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Approaching the full configuration interaction ground state from an arbitrary wavefunction with gradient descent and
1Department of Chemistry, Wesleyan University, Middletown, Connecticut 06459, USA.
We present a novel method for optimizing full configuration interaction (FCI) wavefunctions using gradient descent and quasi-Newton algorithms. This approach avoids storing intermediate wavefunctions, enabling energy calculations for larger quantum systems.
Area of Science:
- Quantum Chemistry
- Computational Chemistry
- Electronic Structure Theory
Background:
- Full Configuration Interaction (FCI) is an accurate but computationally expensive method for determining electronic structure.
- Standard FCI methods struggle with scaling to larger quantum systems due to high memory requirements.
- Optimizing wavefunctions from arbitrary reference states is crucial for advancing quantum chemistry calculations.
Purpose of the Study:
- To develop an efficient algorithm for optimizing FCI ground state wavefunctions.
- To overcome the memory limitations of traditional FCI approaches.
- To enable FCI energy calculations for larger and more complex quantum systems.
Main Methods:
- Utilizing gradient descent and quasi-Newton optimization algorithms.
- Evaluating energies via expectation values of an initial reference state $|0\rangle$.
- Avoiding the explicit storage of intermediate wavefunctions during optimization.
Main Results:
- Demonstrated that intermediate wavefunction energies can be computed without explicit storage.
- Enabled energy calculations for significantly larger systems than standard FCI methods.
- Successfully applied the algorithm using reference wavefunctions composed of non-orthogonal determinants.
Conclusions:
- The proposed optimization method offers a computationally feasible pathway to FCI energies.
- This technique significantly expands the size of quantum systems amenable to FCI calculations.
- The approach provides a practical tool for high-accuracy electronic structure investigations.
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