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The alchemical integral transform revisited
Simon León Krug1, O Anatole von Lilienfeld1,2,3,4,5,6,7
1Machine Learning Group, Technische Universität Berlin, 10587 Berlin, Germany.
We rigorously derived the Alchemical Integral Transform (AIT) kernel for predicting energy differences. This work details parameterizing alchemical changes in n dimensions, with applications to quantum systems.
Area of Science:
- Quantum chemistry
- Computational physics
- Theoretical chemistry
Background:
- The Alchemical Integral Transform (AIT) was recently introduced to predict energy differences.
- An ansatz was previously proposed to parameterize the spatial change (r) during an alchemical transformation (λ).
Purpose of the Study:
- To provide a rigorous mathematical derivation of the kernel (K) for the Alchemical Integral Transform (AIT).
- To thoroughly discuss the parameterization of spatial coordinates (r) as a function of alchemical change (λ) in n-dimensional space.
- To explore the necessary conditions, mathematical freedoms, and additional constraints involved in obtaining the r(λ) parameterization.
Main Methods:
- Rigorous mathematical derivation of the AIT kernel (K).
- Analysis of n-dimensional parameterization of spatial coordinates r(λ).
- Derivation of analytical expressions for spectral and density changes.
Main Results:
- A rigorous derivation of the Alchemical Integral Transform (AIT) kernel (K) is presented.
- The parameterization of alchemical change r(λ) in n dimensions is discussed, including conditions and constraints.
- Analytical expressions for energy spectra and density changes are derived for various quantum systems.
Conclusions:
- The rigorous derivation and detailed discussion of AIT enhance its applicability for predicting energy differences.
- The presented methods and results are validated through applications to diverse quantum mechanical systems.
- This work provides a robust theoretical framework for alchemical transformations in quantum systems.
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