Relative Fisher information in some central potentials
Neetik Mukherjee, Amlan K. Roy

TL;DR
This paper derives analytical expressions for the relative Fisher information in various quantum systems, revealing how it varies with quantum numbers in different potentials and spaces.
Contribution
It provides the first closed-form analytical expressions for relative Fisher information in several central quantum potentials in both position and momentum spaces.
Findings
IR increases linearly with quantum number n in 1D QHO.
IR varies as a power of n_r in 3D QHO and PHP.
IR depends on n and l in hydrogen atom, showing initial increase then decrease with n.
Abstract
Relative Fisher information (IR), which is a measure of correlative fluctuation between two probability densities, has been pursued for a number of quantum systems, such as, 1D quantum harmonic oscillator (QHO) and a few central potentials namely, 3D isotropic QHO, hydrogen atom and pseudoharmonic potential (PHP) in both position () and momentum () spaces. In the 1D case, the state is chosen as reference, whereas for a central potential, the respective circular or node-less (corresponding to lowest radial quantum number ) state of a given quantum number, is selected. Starting from their exact wave functions, expressions of IR in both and spaces are obtained in closed analytical forms in all these systems. A careful analysis reveals that, for the 1D QHO, IR in both coordinate spaces increase linearly with quantum number . Likewise, for 3D QHO and PHP, it…
| Orbital | IRr | Orbital | IRr | Orbital | IRr | Orbital | IRr |
|---|---|---|---|---|---|---|---|
| 1 (1) | |||||||
| (0.5925) | |||||||
| (0.375) | |||||||
| (0.256) |
| H2 | Na2 | Cl2 | ||||
|---|---|---|---|---|---|---|
| IRr | IRp | IRr | IRp | IRr | IRp | |
| 1 | 202.676044 | 1.263099 | 92.494014 | 2.767746 | 326.584840 | 0.783869 |
| 2 | 405.352089 | 2.526198 | 184.988028 | 5.535493 | 653.169681 | 1.567739 |
| 3 | 608.028133 | 3.789298 | 277.482042 | 8.303240 | 979.754522 | 2.351609 |
| 10 | 2026.760446 | 12.630994 | 924.940140 | 27.677466 | 3265.848407 | 7.838698 |
| 25 | 5066.901116 | 31.577486 | 2312.350352 | 69.193666 | 8164.621018 | 19.596745 |
| 50 | 10133.802233 | 63.154972 | 4624.700704 | 138.387333 | 16329.242036 | 39.193490 |
| 100 | 20267.604466 | 126.309944 | 9249.401408 | 276.774667 | 32658.484073 | 78.386981 |
| O | CO | NO | ||||
| 1 | 641.493486 | 0.399068 | 743.135693 | 0.344486 | 654.696038 | 0.391021 |
| 2 | 1282.986973 | 0.798137 | 1486.271387 | 0.688972 | 1309.392076 | 0.782042 |
| 3 | 1924.480460 | 1.197206 | 2229.407081 | 1.033458 | 1964.088114 | 1.173063 |
| 10 | 6414.934868 | 3.990687 | 7431.356937 | 3.444862 | 6546.960382 | 3.910211 |
| 25 | 16037.337170 | 9.976718 | 18578.392343 | 8.612155 | 16367.400957 | 9.775528 |
| 50 | 32074.674340 | 19.953437 | 37156.784686 | 17.224310 | 32734.801914 | 19.551057 |
| 100 | 64149.348680 | 39.906874 | 74313.569373 | 34.448621 | 65469.603828 | 39.102115 |
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Relative Fisher information in some central potentials
Neetik Mukherjee
Amlan K. Roy
Corresponding author. Email: [email protected], [email protected].
Department of Chemical Sciences
Indian Institute of Science Education and Research (IISER) Kolkata, Mohanpur-741246, Nadia, WB, India
Abstract
Relative Fisher information (IR), which is a measure of correlative fluctuation between two probability densities, has been pursued for a number of quantum systems, such as, 1D quantum harmonic oscillator (QHO) and a few central potentials namely, 3D isotropic QHO, hydrogen atom and pseudoharmonic potential (PHP) in both position () and momentum () spaces. In the 1D case, the state is chosen as reference, whereas for a central potential, the respective circular or node-less (corresponding to lowest radial quantum number ) state of a given quantum number, is selected. Starting from their exact wave functions, expressions of IR in both and spaces are obtained in closed analytical forms in all these systems. A careful analysis reveals that, for the 1D QHO, IR in both coordinate spaces increase linearly with quantum number . Likewise, for 3D QHO and PHP, it varies with single power of radial quantum number in both spaces. But, in H atom they depend on both principal () and azimuthal () quantum numbers. However, at a fixed , IR (in conjugate spaces) initially advance with rise of and then falls off; also for a given , it always decreases with .
PACS: 03.65-w, 03.65Ca, 03.65Ta, 03.65.Ge, 03.67-a.
Keywords: Fisher information, relative Fisher information, isotropic harmonic oscillator, hydrogen atom, pseudoharmonic potential.
I introduction
Over the years information theoretical concepts have emerged as certain valuable tool for analyzing various physical and chemical systems. Since inception, they have provided major impetus in many diverse fields of science and technology sen12 . These measures quantify the spatial distribution of single-particle density of a system in different complementary ways. Arguably, these are the most appropriate uncertainty measures, as they do not make any reference to some specific point of the corresponding Hilbert space. Moreover, these are closely related to energetics and experimentally measurable quantities of a system. Rényi entropy (R) is considered as information-generating functional, being directly connected to entropic moments, and completely characterizes density. Shannon entropy (S) is a special case of R, which provides the expectation values of logarithmic probability density. On the other hand, Fisher information (I) is a gradient functional of density that determines the fluctuation in a density distribution. In recent times, S has been extensively utilized to handle divergent perturbation series bender87 , for image reconstruction and spectral interpretation skilling91 , in polymer science penna03 , thermodynamics poland00 ; singer04 ; antoniazzi07 etc. The idea of maximization of information entropy with known values of first few moments was exploited exhaustively for a wide range of problems to search ground quantum stationary states plastino95 ; canosa89 . Lately they were used to investigate the competing behavior of localization-delocalization in double-well potential mukherjee15 ; mukherjee16 , effect of trapping of hydrogen atom in a spherically confined environment mukherjee18 . Applications of S, I are also found in formulation of Euler equation in orbital-free density functional theory nagy15 . Because of their ability to predict and explain versatile features of a system, they were invoked to explore a multitude of phenomena such as Pauli effects toranzo14 ; nagy06a , ionization potential, polarizability sen07 , entanglement nagy06b , avoided crossing ferez05 and so forth in atoms. In molecules, these quantities are used to explain steric effect nagy07 ; esquivel11 , bond formations nalewajski08 , elementary chemical reactions rosa10 etc., to cite a few.
In recent years, much attention was paid to examine several information measures like R, S, I, Tsallis entropy (T), Onicescu energy (E) in central potentials having relevance in physical and chemical problems. In this scenario, I in and spaces are expressible in terms of four radial expectation values, viz., and respectively romera05 . The product of these two quantities is bounded by both upper and lower limits given as, romera05 . A detailed inspection of R, S, I was recorded numerically in case of molecular PHP (for five diatomic molecules, Na2, Cl2, O, N, NO*+*) yahya15 . Analogous calculation of S, I in composite , spaces were reported for Pöschl-Teller sun13 , Rosen-Morse sun13a , squared tangent well dong14 , hyperbolic valencia15 , position-dependent mass Schrödinger equation chinphysb ; yanez14 infinite circular wellsong15 , hyperbolic double-well sun15 potential, etc. The literature is quite vast and we have cited only a few selective ones.
Kullback-Leibler divergence or relative entropy is an indicator of how one probability distribution function shifts from a given distribution kullback51 ; kullback78 . In quantum mechanics, this characterizes a measure of distinguishability between two states. It actually extracts the change of information from one state to other frieden04 . Relative R and S was studied for various atomic systems using H atom ground state as reference sagar08 . A detailed exploration reveals that, they are directly connected with atomic radii and quantum capacitance nagy09 ; sagar08 . Another interesting measure which has gained considerable popularity in past few years is the so-called relative Fisher information (IR) villani00 . It has distinct role in different topics of physics and chemistry, such as to calculate phase-space gradient of dissipated work and information yamano13 , deriving Jensen divergence sanchez12 , relation with score function toscani17 , in the context of study of probability current yamano13a , in thermodynamics friden99 , etc. Very recently it has been profitably used in deriving atomic densities antolin09 and formulating density functionals under local-density and generalized-gradient approximations levamaki17 . Further, IR along with Hellmann-Feynman, and virial theorem has uncovered a Legendre transform structure related to Schrödinger equation flego11 . It has been derived self-consistently on the basis of estimation theory friden10 . In quantum chemistry perspective, it has been successfully derived using above two theorems and entropy maximization principle flego11a ; venkatesan14 ; venkatesan15 . Of late, radial IR for H atom in space has been estimated yamano18 numerically using ground state () as reference. It would be nice and desirable to analyze this in space for H atom, as well as other quantum systems of topical interest. In this communication our primary aim is to examine IR in both spaces for certain central potentials by picking the lowest state corresponding to a given , as the reference for respective -state calculations. Note that in literature, usually the lowest state is chosen as reference. Elucidative calculations are performed for three important potentials, viz., 3D QHO, H atom and PHP. Apart from the work in yamano18 for IRr (as mentioned above), such studies in central potentials are very scarce; more so in space, for which no work exists as yet, to the best of our knowledge. The current study derives simple analytical results for IR in two spaces, in all three central potentials considered here. Before doing that, we consider the prototypical case of a 1D QHO. In all cases, we take the exact analytical solution, to start with (in both spaces). For PHP case, the illustration is done by choosing six representative diatomic molecules (H2, CO, O, Na2, Cl2, NO) including one cation. Numerical results are offered as appropriate, and comparison with literature works are made, wherever possible. The organization of our article is as follows. Section II gives the essential details of our present formulation; then Sec. III offers a discussion on the results, while we conclude with a few remarks in Sec. IV.
II Formulation
For two normalized probability densities and , IR is expressed as,
[TABLE]
Here and are the identifiers of target and reference states respectively, while is a generalized variable. In case of central potential, these probability densities , can be written in following forms, without any loss of generality,
[TABLE]
In the above equation, represent radial parts, signify angular contributions of two wave functions, whereas implies either or variable in respective radial functions. Thus Eq. (1) may be rewritten as,
[TABLE]
where the following quantities have been defined,
[TABLE]
If one opts for and , then angular portions of , become identical. Under such condition, Eq. (3) takes the following simplified form,
[TABLE]
Clearly, the right-hand side of Eq. (5) reduces to zero when the two radial probability densities are identical (). Throughout the article, refers to the reference state and for the purposes of IR calculation, as such, it should always be a node-less distribution of ; otherwise IR will blow up. For a particular , this study has considered the relevant circular state corresponding to that as standard, in composite spaces. This choice of serves the basic purpose of dealing with the radial IR. For a H atom, it is also physically consistent, because the shape of an orbital exclusively depends on the value of . Importantly, the distribution of an electron is determined by the shape of the orbital where it resides. Hence, it is sensible to compare a density-dependent property between the orbitals with resembling shape. Furthermore, for simplicity’s sake, we also set , which leads to cancellation of angular portion in logarithmic part of the integrand. Further, in full IR calculation, angular part normalizes to unity. Hence, IR remains invariant to magnetic quantum number.
For the systems considered in this work, Eq. (5) may further be recast to,
[TABLE]
Now let us assume that, , where is such that its functional form depends on only. Here is a polynomial of , and prime denotes first derivative with respect to . Hence one obtains,
[TABLE]
For a fixed , has identical mathematical form in reference and standard state; only the polynomial part changes with . Therefore the target and reference state having same will only differ in the polynomial part, giving rise to,
[TABLE]
If node-less reference state is adopted, the ratio of the polynomial in right-hand side reduces to unity. Then Eq. (8) may be rewritten as below,
[TABLE]
Use of Eqs. (7) and (9), results in,
[TABLE]
Substitution of Eq. (10) in Eq. (6), finally yields the following generalized form of
[TABLE]
in a central potential (when the reference and target states have same ).
III Result and Discussion
III.1 1D QHO
Before proceeding for central potential, at first we would like to explore IR in a model 1D QHO in both spaces. The underlying potential is characterized by the expression: (mass is set to unity throughout), where signifies angular frequency. The normalized -space wave function is expressed as ( refers to Hermite polynomial),
[TABLE]
Choosing as reference state, , and using definition of IR in Eq. (1), one gets,
[TABLE]
Here the suffix “x” denotes a position-space quantity. Now use of recurrence relation , in conjunction with orthonormality condition of Hermite polynomial, ( when , and [math] otherwise) produces,
[TABLE]
Thus Eq. (14) suggests that, IRx in th state may be obtained from a knowledge of th-state wave function. Evidently, it increases linearly with state index, , with a positive slope of . This is in consonance with the fact that in this system, localization as well as fluctuation increase with . So IRx result simply complements this.
Now we move on to space, where the normalized wave function is given as,
[TABLE]
Again, considering state as standard, setting , using the recurrence relation and invoking orthonormality condition of Hermite polynomial (stated earlier), one can derive the following expression for IRp after some straightforward algebra ( subscript indicates -space quantity), namely,
[TABLE]
Thus, similar to IRx, here also IRp of a given oscillator state can be recovered from the wave function of adjacent lower state. Equation (16) implies that, progress of IRp with is again linear like its -space counterpart, slope of the straight line in this case being . It is inversely proportional to in accordance with the fact that, an increase in oscillation enhances localization as well as fluctuation. At the special value of , IRx, IRp become equal (). Further, like the total energy difference in a QHO, , the difference of IR between two successive states also remains constant, i.e., , and .
III.2 Central potential
This subsection is now devoted to IR in central potentials. The quantum-mechanical probability density of the bound state of a non-relativistic particle in such a potential is obtained from the corresponding wave function, which in turn is determined from the solution of pertinent Schrödinger equation ( signify radial and azimuthal quantum numbers),
[TABLE]
Where is the energy of the state represented by . In what follows, atomic unit is used unless otherwise mentioned. The spherical symmetry of central potentials permits one to split the wave function into radial and angular segments in spherical polar coordinates. The radial eigenfunction obeys the radial differential equation,
[TABLE]
Our interest lies in three important potentials corresponding to following functional forms for : (i) ( is oscillation frequency), the 3D QHO (ii) for H-like atom ( is atomic number) and (iii) , with representing dissociation energy and equilibrium intermolecular separation, in case of a PHP.
The -space wave function for a particle in a central potential is obtained from respective Fourier transform of the -space counterpart, and as such, is given below,
[TABLE]
Note that is not normalized; thus needs to be normalized. If the radial functions are real, then Eq. (6) assumes the following form,
[TABLE]
In the following, we attempt to derive IRr and IRp in the three prototypical systems mentioned earlier, starting from Eq. (20).
III.2.1 Isotropic 3D QHO
We start from the normalized -space wave function (, the radial quantum number is related to as ) given below,
[TABLE]
In the above, represents the associated Laguerre polynomial. Now, using Eq. (21) and substituting , Eq. (20) yields,
[TABLE]
Now, using the well-known recurrence relation , the ratios of wave functions occurring in the parentheses may be simplified as,
[TABLE]
the right-hand side of which, for a node-less state becomes , because the ratio of polynomials vanishes. Now one may invoke the familiar orthonormality relation,
[TABLE]
the final form of IRr turns out as below,
[TABLE]
Equation (25) predicts that, IRr in a 3D QHO, like its 1D counterpart, is also a linear function of ; however in this occasion the slope is (in contrast to ) and intercept is less than zero (in contrast to zero in 1D). For a fixed , the slope increases and intercept decreases with respectively. Further, at a certain , the intercept falls off with rise of . In this scenario, the particle gets more and more localized with growth of . The relative fluctuation with respect to reference state increases with . Dependence of IRr on is reminiscent to that of -space Fisher information, Ir romera05 –both quantities escalate with .
Analogously, in -space the normalized wave function has the form yanez94 ,
[TABLE]
Substituting , and going through some simple algebraic steps, one can derive,
[TABLE]
Applying similar arguments as discussed earlier for IRr produces,
[TABLE]
which upon applying in Eq. (27), leads to the following final expression, namely,
[TABLE]
Equation (29) indicates that, IRp, like IRr, also linearly varies with ; the slope and intercept being and respectively. An increase in facilitates localization and hence consequently fluctuation too. IRr rises with , while IRp falls off, signifying higher fluctuation at larger . Once again IRr, IRp of a given -state may be calculated from -state wave functions; this holds true in both spaces. We close the discussion by noting that, in parallel to 1D case, here also both , , at a given , depend only on and remain unchanged with respect to . They are expressed as;
[TABLE]
III.2.2 H-isoelectronic series
Our starting point is the radial function in space ( signify radial quantum number),
[TABLE]
Again has usual meaning. Putting in Eq. (20), one gets,
[TABLE]
Where primes denote 1st-order derivatives with respect to . Then one can write,
[TABLE]
Since corresponds to a circular state, provides a constant term, and hence . This simplifies the second ratio as, . Using above condition and orthonormality condition of , Eq. (32) gives the following,
[TABLE]
which, after some algebraic manipulation, gives the final form of IRr as below,
[TABLE]
Equation (31) clearly indicates that, IRr reduces with rise of and . Thus with progress in , the spatial separation between two distributions deteriorates. In other words, the fluctuation of a particular state with respect to reference state reduces with the addition of nodes. It may be recalled that the behavioral pattern of IRr with is akin to that of Fisher information in space, Ir romera05 –both decline as grows. However, Ir is invariant of , whereas, IRr seems to lessen with growth of , for a certain . Table I offers some representative IRr for ) orbitals for H atom. For the series, these have been published very recently (considering as reference), which are duly quoted and compared with present work. As seen, the two results are practically identical. For the non-zero- states however, we are not aware of any such reporting, and we offer here the first-time results on these.
In case of even- states maximum in IRr appears at , the corresponding value being . For odd-, the same occurs for , with a value . The bottom row (panels A(a)-A(b)) of Fig. 1 illustrates these variations of IRr with changes in for lowest four even- and odd-l states respectively. Each curve passes through a maximum, which tends to shift towards right as assumes higher values. One also notices that when , we achieve IR.
Next, we move on to IRp. The analytical expression sanudo08a for wave function is given by,
[TABLE]
where signifies the Gegenbauer polynomial. Let us consider and subsequently . These two substitutions transform Eq. (20) into the form,
[TABLE]
where and Further we note that,
[TABLE]
Once again, as in case of for IRr, , being a part of circular state, is a constant and hence . Therefore, one may write,
[TABLE]
After going through some algebra, one gets the following expression,
[TABLE]
where the two integrations are defined as,
[TABLE]
Using the fact that, as the integrand is an odd function of , finally we obtain,
[TABLE]
This equation indicates that, at a constant , IRp enhances with . On the contrary, at a fixed , like IRr, it decreases with . In panels B(a), B(b) of Fig. 1, is plotted against for the same set of even, odd states as in IRr. These two graphs infer that, there is neither a maximum nor a minimum in IRp. In this occasion, when , IR. No literature work exists for IRp for direct comparison.
IRr measures the fluctuation from lowest (reference) to a high-lying excited state (for a fixed ). Note that IRr, due to its inherent dependence on , provides a more detailed information than Fisher information in H atom, because the latter has no such influence from romera05 . Also it reinforces the enhanced diffused nature of an orbital with for a fixed .
III.2.3 Pseudoharmonic potential
The -space radial wave function for PHP is given as yahya15 ,
[TABLE]
where , and refers to usual polynomial. Now replacing and using the definition of IR given in Eq. (20) we obtain,
[TABLE]
Defining , one gets,
[TABLE]
where the prime denotes 1st derivative with respect to . For the reference state at a fixed , . Thus and ; hence one can write,
[TABLE]
Finally invoking Eq. (44), we find the following simplified expression,
[TABLE]
Analogously we may proceed for the -space IR, using respective wave function yahya15 ,
[TABLE]
Now putting and working out some standard algebra, we achieve,
[TABLE]
Here we have defined,
[TABLE]
Applying the same argument of reference state as before, leads to,
[TABLE]
After some straightforward algebra, in the end, IRp eventually takes the form,
[TABLE]
Equations (47) and (52) suggest that, both IRr, IRp change linearly with . Like the case of QHO in 1D and 3D, in this occasion also, IR in both spaces remain invariant for any two successive states as given by the equation below,
[TABLE]
In order to provide some numerical data, we have selected six homo- and hetero-nuclear diatomic molecules, namely, H2, Na2, Cl2, O, CO and NO, including a cation. Using the parameters, listed in Table II, as quoted from yahya15 ; oyewumi12 , adopting following conversion factors, 1 amu = 1.82289 a.u., 1 eV = 0.03615384 a.u., 1 Å=1.88971616 a.u., and exploiting Eqs. (47), (52) we have computed IRr, IRp for all these species. These are tabulated in Table III for 7 selective , viz., 1, 2, 3, 10, 25, 50, 100 respectively. One notices that like 3D QHO, in PHP case also, IRr complements the findings of Fisher information reported elsewhere romera05 ; yahya15 . Moreover, for both these potentials, a growth in causes raising of relative fluctuation, which consequently results in a weakening of bond strength.
IV Future and Outlook
In this work, we have derived generalized expressions for IR for an arbitrary quantum state in a 1D QHO, as well as three central potentials, viz., 3D QHO, H atom and PHP. In the former the ground state is considered as reference, while for latter, the lowest state corresponding to a given was employed for same. In 1D QHO, IR in both spaces vary linearly with state index . However the variation with respect to contrasts each other in two spaces; in space, it has linear dependence while in space, it is inversely proportional. Interestingly the difference in IR in adjacent states remains constant in both conjugate spaces, for a given . In H atom, IRr lowers while IRp grows with ; but both reduce as advances. In contrary, in 3D QHO and PHP, both measures progress linearly with . In 3D QHO, IR’s show opposite trends in conjugate spaces with changes in . Further, behavioral pattern of these with respect to is also considered in H atom. A detailed inspection of IR as well as other relative information measure like Rényi and Shannon entropy, Onicescu energy in the context of other potentials of physical/chemical interest including atoms, molecules may be worthwhile and desirable. Most of the results presented here are new.
V Acknowledgement
Financial support from DST SERB, New Delhi, India (sanction order: EMR/2014/000838) is gratefully acknowledged. NM thanks DST SERB, New Delhi, India, for a National-post-doctoral fellowship (sanction order: PDF/2016/000014/CS).
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