget analysis\n", |
935 | | - "- Comparison with exact results\n", |
936 | | - "\n", |
937 | | - "### Next Steps:\n", |
938 | | - "1. **Run on real hardware**: Use IBM Quantum Experience\n", |
939 | | - "2. **Error mitigation**: Implement readout error mitigation, zero-noise extrapolation\n", |
940 | | - "3. **Advanced ansätze**: Try different circuit designs\n", |
941 | | - "4. **Multi-qubit systems**: Extend to 2+ qubits with entanglement\n", |
942 | | - "5. **Adaptive VQE**: Use ADAPT-VQE for automatic circuit construction" |
943 | | - ] |
944 | | - }, |
945 | | - { |
946 | | - "cell_type": "code", |
947 | | - "execution_count": null, |
948 | | - "metadata": {}, |
949 | | - "outputs": [], |
950 | | - "source": [ |
951 | | - "print(\"\\n\" + \"=\"*70)\n", |
952 | | - "print(\"QISKIT VQE NOTEBOOK COMPLETE\")\n", |
953 | | - "print(\"=\"*70)\n", |
954 | | - "print(\"\\nThis notebook demonstrated:\")\n", |
955 | | - "print(\" ✓ VQE implementation using Qiskit primitives\")\n", |
956 | | - "print(\" ✓ Hamiltonian construction with SparsePauliOp\")\n", |
957 | | - "print(\" ✓ Parameterized quantum circuits\")\n", |
958 | | - "print(\" ✓ Multiple backend support (ideal, noisy, hardware)\")\n", |
959 | | - "print(\" ✓ Realistic noise modeling\")\n", |
960 | | - "print(\" ✓ Shot budget analysis\")\n", |
961 | | - "print(\" ✓ Measurement in different Pauli bases\")\n", |
962 | | - "print(\" ✓ Ready for IBM Quantum hardware!\")\n", |
963 | | - "print(\"\\nReady to run on real quantum computers! 🚀\")\n", |
964 | | - "print(\"=\"*70)" |
965 | | - ] |
966 | 907 | } |
967 | 908 | ], |
968 | 909 | "metadata": { |
969 | 910 | "kernelspec": { |
970 | | - "display_name": "Python 3", |
| 911 | + "display_name": "Python 3 (ipykernel)", |
971 | 912 | "language": "python", |
972 | 913 | "name": "python3" |
973 | 914 | }, |
|
981 | 922 | "name": "python", |
982 | 923 | "nbconvert_exporter": "python", |
983 | 924 | "pygments_lexer": "ipython3", |
984 | | - "version": "3.8.0" |
| 925 | + "version": "3.9.15" |
985 | 926 | } |
986 | 927 | }, |
987 | 928 | "nbformat": 4, |
|
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