# Local Descriptive Tools `chemtools.tool.localtool`

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Local descriptors, \(p_{\text{local}} (\mathbf{r})\), assign a value to every point in space. These values then provide insight into the reactivity of the molecule at point \(\mathbf{r}\) in space. As with the Global Descriptive Tools chemtools.tool.globaltool, local reactivity descriptors may be classified as either fundamental or derived. Also similar to global reactivity descriptors, evaluating local descriptors requires specification of an appropriate model for the dependence of the electronic energy on the number of electrons, i.e., \(E\left(N\right)\). ChemTools has built-in support for the linear and quadratic energy models, as well as the capability to compute the local descriptors associated with a user-defined energy model.

**Fundamental Local Reactivity Descriptors**

In conceptual DFT, the fundamental local descriptors are functional derivatives of fundamental global descriptive tools with respect to local quantities, typically the external potential \(v(\mathbf{r})\), but occasionally also the electron density \(\rho(\mathbf{r})\).

In the canonical ensemble, fundamental local descriptors arise by differentiating energy and its derivatives (with respect to the number of electrons), with respect to the external potential \(v(\mathbf{r})\) at constant number of electrons \(N\).

\[\begin{split}\rho(\mathbf{r}) = f^{(0)}(\mathbf{r}) &= {\left( \frac{\delta E}{\delta v(\mathbf{r})} \right)_N} && \\ f(\mathbf{r}) = f^{(1)}(\mathbf{r}) &= {\left( \frac{\delta \mu}{\delta v(\mathbf{r})} \right)_N} &&= {\left( \frac{\delta}{\delta v(\mathbf{r})} {\left( \frac{\partial E}{\partial N} \right)_{v(\mathbf{r})}} \right)_N} \\ \Delta f(\mathbf{r}) = f^{(2)}(\mathbf{r}) &= {\left( \frac{\delta \eta}{\delta v(\mathbf{r})} \right)_N} &&= {\left( \frac{\delta}{\delta v(\mathbf{r})} {\left( \frac{\partial^2 E}{\partial N^2} \right)_{v(\mathbf{r})}} \right)_N} \\ f^{(n)}(\mathbf{r}) &= {\left( \frac{\delta \eta^{(n-1)}}{\delta v(\mathbf{r})} \right)_N} &&= {\left( \frac{\delta}{\delta v(\mathbf{r})} {\left( \frac{\partial^n E}{\partial N^n} \right)_{v(\mathbf{r})}} \right)_N}\end{split}\]

The derivative of the energy with respect to the external potential is, by the Hellmann-Feynman theorem,
equal to the ground-state electron density, \(\rho(\mathbf{r})\). [23]H. Hellmann. *Einführung in die Quantenchemie*. Leipzig: Franz Deuticke, 1937.[24]R.P. Feynman. Forces in molecules. *Phys. Rev.*, 56(4):340–343, 1939.
The derivative of the electronic chemical potential with respect to the external potential,
at fixed electron number, is the **Fukui function**, \(f(\mathbf{r})\). [25]K. Fukui, T. Yonezawa, and H. Shingu. A molecular orbital theory of reactivity in aromatic hydrocarbons. *J. Chem. Phys.*, 20(4):722–725, 1952.[26]R.G. Parr and W. Yang. Density functional approach to the frontier-electron theory of chemical reactivity. *J. Am. Chem. Soc.*, 106(14):4049–4050, 1984.
The Fukui function is the fundamental regioselectivity descriptor in conceptual DFT, and indicates the
areas of the molecule that are best able to accept/donate electrons.
The derivative of the chemical hardness with respect to external potential at constant \(N\) is the
**dual descriptor**, \(\Delta f(\mathbf{r})\). [27]C. Morell, A. Grand, and A. Toro-Labbé. New dual descriptor for chemical reactivity. *J. Phys. Chem.*, 109(1):205–212, 2005.
The dual descriptor is positive in electrophilic regions negative in nucleophilic regions. It is especially
useful for reactions where electrons are simultaneously accepted/donated electrons (like concerted pericyclic
reactions) or for describing ambiphilic reagents. Higher-order local reactivity descriptors—corresponding to
the derivatives of hyper-hardnesses with respect to the external potential—are called **hyper-Fukui functions** or
\(\mathbf{n^{\text{th}}}\) **-order Fukui function**, \(f^{(n)}(\mathbf{r})\).
While the computational utility of hyper-Fukui functions has not been established, they can be computed with ChemTools.

In the grand canonical ensemble, fundamental local descriptors arise by differentiating grand potential and its derivatives (with respect to the electronic chemical potential) with respect to the external potential \(v(\mathbf{r})\) at constant chemical potential \(\mu\).

\[\begin{split}\rho(\mathbf{r}) = s^{(0)}(\mathbf{r}) &= {\left( \frac{\delta \Omega}{\delta v(\mathbf{r})} \right)_{\mu}} \\ s(\mathbf{r}) = s^{(1)}(\mathbf{r}) &= -{\left( \frac{\delta N}{\delta v(\mathbf{r})} \right)_{\mu}} = {\left( \frac{\delta}{\delta v(\mathbf{r})} {\left( \frac{\partial \Omega}{\partial \mu} \right)_{v(\mathbf{r})}} \right)_{\mu}} = S \cdot f(\mathbf{r}) \\ s^{(2)}(\mathbf{r}) &= {\left( \frac{\delta S}{\delta v(\mathbf{r})} \right)_{\mu}} = {\left( \frac{\delta}{\delta v(\mathbf{r})} {\left( \frac{\partial^2 \Omega}{\partial {\mu}^2} \right)_{v(\mathbf{r})}} \right)_{\mu}} = S^{2} \cdot f^{(2)}(\mathbf{r}) + S^{(2)} \cdot f(\mathbf{r}) \\ s^{(n)}(\mathbf{r}) &= {\left( \frac{\delta S^{(n-1)}}{\delta v(\mathbf{r})} \right)_{\mu}} = {\left( \frac{\delta}{\delta v(\mathbf{r})} {\left( \frac{\partial^n \Omega}{\partial {\mu}^n} \right)_{v(\mathbf{r})}} \right)_{\mu}} \\ &= -\sum_{k=1}^n f^{(k)}(\mathbf{r}) \cdot B_{n,k}\left(S^{(1)}, S^{(2)}, ..., S^{(n-k+1)} \right) \\\end{split}\]

The derivative of the grand potential with respect to the external potential at constant chemical potential
is the ground-state electron density, \(\rho(\mathbf{r})\).
The derivative of minus the number of electrons with respect to the external potential, at fixed electron number,
gives the **local softness**, \(s(\mathbf{r})\). [28]W Yang and R G Parr. Hardness, softness, and the fukui function in the electronic theory of metals and catalysis. *Proc. Natl. Acad. Sci. U.S.A.*, 82(20):6723–6726, 1985.
The local softness is the fundamental regioselectivity descriptor for open systems, and is especially useful when
comparing the relative electrophilicity/nucleophilicity of reactive sites of different molecules, especially if
those molecules are somewhat different in size. The derivative of the global softness with respect to external
potential at constant \(\mu\) is the **dual local softness**, \(s^{(2)}(\mathbf{r})\).
The dual local softness is positive in electrophilic regions negative in nucleophilic regions.
It has similar properties and amplicability to the dual descriptor. Higher-order local reactivity
descriptors—corresponding to the derivatives of global hyper-softnesses with respect to the external potential—are
called local **hyper-softnesses** or \(\mathbf{n^{\text{th}}}\) **-order local softness**, \(s^{(n)}(\mathbf{r})\).
While the computational utility of local hyper-softnesses have not been established,
they can be computed with ChemTools.

In ChemTools, the expressions for reactivity indicators in the grand canonical ensemble are evaluated from the reactivity indicators in the canonical ensemble. This leads to rather complicated expressions for the local hyper-softnesses. For details about how expressions for the local hyper-softnesses can be expressed in terms of the hyper-Fukui functions using Faà di Bruno’s formula, please refer to Deriving Local Hyper-Softness.

**Derived Local Reactivity Descriptors**

Many derived local reactivity descriptors are defined as the local response of a global derived descriptors. I.e., the derivative of any global reactivity descriptor with respect to the external potential, \(v(\mathbf{r})\) at constant \(N\) or \(\mu\) is a local reactivity descriptor. Most other derived descriptors are defined as products of several global and local descriptors.

**Energy Models**

Calculating fundamental and derived global reactivity descriptors requires that one choose a model for the dependence of the electronic energy upon the number of electrons at fixed external potential, \(v(\mathbf{r})\). For the user-selected reference states with electron numbers \(N_0,N_1,N_2,...,N_n\) and electronic energies \(E\left(N_0\right),E\left(N_1\right),E\left(N_2\right),...,E\left(N_n\right)\), a model for the electron density and Fukui functions as a function of the number of electrons can be derived using chain-rule:

\[\begin{split}f^{(n)}(\mathbf{r}) &= {\left(\frac{\delta}{\delta v(\mathbf{r})}{\left(\frac{\partial^n E_{\text{model}}} {\partial N^n}\right)_{v(\mathbf{r})}}\right)_N} \\ &= {\left(\frac{\delta}{\delta v(\mathbf{r})}{\left(\frac{\partial^n} {\partial N^n} E(N; \{\alpha_1, \alpha_2, ..., \alpha_n\}) \right)_{v(\mathbf{r})}}\right)_N} \\ &= {\left(\frac{\partial^n}{\partial N^n}{\left(\frac{\delta} {\delta v(\mathbf{r})} E(N; \{\alpha_1, \alpha_2, ..., \alpha_n\}) \right)_N} \right)_{v(\mathbf{r})}} \\ &= {\left(\frac{\partial^n}{\partial N^n}{\left(\sum_{i=1}^n \frac{\partial E(N; \{\alpha_1, \alpha_2, ..., \alpha_n\})} {\partial \alpha_{i}} \frac{\delta \alpha_i}{\delta v(\mathbf{r})} \right)_N} \right)_{v(\mathbf{r})}} \\ &= {\left(\frac{\partial^n}{\partial N^n}{\left(\sum_{i=1}^n \left( \frac{\partial E(N; \{\alpha_1, \alpha_2, ..., \alpha_n\})} {\partial \alpha_{i}} \cdot \sum_k \frac{\partial \alpha_i}{\partial E_{N_0 \pm k}} \frac{\delta E_{N_0 \pm k}}{\delta v(\mathbf{r})} \right)_N\right)} \right)_{v(\mathbf{r})}} \\ &= {\left(\frac{\partial^n}{\partial N^n}{\left(\sum_{i=1}^n \left( \left.\frac{\partial E(N; \{\alpha_1, \alpha_2, ..., \alpha_n\})} {\partial \alpha_{i}}\right|_{N=N_0} \cdot \sum_k \frac{\partial \alpha_i}{\partial E_{N_0 \pm k}} \rho_{N_0 \pm k}(\mathbf{r}) \right)\right)} \right)_{v(\mathbf{r})}} \\ &= \sum_{i=1}^n \left(\left. \frac{\partial^{n+1} E(N; \{\alpha_1, \alpha_2, ..., \alpha_n\})} {\partial N^n \partial\alpha_{i}} \right|_{N=N_0} \cdot \sum_k \frac{\partial \alpha_i}{\partial E_{N_0 \pm k}} \rho_{N_0 \pm k}(\mathbf{r})\right)_{v(\mathbf{r})}\end{split}\]

where the known electron densities for the reference states are

\[\rho_{N_k}(\mathbf{r}) = \left(\frac{\delta E\left(N_k\right)}{\delta v(\mathbf{r})}\right)_{N=N_k} \qquad k=1,2,\dots,n\]

ChemTools provide explicit implementations for local reactivity descriptors computed using the

The rational model and the exponential model do not have built-in support because the local reactivity
indicators (even the electron density!) do not satisfy the appropriate normalization constraints for these models.
Please see [7]F. Heidar-Zadeh, R Alain Miranda-Quintana, T. Verstraelen, P. Bultinck, and P.W. Ayers. When is the fukui function not normalized? the danger of inconsistent energy interpolation models in density functional theory. *J. Chem. Theory Comput.*, 12(12):5777–5787, 2016. for more information.